id sid tid token lemma pos bracis-33615 1 1 a a DET bracis-33615 1 2 knowledge knowledge NOUN bracis-33615 1 3 engineering engineering NOUN bracis-33615 1 4 - - PUNCT bracis-33615 1 5 based base VERB bracis-33615 1 6 approach approach NOUN bracis-33615 1 7 to to AUX bracis-33615 1 8     SPACE bracis-33615 1 9 detect detect VERB bracis-33615 1 10 gaming game VERB bracis-33615 1 11 the the DET bracis-33615 1 12     SPACE bracis-33615 1 13 system system NOUN bracis-33615 1 14 in in ADP bracis-33615 1 15     SPACE bracis-33615 1 16 novice novice NOUN bracis-33615 1 17 programmers programmer NOUN bracis-33615 1 18 | | ADV bracis-33615 1 19 springer springer NOUN bracis-33615 1 20 nature nature NOUN bracis-33615 1 21 link link PROPN bracis-33615 1 22 ( ( PUNCT bracis-33615 1 23 formerly formerly ADV bracis-33615 1 24 springerlink springerlink NOUN bracis-33615 1 25 ) ) PUNCT bracis-33615 1 26 skip skip VERB bracis-33615 1 27 to to ADP bracis-33615 1 28 main main ADJ bracis-33615 1 29 content content NOUN bracis-33615 1 30 advertisement advertisement NOUN bracis-33615 1 31 account account NOUN bracis-33615 1 32 menu menu NOUN bracis-33615 1 33 find find VERB bracis-33615 1 34 a a DET bracis-33615 1 35 journal journal NOUN bracis-33615 1 36 publish publish VERB bracis-33615 1 37 with with ADP bracis-33615 1 38 us we PRON bracis-33615 1 39 track track VERB bracis-33615 1 40 your your PRON bracis-33615 1 41 research research NOUN bracis-33615 1 42 search search NOUN bracis-33615 1 43 cart cart NOUN bracis-33615 1 44 home home NOUN bracis-33615 1 45 intelligent intelligent ADJ bracis-33615 1 46 systems system NOUN bracis-33615 1 47 conference conference NOUN bracis-33615 1 48 paper paper NOUN bracis-33615 1 49 a a DET bracis-33615 1 50 knowledge knowledge NOUN bracis-33615 1 51 engineering engineering NOUN bracis-33615 1 52 - - PUNCT bracis-33615 1 53 based base VERB bracis-33615 1 54 approach approach NOUN bracis-33615 1 55 to to AUX bracis-33615 1 56     SPACE bracis-33615 1 57 detect detect VERB bracis-33615 1 58 gaming game VERB bracis-33615 1 59 the the DET bracis-33615 1 60     SPACE bracis-33615 1 61 system system NOUN bracis-33615 1 62 in in ADP bracis-33615 1 63     SPACE bracis-33615 1 64 novice novice NOUN bracis-33615 1 65 programmers programmer NOUN bracis-33615 1 66 conference conference NOUN bracis-33615 1 67 paper paper NOUN bracis-33615 1 68 first first ADV bracis-33615 1 69 online online ADV bracis-33615 1 70 : : PUNCT bracis-33615 1 71 30 30 NUM bracis-33615 1 72 january january NOUN bracis-33615 1 73 2025 2025 NUM bracis-33615 1 74 pp pp ADP bracis-33615 1 75 18–33 18–33 NUM bracis-33615 1 76 cite cite VERB bracis-33615 1 77 this this DET bracis-33615 1 78 conference conference NOUN bracis-33615 1 79 paper paper NOUN bracis-33615 1 80 download download NOUN bracis-33615 1 81 book book NOUN bracis-33615 1 82 pdf pdf PROPN bracis-33615 1 83 download download NOUN bracis-33615 1 84 book book NOUN bracis-33615 1 85 epub epub PROPN bracis-33615 1 86 intelligent intelligent ADJ bracis-33615 1 87 systems system NOUN bracis-33615 1 88 ( ( PUNCT bracis-33615 1 89 bracis bracis NOUN bracis-33615 1 90 2024 2024 NUM bracis-33615 1 91 ) ) PUNCT bracis-33615 1 92 a a DET bracis-33615 1 93 knowledge knowledge NOUN bracis-33615 1 94 engineering engineering NOUN bracis-33615 1 95 - - PUNCT bracis-33615 1 96 based base VERB bracis-33615 1 97 approach approach NOUN bracis-33615 1 98 to to AUX bracis-33615 1 99     SPACE bracis-33615 1 100 detect detect VERB bracis-33615 1 101 gaming game VERB bracis-33615 1 102 the the DET bracis-33615 1 103     SPACE bracis-33615 1 104 system system NOUN bracis-33615 1 105 in in ADP bracis-33615 1 106     SPACE bracis-33615 1 107 novice novice NOUN bracis-33615 1 108 programmers programmer NOUN bracis-33615 1 109 download download VERB bracis-33615 1 110 book book NOUN bracis-33615 1 111 pdf pdf PROPN bracis-33615 1 112 download download NOUN bracis-33615 1 113 book book PROPN bracis-33615 2 1 epub epub PROPN bracis-33615 2 2 hemilis hemilis PROPN bracis-33615 2 3 joyse joyse PROPN bracis-33615 2 4 barbosa barbosa PROPN bracis-33615 2 5 rocha rocha PROPN bracis-33615 2 6     SPACE bracis-33615 2 7 orcid orcid PROPN bracis-33615 2 8 : : PUNCT bracis-33615 2 9 orcid.org/0000-0001-5422-92719,11 orcid.org/0000-0001-5422-92719,11 PROPN bracis-33615 2 10 , , PUNCT bracis-33615 2 11 evandro evandro PROPN bracis-33615 2 12 de de PROPN bracis-33615 2 13 barros barros PROPN bracis-33615 2 14 costa costa PROPN bracis-33615 2 15     SPACE bracis-33615 2 16 orcid orcid NOUN bracis-33615 2 17 : : PUNCT bracis-33615 3 1 orcid.org/0000-0003-4663-871510 orcid.org/0000-0003-4663-871510 PROPN bracis-33615 3 2 & & CCONJ bracis-33615 3 3 patricia patricia PROPN bracis-33615 3 4 cabral cabral PROPN bracis-33615 3 5 de de PROPN bracis-33615 3 6 azevedo azevedo PROPN bracis-33615 3 7 restelli restelli PROPN bracis-33615 3 8 tedesco tedesco PROPN bracis-33615 3 9     SPACE bracis-33615 3 10 orcid orcid NOUN bracis-33615 3 11 : : PUNCT bracis-33615 3 12 orcid.org/0000-0001-9450-92199 orcid.org/0000-0001-9450-92199 NOUN bracis-33615 3 13     SPACE bracis-33615 3 14 part part NOUN bracis-33615 3 15 of of ADP bracis-33615 3 16 the the DET bracis-33615 3 17 book book NOUN bracis-33615 3 18 series series NOUN bracis-33615 3 19 : : PUNCT bracis-33615 3 20 lecture lecture NOUN bracis-33615 3 21 notes note NOUN bracis-33615 3 22 in in ADP bracis-33615 3 23 computer computer NOUN bracis-33615 3 24 science science NOUN bracis-33615 3 25 ( ( PUNCT bracis-33615 3 26 ( ( PUNCT bracis-33615 3 27 lnai lnai ADJ bracis-33615 3 28 , , PUNCT bracis-33615 3 29 volume volume NOUN bracis-33615 3 30 15414 15414 NUM bracis-33615 3 31 ) ) PUNCT bracis-33615 3 32 ) ) PUNCT bracis-33615 3 33 included include VERB bracis-33615 3 34 in in ADP bracis-33615 3 35 the the DET bracis-33615 3 36 following follow VERB bracis-33615 3 37 conference conference NOUN bracis-33615 3 38 series series NOUN bracis-33615 3 39 : : PUNCT bracis-33615 3 40 brazilian brazilian ADJ bracis-33615 3 41 conference conference NOUN bracis-33615 3 42 on on ADP bracis-33615 3 43 intelligent intelligent ADJ bracis-33615 3 44 systems system NOUN bracis-33615 3 45 372 372 NUM bracis-33615 3 46 accesses access NOUN bracis-33615 3 47 1 1 NUM bracis-33615 3 48 citation citation NOUN bracis-33615 3 49 abstract abstract NOUN bracis-33615 3 50 in in ADP bracis-33615 3 51 recent recent ADJ bracis-33615 3 52 years year NOUN bracis-33615 3 53 , , PUNCT bracis-33615 3 54 the the DET bracis-33615 3 55 behavior behavior NOUN bracis-33615 3 56 called call VERB bracis-33615 3 57 “ " PUNCT bracis-33615 3 58 gaming game VERB bracis-33615 3 59 the the DET bracis-33615 3 60 system system NOUN bracis-33615 3 61 ” " PUNCT bracis-33615 3 62 has have AUX bracis-33615 3 63 received receive VERB bracis-33615 3 64 increasing increase VERB bracis-33615 3 65 attention attention NOUN bracis-33615 3 66 , , PUNCT bracis-33615 3 67 especially especially ADV bracis-33615 3 68 in in ADP bracis-33615 3 69 online online ADJ bracis-33615 3 70 learning learn VERB bracis-33615 3 71 environments environment NOUN bracis-33615 3 72 , , PUNCT bracis-33615 3 73 where where SCONJ bracis-33615 3 74 students student NOUN bracis-33615 3 75 seek seek VERB bracis-33615 3 76 to to PART bracis-33615 3 77 advance advance VERB bracis-33615 3 78 in in ADP bracis-33615 3 79 the the DET bracis-33615 3 80 system system NOUN bracis-33615 3 81 without without ADP bracis-33615 3 82 actually actually ADV bracis-33615 3 83 engaging engage VERB bracis-33615 3 84 in in ADP bracis-33615 3 85 genuine genuine ADJ bracis-33615 3 86 learning learning NOUN bracis-33615 3 87 processes process NOUN bracis-33615 3 88 . . PUNCT bracis-33615 4 1 although although SCONJ bracis-33615 4 2 previous previous ADJ bracis-33615 4 3 studies study NOUN bracis-33615 4 4 have have AUX bracis-33615 4 5 made make VERB bracis-33615 4 6 progress progress NOUN bracis-33615 4 7 in in ADP bracis-33615 4 8 identifying identify VERB bracis-33615 4 9 and and CCONJ bracis-33615 4 10 understanding understand VERB bracis-33615 4 11 this this DET bracis-33615 4 12 behavior behavior NOUN bracis-33615 4 13 , , PUNCT bracis-33615 4 14 making make VERB bracis-33615 4 15 use use NOUN bracis-33615 4 16 of of ADP bracis-33615 4 17 machine machine NOUN bracis-33615 4 18 learning learning NOUN bracis-33615 4 19 models model NOUN bracis-33615 4 20 and and CCONJ bracis-33615 4 21 knowledge knowledge NOUN bracis-33615 4 22 engineering engineering NOUN bracis-33615 4 23 , , PUNCT bracis-33615 4 24 previously previously ADV bracis-33615 4 25 validated validate VERB bracis-33615 4 26 detectors detector NOUN bracis-33615 4 27 have have AUX bracis-33615 4 28 not not PART bracis-33615 4 29 fully fully ADV bracis-33615 4 30 captured capture VERB bracis-33615 4 31 the the DET bracis-33615 4 32 gaming gaming NOUN bracis-33615 4 33 attitudes attitude NOUN bracis-33615 4 34 observed observe VERB bracis-33615 4 35 in in ADP bracis-33615 4 36 our our PRON bracis-33615 4 37 novice novice NOUN bracis-33615 4 38 programming programming NOUN bracis-33615 4 39 learning learn VERB bracis-33615 4 40 context context NOUN bracis-33615 4 41 . . PUNCT bracis-33615 5 1 this this DET bracis-33615 5 2 challenge challenge NOUN bracis-33615 5 3 may may AUX bracis-33615 5 4 be be AUX bracis-33615 5 5 related relate VERB bracis-33615 5 6 to to ADP bracis-33615 5 7 the the DET bracis-33615 5 8 transferability transferability NOUN bracis-33615 5 9 of of ADP bracis-33615 5 10 motivations motivation NOUN bracis-33615 5 11 for for ADP bracis-33615 5 12 gaming gaming NOUN bracis-33615 5 13 between between ADP bracis-33615 5 14 different different ADJ bracis-33615 5 15 contexts context NOUN bracis-33615 5 16 , , PUNCT bracis-33615 5 17 as as ADV bracis-33615 5 18 well well ADV bracis-33615 5 19 as as ADP bracis-33615 5 20 to to ADP bracis-33615 5 21 detection detection NOUN bracis-33615 5 22 . . PUNCT bracis-33615 6 1 therefore therefore ADV bracis-33615 6 2 , , PUNCT bracis-33615 6 3 this this DET bracis-33615 6 4 article article NOUN bracis-33615 6 5 adopts adopt VERB bracis-33615 6 6 an an DET bracis-33615 6 7 approach approach NOUN bracis-33615 6 8 focused focus VERB bracis-33615 6 9 on on ADP bracis-33615 6 10 the the DET bracis-33615 6 11 exploration exploration NOUN bracis-33615 6 12 and and CCONJ bracis-33615 6 13 specific specific ADJ bracis-33615 6 14 detection detection NOUN bracis-33615 6 15 of of ADP bracis-33615 6 16 “ " PUNCT bracis-33615 6 17 gaming game VERB bracis-33615 6 18 the the DET bracis-33615 6 19 system system NOUN bracis-33615 6 20 ” " PUNCT bracis-33615 6 21 attitudes attitude NOUN bracis-33615 6 22 manifested manifest VERB bracis-33615 6 23 by by ADP bracis-33615 6 24 novice novice NOUN bracis-33615 6 25 programmers programmer NOUN bracis-33615 6 26 in in ADP bracis-33615 6 27 interaction interaction NOUN bracis-33615 6 28 with with ADP bracis-33615 6 29 a a DET bracis-33615 6 30 learning learn VERB bracis-33615 6 31 environment environment NOUN bracis-33615 6 32 . . PUNCT bracis-33615 7 1 we we PRON bracis-33615 7 2 propose propose VERB bracis-33615 7 3 an an DET bracis-33615 7 4 approach approach NOUN bracis-33615 7 5 to to ADP bracis-33615 7 6 detecting detect VERB bracis-33615 7 7 this this DET bracis-33615 7 8 behavior behavior NOUN bracis-33615 7 9 , , PUNCT bracis-33615 7 10 combining combine VERB bracis-33615 7 11 knowledge knowledge NOUN bracis-33615 7 12 engineering engineering NOUN bracis-33615 7 13 and and CCONJ bracis-33615 7 14 machine machine NOUN bracis-33615 7 15 learning learn VERB bracis-33615 7 16 algorithms algorithm NOUN bracis-33615 7 17 . . PUNCT bracis-33615 8 1 we we PRON bracis-33615 8 2 describe describe VERB bracis-33615 8 3 the the DET bracis-33615 8 4 procedures procedure NOUN bracis-33615 8 5 for for ADP bracis-33615 8 6 generating generate VERB bracis-33615 8 7 our our PRON bracis-33615 8 8 database database NOUN bracis-33615 8 9 , , PUNCT bracis-33615 8 10 followed follow VERB bracis-33615 8 11 by by ADP bracis-33615 8 12 the the DET bracis-33615 8 13 elaboration elaboration NOUN bracis-33615 8 14 of of ADP bracis-33615 8 15 a a DET bracis-33615 8 16 model model NOUN bracis-33615 8 17 based base VERB bracis-33615 8 18 on on ADP bracis-33615 8 19 knowledge knowledge NOUN bracis-33615 8 20 engineering engineering NOUN bracis-33615 8 21 and and CCONJ bracis-33615 8 22 the the DET bracis-33615 8 23 development development NOUN bracis-33615 8 24 of of ADP bracis-33615 8 25 a a DET bracis-33615 8 26 model model NOUN bracis-33615 8 27 based base VERB bracis-33615 8 28 on on ADP bracis-33615 8 29 machine machine NOUN bracis-33615 8 30 learning learning NOUN bracis-33615 8 31 . . PUNCT bracis-33615 9 1 as as ADP bracis-33615 9 2 a a DET bracis-33615 9 3 result result NOUN bracis-33615 9 4 , , PUNCT bracis-33615 9 5 we we PRON bracis-33615 9 6 identified identify VERB bracis-33615 9 7 two two NUM bracis-33615 9 8 new new ADJ bracis-33615 9 9 game game NOUN bracis-33615 9 10 attitudes attitude NOUN bracis-33615 9 11 and and CCONJ bracis-33615 9 12 incorporated incorporate VERB bracis-33615 9 13 them they PRON bracis-33615 9 14 into into ADP bracis-33615 9 15 the the DET bracis-33615 9 16 knowledge knowledge NOUN bracis-33615 9 17 - - PUNCT bracis-33615 9 18 based base VERB bracis-33615 9 19 model model NOUN bracis-33615 9 20 , , PUNCT bracis-33615 9 21 using use VERB bracis-33615 9 22 cognitive cognitive ADJ bracis-33615 9 23 task task NOUN bracis-33615 9 24 analysis analysis NOUN bracis-33615 9 25 to to PART bracis-33615 9 26 understand understand VERB bracis-33615 9 27 how how SCONJ bracis-33615 9 28 experts expert NOUN bracis-33615 9 29 encode encode VERB bracis-33615 9 30 these these DET bracis-33615 9 31 attitudes attitude NOUN bracis-33615 9 32 . . PUNCT bracis-33615 10 1 download download NOUN bracis-33615 10 2 conference conference PROPN bracis-33615 10 3 paper paper NOUN bracis-33615 10 4 pdf pdf NOUN bracis-33615 10 5 similar similar ADJ bracis-33615 10 6 content content NOUN bracis-33615 10 7 being be AUX bracis-33615 10 8 viewed view VERB bracis-33615 10 9 by by ADP bracis-33615 10 10 others other NOUN bracis-33615 10 11 an an DET bracis-33615 10 12 approach approach NOUN bracis-33615 10 13 for for ADP bracis-33615 10 14     SPACE bracis-33615 10 15 detecting detect VERB bracis-33615 10 16 gaming game VERB bracis-33615 10 17 the the DET bracis-33615 10 18     SPACE bracis-33615 10 19 system system NOUN bracis-33615 10 20 behavior behavior NOUN bracis-33615 10 21 in in ADP bracis-33615 10 22     SPACE bracis-33615 10 23 programming programming NOUN bracis-33615 10 24 problem problem NOUN bracis-33615 10 25 - - PUNCT bracis-33615 10 26 solving solve VERB bracis-33615 10 27 chapter chapter NOUN bracis-33615 10 28 © © PROPN bracis-33615 10 29 2023 2023 NUM bracis-33615 10 30 automated automate VERB bracis-33615 10 31 detection detection NOUN bracis-33615 10 32 and and CCONJ bracis-33615 10 33     SPACE bracis-33615 10 34 analysis analysis NOUN bracis-33615 10 35 of of ADP bracis-33615 10 36     SPACE bracis-33615 10 37 gaming game VERB bracis-33615 10 38 the the DET bracis-33615 10 39     SPACE bracis-33615 10 40 system system NOUN bracis-33615 10 41 in in ADP bracis-33615 10 42     SPACE bracis-33615 10 43 novice novice NOUN bracis-33615 10 44 programmers programmer NOUN bracis-33615 10 45 chapter chapter NOUN bracis-33615 10 46 © © ADP bracis-33615 10 47 2024 2024 NUM bracis-33615 10 48 predicting predict VERB bracis-33615 10 49 performance performance NOUN bracis-33615 10 50 in in ADP bracis-33615 10 51     SPACE bracis-33615 10 52 gamified gamifie VERB bracis-33615 10 53 cognitive cognitive ADJ bracis-33615 10 54 executive executive ADJ bracis-33615 10 55 functioning functioning NOUN bracis-33615 10 56 tasks task NOUN bracis-33615 10 57 for for ADP bracis-33615 10 58     SPACE bracis-33615 10 59 neurodiverse neurodiverse NOUN bracis-33615 10 60 children child NOUN bracis-33615 10 61 using use VERB bracis-33615 10 62 machine machine NOUN bracis-33615 10 63 learning learn VERB bracis-33615 10 64 chapter chapter NOUN bracis-33615 10 65 © © PROPN bracis-33615 10 66 2025 2025 NUM bracis-33615 10 67 1 1 NUM bracis-33615 10 68 introduction introduction NOUN bracis-33615 10 69 in in ADP bracis-33615 10 70 the the DET bracis-33615 10 71 literature literature NOUN bracis-33615 10 72 on on ADP bracis-33615 10 73 artificial artificial ADJ bracis-33615 10 74 intelligence intelligence NOUN bracis-33615 10 75 in in ADP bracis-33615 10 76 education education NOUN bracis-33615 10 77 , , PUNCT bracis-33615 10 78 certain certain ADJ bracis-33615 10 79 behaviors behavior NOUN bracis-33615 10 80 have have AUX bracis-33615 10 81 received receive VERB bracis-33615 10 82 significant significant ADJ bracis-33615 10 83 attention attention NOUN bracis-33615 10 84 within within ADP bracis-33615 10 85 the the DET bracis-33615 10 86 context context NOUN bracis-33615 10 87 of of ADP bracis-33615 10 88 students student NOUN bracis-33615 10 89 ’ ' PUNCT bracis-33615 10 90 interactions interaction NOUN bracis-33615 10 91 with with ADP bracis-33615 10 92 online online ADJ bracis-33615 10 93 learning learn VERB bracis-33615 10 94 environments environment NOUN bracis-33615 10 95 . . PUNCT bracis-33615 11 1 recent recent ADJ bracis-33615 11 2 research research NOUN bracis-33615 11 3 has have AUX bracis-33615 11 4 identified identify VERB bracis-33615 11 5 two two NUM bracis-33615 11 6 main main ADJ bracis-33615 11 7 types type NOUN bracis-33615 11 8 of of ADP bracis-33615 11 9 behavior behavior NOUN bracis-33615 11 10 observed observe VERB bracis-33615 11 11 in in ADP bracis-33615 11 12 students student NOUN bracis-33615 11 13 during during ADP bracis-33615 11 14 these these DET bracis-33615 11 15 interactions interaction NOUN bracis-33615 11 16 : : PUNCT bracis-33615 11 17 learning learn VERB bracis-33615 11 18 - - PUNCT bracis-33615 11 19 oriented orient VERB bracis-33615 11 20 behavior behavior NOUN bracis-33615 11 21 and and CCONJ bracis-33615 11 22 non non ADJ bracis-33615 11 23 - - ADJ bracis-33615 11 24 learning learning ADJ bracis-33615 11 25 - - PUNCT bracis-33615 11 26 oriented orient VERB bracis-33615 11 27 behavior behavior NOUN bracis-33615 11 28 . . PUNCT bracis-33615 12 1 non non ADJ bracis-33615 12 2 - - ADJ bracis-33615 12 3 learning learning ADJ bracis-33615 12 4 - - PUNCT bracis-33615 12 5 oriented orient VERB bracis-33615 12 6 behavior behavior NOUN bracis-33615 12 7 often often ADV bracis-33615 12 8 involves involve VERB bracis-33615 12 9 students student NOUN bracis-33615 12 10 who who PRON bracis-33615 12 11 do do AUX bracis-33615 12 12 not not PART bracis-33615 12 13 effectively effectively ADV bracis-33615 12 14 utilize utilize VERB bracis-33615 12 15 the the DET bracis-33615 12 16 help help NOUN bracis-33615 12 17 resources resource NOUN bracis-33615 12 18 available available ADJ bracis-33615 12 19 in in ADP bracis-33615 12 20 virtual virtual ADJ bracis-33615 12 21 learning learning NOUN bracis-33615 12 22 environments environment NOUN bracis-33615 13 1 [ [ X bracis-33615 13 2 7 7 NUM bracis-33615 13 3 ] ] PUNCT bracis-33615 13 4 , , PUNCT bracis-33615 13 5 resulting result VERB bracis-33615 13 6 in in ADP bracis-33615 13 7 an an DET bracis-33615 13 8 unproductive unproductive ADJ bracis-33615 13 9 search search NOUN bracis-33615 13 10 for for ADP bracis-33615 13 11 assistance assistance NOUN bracis-33615 13 12 [ [ X bracis-33615 13 13 2 2 NUM bracis-33615 13 14 ] ] PUNCT bracis-33615 13 15 . . PUNCT bracis-33615 14 1 this this DET bracis-33615 14 2 type type NOUN bracis-33615 14 3 of of ADP bracis-33615 14 4 behavior behavior NOUN bracis-33615 14 5 is be AUX bracis-33615 14 6 considered consider VERB bracis-33615 14 7 a a DET bracis-33615 14 8 form form NOUN bracis-33615 14 9 of of ADP bracis-33615 14 10 “ " PUNCT bracis-33615 14 11 gaming game VERB bracis-33615 14 12 the the DET bracis-33615 14 13 system system NOUN bracis-33615 14 14 ” " PUNCT bracis-33615 15 1 [ [ X bracis-33615 15 2 12 12 NUM bracis-33615 15 3 ] ] PUNCT bracis-33615 15 4 , , PUNCT bracis-33615 15 5 defined define VERB bracis-33615 15 6 as as ADP bracis-33615 15 7 “ " PUNCT bracis-33615 15 8 trying try VERB bracis-33615 15 9 to to PART bracis-33615 15 10 succeed succeed VERB bracis-33615 15 11 in in ADP bracis-33615 15 12 an an DET bracis-33615 15 13 educational educational ADJ bracis-33615 15 14 environment environment NOUN bracis-33615 15 15 by by ADP bracis-33615 15 16 exploiting exploit VERB bracis-33615 15 17 the the DET bracis-33615 15 18 properties property NOUN bracis-33615 15 19 of of ADP bracis-33615 15 20 the the DET bracis-33615 15 21 system system NOUN bracis-33615 15 22 rather rather ADV bracis-33615 15 23 than than ADP bracis-33615 15 24 learning learn VERB bracis-33615 15 25 the the DET bracis-33615 15 26 material material NOUN bracis-33615 15 27 and and CCONJ bracis-33615 15 28 trying try VERB bracis-33615 15 29 to to PART bracis-33615 15 30 use use VERB bracis-33615 15 31 that that DET bracis-33615 15 32 knowledge knowledge NOUN bracis-33615 15 33 to to PART bracis-33615 15 34 respond respond VERB bracis-33615 15 35 correctly correctly ADV bracis-33615 15 36 ” " PUNCT bracis-33615 15 37 . . PUNCT bracis-33615 16 1 furthermore furthermore ADV bracis-33615 16 2 , , PUNCT bracis-33615 16 3 this this DET bracis-33615 16 4 behavior behavior NOUN bracis-33615 16 5 can can AUX bracis-33615 16 6 lead lead VERB bracis-33615 16 7 students student NOUN bracis-33615 16 8 to to PART bracis-33615 16 9 produce produce VERB bracis-33615 16 10 rushed rush VERB bracis-33615 16 11 or or CCONJ bracis-33615 16 12 incomplete incomplete ADJ bracis-33615 16 13 work work NOUN bracis-33615 16 14 [ [ X bracis-33615 16 15 15 15 NUM bracis-33615 16 16 ] ] PUNCT bracis-33615 16 17 and and CCONJ bracis-33615 16 18 has have AUX bracis-33615 16 19 been be AUX bracis-33615 16 20 associated associate VERB bracis-33615 16 21 with with ADP bracis-33615 16 22 lower low ADJ bracis-33615 16 23 academic academic ADJ bracis-33615 16 24 performance performance NOUN bracis-33615 16 25 [ [ X bracis-33615 16 26 6 6 NUM bracis-33615 16 27 ] ] PUNCT bracis-33615 16 28 , , PUNCT bracis-33615 16 29 and and CCONJ bracis-33615 16 30 can can AUX bracis-33615 16 31 even even ADV bracis-33615 16 32 result result VERB bracis-33615 16 33 in in ADP bracis-33615 16 34 almost almost ADV bracis-33615 16 35 zero zero NUM bracis-33615 16 36 learning learn VERB bracis-33615 16 37 [ [ X bracis-33615 16 38 29 29 NUM bracis-33615 16 39 ] ] PUNCT bracis-33615 16 40 . . PUNCT bracis-33615 17 1 understanding understand VERB bracis-33615 17 2 these these DET bracis-33615 17 3 student student NOUN bracis-33615 17 4 behaviors behavior NOUN bracis-33615 17 5 in in ADP bracis-33615 17 6 virtual virtual ADJ bracis-33615 17 7 learning learning NOUN bracis-33615 17 8 environments environment NOUN bracis-33615 17 9 is be AUX bracis-33615 17 10 crucial crucial ADJ bracis-33615 17 11 for for ADP bracis-33615 17 12 developing develop VERB bracis-33615 17 13 effective effective ADJ bracis-33615 17 14 support support NOUN bracis-33615 17 15 and and CCONJ bracis-33615 17 16 intervention intervention NOUN bracis-33615 17 17 strategies strategy NOUN bracis-33615 17 18 to to PART bracis-33615 17 19 improve improve VERB bracis-33615 17 20 student student NOUN bracis-33615 17 21 engagement engagement NOUN bracis-33615 17 22 and and CCONJ bracis-33615 17 23 academic academic ADJ bracis-33615 17 24 performance performance NOUN bracis-33615 17 25 . . PUNCT bracis-33615 18 1 more more ADV bracis-33615 18 2 specifically specifically ADV bracis-33615 18 3 , , PUNCT bracis-33615 18 4 an an DET bracis-33615 18 5 important important ADJ bracis-33615 18 6 challenge challenge NOUN bracis-33615 18 7 is be AUX bracis-33615 18 8 to to PART bracis-33615 18 9 seek seek VERB bracis-33615 18 10 an an DET bracis-33615 18 11 effective effective ADJ bracis-33615 18 12 identification identification NOUN bracis-33615 18 13 mechanism mechanism NOUN bracis-33615 18 14 for for ADP bracis-33615 18 15 gaming game VERB bracis-33615 18 16 the the DET bracis-33615 18 17 system system NOUN bracis-33615 18 18 behavior behavior NOUN bracis-33615 18 19 , , PUNCT bracis-33615 18 20 an an DET bracis-33615 18 21 issue issue NOUN bracis-33615 18 22 that that PRON bracis-33615 18 23 has have AUX bracis-33615 18 24 been be AUX bracis-33615 18 25 addressed address VERB bracis-33615 18 26 in in ADP bracis-33615 18 27 various various ADJ bracis-33615 18 28 proposals proposal NOUN bracis-33615 18 29 in in ADP bracis-33615 18 30 the the DET bracis-33615 18 31 literature literature NOUN bracis-33615 18 32 in in ADP bracis-33615 18 33 different different ADJ bracis-33615 18 34 proposals proposal NOUN bracis-33615 18 35 but but CCONJ bracis-33615 18 36 remains remain VERB bracis-33615 18 37 largely largely ADV bracis-33615 18 38 unexplored unexplored ADJ bracis-33615 18 39 in in ADP bracis-33615 18 40 the the DET bracis-33615 18 41 programming programming NOUN bracis-33615 18 42 domain domain NOUN bracis-33615 18 43 . . PUNCT bracis-33615 19 1 given give VERB bracis-33615 19 2 the the DET bracis-33615 19 3 mentioned mention VERB bracis-33615 19 4 context context NOUN bracis-33615 19 5 , , PUNCT bracis-33615 19 6 previous previous ADJ bracis-33615 19 7 research research NOUN bracis-33615 19 8 has have AUX bracis-33615 19 9 predominantly predominantly ADV bracis-33615 19 10 focused focus VERB bracis-33615 19 11 on on ADP bracis-33615 19 12 two two NUM bracis-33615 19 13 different different ADJ bracis-33615 19 14 approaches approach NOUN bracis-33615 19 15 for for ADP bracis-33615 19 16 modeling model VERB bracis-33615 19 17 “ " PUNCT bracis-33615 19 18 gaming game VERB bracis-33615 19 19 the the DET bracis-33615 19 20 system system NOUN bracis-33615 19 21 ” " PUNCT bracis-33615 19 22 behaviors behavior NOUN bracis-33615 19 23 . . PUNCT bracis-33615 20 1 the the DET bracis-33615 20 2 first first ADJ bracis-33615 20 3 approach approach NOUN bracis-33615 20 4 , , PUNCT bracis-33615 20 5 known know VERB bracis-33615 20 6 as as ADP bracis-33615 20 7 knowledge knowledge NOUN bracis-33615 20 8 engineering engineering NOUN bracis-33615 20 9 , , PUNCT bracis-33615 20 10 involves involve VERB bracis-33615 20 11 the the DET bracis-33615 20 12 development development NOUN bracis-33615 20 13 of of ADP bracis-33615 20 14 explicit explicit ADJ bracis-33615 20 15 rules rule NOUN bracis-33615 20 16 by by ADP bracis-33615 20 17 domain domain NOUN bracis-33615 20 18 experts expert NOUN bracis-33615 20 19 to to ADP bracis-33615 20 20 identify“gaming identify“game VERB bracis-33615 20 21 ” " PUNCT bracis-33615 20 22 behaviors behavior NOUN bracis-33615 20 23 [ [ X bracis-33615 20 24 17 17 NUM bracis-33615 20 25 , , PUNCT bracis-33615 20 26 21 21 NUM bracis-33615 20 27 , , PUNCT bracis-33615 20 28 23 23 NUM bracis-33615 20 29 ] ] PUNCT bracis-33615 20 30 and and CCONJ bracis-33615 20 31 machine machine NOUN bracis-33615 20 32 learning learning NOUN bracis-33615 20 33 , , PUNCT bracis-33615 20 34 where where SCONJ bracis-33615 20 35 the the DET bracis-33615 20 36 model model NOUN bracis-33615 20 37 designer designer NOUN bracis-33615 20 38 first first ADV bracis-33615 20 39 creates create VERB bracis-33615 20 40 a a DET bracis-33615 20 41 set set NOUN bracis-33615 20 42 of of ADP bracis-33615 20 43 features feature NOUN bracis-33615 20 44 and and CCONJ bracis-33615 20 45 then then ADV bracis-33615 20 46 a a DET bracis-33615 20 47 supervised supervised ADJ bracis-33615 20 48 learning learning NOUN bracis-33615 20 49 algorithm algorithm NOUN bracis-33615 20 50 is be AUX bracis-33615 20 51 used use VERB bracis-33615 20 52 to to PART bracis-33615 20 53 select select VERB bracis-33615 20 54 features feature NOUN bracis-33615 20 55 to to PART bracis-33615 20 56 predict predict VERB bracis-33615 20 57 labels label NOUN bracis-33615 20 58 of of ADP bracis-33615 20 59 human human NOUN bracis-33615 20 60 - - PUNCT bracis-33615 20 61 coded code VERB bracis-33615 20 62 “ " PUNCT bracis-33615 20 63 gaming gaming NOUN bracis-33615 20 64 ” " PUNCT bracis-33615 21 1 [ [ X bracis-33615 21 2 12 12 NUM bracis-33615 21 3 , , PUNCT bracis-33615 21 4 27 27 NUM bracis-33615 21 5 ] ] PUNCT bracis-33615 21 6 . . PUNCT bracis-33615 22 1 additionally additionally ADV bracis-33615 22 2 , , PUNCT bracis-33615 22 3 a a DET bracis-33615 22 4 recent recent ADJ bracis-33615 22 5 study study NOUN bracis-33615 22 6 compared compare VERB bracis-33615 22 7 three three NUM bracis-33615 22 8 gaming gaming NOUN bracis-33615 22 9 detectors detector NOUN bracis-33615 22 10 across across ADP bracis-33615 22 11 multiple multiple ADJ bracis-33615 22 12 systems system NOUN bracis-33615 22 13 : : PUNCT bracis-33615 22 14 a a DET bracis-33615 22 15 knowledge knowledge NOUN bracis-33615 22 16 engineering engineering NOUN bracis-33615 22 17 model model NOUN bracis-33615 22 18 and and CCONJ bracis-33615 22 19 a a DET bracis-33615 22 20 machine machine NOUN bracis-33615 22 21 - - PUNCT bracis-33615 22 22 learned learn VERB bracis-33615 22 23 model model NOUN bracis-33615 22 24 [ [ X bracis-33615 22 25 20 20 NUM bracis-33615 22 26 ] ] PUNCT bracis-33615 22 27 . . PUNCT bracis-33615 23 1 the the DET bracis-33615 23 2 knowledge knowledge NOUN bracis-33615 23 3 engineering engineering NOUN bracis-33615 23 4 model model NOUN bracis-33615 23 5 was be AUX bracis-33615 23 6 developed develop VERB bracis-33615 23 7 using use VERB bracis-33615 23 8 cognitive cognitive ADJ bracis-33615 23 9 task task NOUN bracis-33615 23 10 analysis analysis NOUN bracis-33615 23 11 in in ADP bracis-33615 23 12 a a DET bracis-33615 23 13 tutor tutor NOUN bracis-33615 23 14 in in ADP bracis-33615 23 15 the the DET bracis-33615 23 16 algebra algebra NOUN bracis-33615 23 17 domain domain NOUN bracis-33615 23 18 , , PUNCT bracis-33615 23 19 identifying identify VERB bracis-33615 23 20 13 13 NUM bracis-33615 23 21 student student NOUN bracis-33615 23 22 behavior behavior NOUN bracis-33615 23 23 patterns pattern NOUN bracis-33615 23 24 . . PUNCT bracis-33615 24 1 comparisons comparison NOUN bracis-33615 24 2 focused focus VERB bracis-33615 24 3 on on ADP bracis-33615 24 4 the the DET bracis-33615 24 5 predictive predictive ADJ bracis-33615 24 6 performance performance NOUN bracis-33615 24 7 of of ADP bracis-33615 24 8 the the DET bracis-33615 24 9 models model NOUN bracis-33615 24 10 on on ADP bracis-33615 24 11 new new ADJ bracis-33615 24 12 data datum NOUN bracis-33615 24 13 sets set NOUN bracis-33615 24 14 and and CCONJ bracis-33615 24 15 their their PRON bracis-33615 24 16 interpretability interpretability NOUN bracis-33615 24 17 . . PUNCT bracis-33615 25 1 the the DET bracis-33615 25 2 results result NOUN bracis-33615 25 3 indicated indicate VERB bracis-33615 25 4 that that SCONJ bracis-33615 25 5 the the DET bracis-33615 25 6 knowledge knowledge NOUN bracis-33615 25 7 engineering engineering NOUN bracis-33615 25 8 model model NOUN bracis-33615 25 9 achieved achieve VERB bracis-33615 25 10 better well ADJ bracis-33615 25 11 generalization generalization NOUN bracis-33615 25 12 and and CCONJ bracis-33615 25 13 interpretability interpretability NOUN bracis-33615 25 14 compared compare VERB bracis-33615 25 15 to to ADP bracis-33615 25 16 the the DET bracis-33615 25 17 machine machine NOUN bracis-33615 25 18 - - PUNCT bracis-33615 25 19 learned learn VERB bracis-33615 25 20 model model NOUN bracis-33615 25 21 . . PUNCT bracis-33615 26 1 however however ADV bracis-33615 26 2 , , PUNCT bracis-33615 26 3 this this DET bracis-33615 26 4 model model NOUN bracis-33615 26 5 was be AUX bracis-33615 26 6 developed develop VERB bracis-33615 26 7 by by ADP bracis-33615 26 8 studying study VERB bracis-33615 26 9 students student NOUN bracis-33615 26 10 during during ADP bracis-33615 26 11 interaction interaction NOUN bracis-33615 26 12 with with ADP bracis-33615 26 13 an an DET bracis-33615 26 14 algebra algebra NOUN bracis-33615 26 15 tutor tutor NOUN bracis-33615 26 16 with with ADP bracis-33615 26 17 a a DET bracis-33615 26 18 specific specific ADJ bracis-33615 26 19 type type NOUN bracis-33615 26 20 of of ADP bracis-33615 26 21 task task NOUN bracis-33615 26 22 and and CCONJ bracis-33615 26 23 is be AUX bracis-33615 26 24 not not PART bracis-33615 26 25 generalizable generalizable ADJ bracis-33615 26 26 to to ADP bracis-33615 26 27 other other ADJ bracis-33615 26 28 contexts context NOUN bracis-33615 26 29 as as SCONJ bracis-33615 26 30 demonstrated demonstrate VERB bracis-33615 26 31 by by ADP bracis-33615 26 32 [ [ X bracis-33615 26 33 13 13 NUM bracis-33615 26 34 ] ] PUNCT bracis-33615 26 35 . . PUNCT bracis-33615 27 1 despite despite SCONJ bracis-33615 27 2 the the DET bracis-33615 27 3 important important ADJ bracis-33615 27 4 contribution contribution NOUN bracis-33615 27 5 of of ADP bracis-33615 27 6 previous previous ADJ bracis-33615 27 7 work work NOUN bracis-33615 27 8 [ [ X bracis-33615 27 9 13 13 NUM bracis-33615 27 10 ] ] PUNCT bracis-33615 27 11 in in ADP bracis-33615 27 12 considering consider VERB bracis-33615 27 13 some some DET bracis-33615 27 14 types type NOUN bracis-33615 27 15 of of ADP bracis-33615 27 16 tasks task NOUN bracis-33615 27 17 , , PUNCT bracis-33615 27 18 the the DET bracis-33615 27 19 diversity diversity NOUN bracis-33615 27 20 of of ADP bracis-33615 27 21 tasks task NOUN bracis-33615 27 22 is be AUX bracis-33615 27 23 limited limit VERB bracis-33615 27 24 and and CCONJ bracis-33615 27 25 does do AUX bracis-33615 27 26 not not PART bracis-33615 27 27 consider consider VERB bracis-33615 27 28 other other ADJ bracis-33615 27 29 domains domain NOUN bracis-33615 27 30 , , PUNCT bracis-33615 27 31 such such ADJ bracis-33615 27 32 as as ADP bracis-33615 27 33 computer computer NOUN bracis-33615 27 34 programming programming NOUN bracis-33615 27 35 . . PUNCT bracis-33615 28 1 this this DET bracis-33615 28 2 behavior behavior NOUN bracis-33615 28 3 has have AUX bracis-33615 28 4 been be AUX bracis-33615 28 5 particularly particularly ADV bracis-33615 28 6 observed observe VERB bracis-33615 28 7 in in ADP bracis-33615 28 8 the the DET bracis-33615 28 9 area area NOUN bracis-33615 28 10 of of ADP bracis-33615 28 11 programming programming NOUN bracis-33615 28 12 , , PUNCT bracis-33615 28 13 although although SCONJ bracis-33615 28 14 it it PRON bracis-33615 28 15 is be AUX bracis-33615 28 16 a a DET bracis-33615 28 17 relatively relatively ADV bracis-33615 28 18 recent recent ADJ bracis-33615 28 19 phenomenon phenomenon NOUN bracis-33615 28 20 and and CCONJ bracis-33615 28 21 little little ADJ bracis-33615 28 22 documented document VERB bracis-33615 28 23 in in ADP bracis-33615 28 24 the the DET bracis-33615 28 25 literature literature NOUN bracis-33615 29 1 [ [ X bracis-33615 29 2 25 25 NUM bracis-33615 29 3 ] ] PUNCT bracis-33615 29 4 . . PUNCT bracis-33615 30 1 despite despite SCONJ bracis-33615 30 2 this this PRON bracis-33615 30 3 , , PUNCT bracis-33615 30 4 some some DET bracis-33615 30 5 recent recent ADJ bracis-33615 30 6 studies study NOUN bracis-33615 30 7 have have AUX bracis-33615 30 8 indicated indicate VERB bracis-33615 30 9 that that SCONJ bracis-33615 30 10 students student NOUN bracis-33615 30 11 taking take VERB bracis-33615 30 12 introductory introductory ADJ bracis-33615 30 13 programming programming NOUN bracis-33615 30 14 courses course NOUN bracis-33615 30 15 have have AUX bracis-33615 30 16 reported report VERB bracis-33615 30 17 high high ADJ bracis-33615 30 18 frequencies frequency NOUN bracis-33615 30 19 of of ADP bracis-33615 30 20 this this DET bracis-33615 30 21 behavior behavior NOUN bracis-33615 30 22 [ [ X bracis-33615 30 23 24 24 NUM bracis-33615 30 24 , , PUNCT bracis-33615 30 25 28 28 NUM bracis-33615 30 26 ] ] PUNCT bracis-33615 30 27 . . PUNCT bracis-33615 31 1 however however ADV bracis-33615 31 2 , , PUNCT bracis-33615 31 3 although although SCONJ bracis-33615 31 4 previous previous ADJ bracis-33615 31 5 studies study NOUN bracis-33615 31 6 have have AUX bracis-33615 31 7 made make VERB bracis-33615 31 8 progress progress NOUN bracis-33615 31 9 in in ADP bracis-33615 31 10 identifying identify VERB bracis-33615 31 11 and and CCONJ bracis-33615 31 12 understanding understand VERB bracis-33615 31 13 this this DET bracis-33615 31 14 behavior behavior NOUN bracis-33615 31 15 , , PUNCT bracis-33615 31 16 making make VERB bracis-33615 31 17 use use NOUN bracis-33615 31 18 of of ADP bracis-33615 31 19 machine machine NOUN bracis-33615 31 20 learning learning NOUN bracis-33615 31 21 and and CCONJ bracis-33615 31 22 knowledge knowledge NOUN bracis-33615 31 23 engineering engineering NOUN bracis-33615 31 24 models model NOUN bracis-33615 31 25 , , PUNCT bracis-33615 31 26 previously previously ADV bracis-33615 31 27 validated validate VERB bracis-33615 31 28 detectors detector NOUN bracis-33615 31 29 have have AUX bracis-33615 31 30 not not PART bracis-33615 31 31 fully fully ADV bracis-33615 31 32 captured capture VERB bracis-33615 31 33 the the DET bracis-33615 31 34 “ " PUNCT bracis-33615 31 35 gaming game VERB bracis-33615 31 36 the the DET bracis-33615 31 37 system system NOUN bracis-33615 31 38 ” " PUNCT bracis-33615 31 39 attitudes attitude NOUN bracis-33615 31 40 observed observe VERB bracis-33615 31 41 in in ADP bracis-33615 31 42 our our PRON bracis-33615 31 43 programming programming NOUN bracis-33615 31 44 learning learn VERB bracis-33615 31 45 context context NOUN bracis-33615 31 46 for for ADP bracis-33615 31 47 starters starter NOUN bracis-33615 31 48 . . PUNCT bracis-33615 32 1 this this DET bracis-33615 32 2 challenge challenge NOUN bracis-33615 32 3 may may AUX bracis-33615 32 4 be be AUX bracis-33615 32 5 related relate VERB bracis-33615 32 6 to to ADP bracis-33615 32 7 the the DET bracis-33615 32 8 transferability transferability NOUN bracis-33615 32 9 of of ADP bracis-33615 32 10 gaming gaming NOUN bracis-33615 32 11 motivations motivation NOUN bracis-33615 32 12 between between ADP bracis-33615 32 13 different different ADJ bracis-33615 32 14 contexts context NOUN bracis-33615 32 15 , , PUNCT bracis-33615 32 16 as as ADV bracis-33615 32 17 well well ADV bracis-33615 32 18 as as ADP bracis-33615 32 19 detection detection NOUN bracis-33615 32 20 . . PUNCT bracis-33615 33 1 this this DET bracis-33615 33 2 limitation limitation NOUN bracis-33615 33 3 in in ADP bracis-33615 33 4 considering consider VERB bracis-33615 33 5 domain domain NOUN bracis-33615 33 6 characteristics characteristic NOUN bracis-33615 33 7 may may AUX bracis-33615 33 8 restrict restrict VERB bracis-33615 33 9 the the DET bracis-33615 33 10 generalization generalization NOUN bracis-33615 33 11 of of ADP bracis-33615 33 12 “ " PUNCT bracis-33615 33 13 gaming game VERB bracis-33615 33 14 the the DET bracis-33615 33 15 system system NOUN bracis-33615 33 16 ” " PUNCT bracis-33615 33 17 detectors detector NOUN bracis-33615 33 18 to to ADP bracis-33615 33 19 new new ADJ bracis-33615 33 20 contexts contexts NOUN bracis-33615 33 21 . . PUNCT bracis-33615 34 1 with with ADP bracis-33615 34 2 the the DET bracis-33615 34 3 growing grow VERB bracis-33615 34 4 demand demand NOUN bracis-33615 34 5 for for ADP bracis-33615 34 6 effective effective ADJ bracis-33615 34 7 and and CCONJ bracis-33615 34 8 engaging engaging ADJ bracis-33615 34 9 learning learning NOUN bracis-33615 34 10 systems system NOUN bracis-33615 34 11 , , PUNCT bracis-33615 34 12 the the DET bracis-33615 34 13 generalizability generalizability NOUN bracis-33615 34 14 , , PUNCT bracis-33615 34 15 interpretability interpretability NOUN bracis-33615 34 16 , , PUNCT bracis-33615 34 17 and and CCONJ bracis-33615 34 18 development development NOUN bracis-33615 34 19 cost cost NOUN bracis-33615 34 20 of of ADP bracis-33615 34 21 “ " PUNCT bracis-33615 34 22 gaming game VERB bracis-33615 34 23 the the DET bracis-33615 34 24 system system NOUN bracis-33615 34 25 ” " PUNCT bracis-33615 34 26 detectors detector NOUN bracis-33615 34 27 are be AUX bracis-33615 34 28 becoming become VERB bracis-33615 34 29 increasingly increasingly ADV bracis-33615 34 30 important important ADJ bracis-33615 34 31 . . PUNCT bracis-33615 35 1 therefore therefore ADV bracis-33615 35 2 , , PUNCT bracis-33615 35 3 in in ADP bracis-33615 35 4 this this DET bracis-33615 35 5 article article NOUN bracis-33615 35 6 we we PRON bracis-33615 35 7 adopt adopt VERB bracis-33615 35 8 an an DET bracis-33615 35 9 approach approach NOUN bracis-33615 35 10 focused focus VERB bracis-33615 35 11 on on ADP bracis-33615 35 12 the the DET bracis-33615 35 13 exploration exploration NOUN bracis-33615 35 14 and and CCONJ bracis-33615 35 15 specific specific ADJ bracis-33615 35 16 detection detection NOUN bracis-33615 35 17 of of ADP bracis-33615 35 18 “ " PUNCT bracis-33615 35 19 gaming game VERB bracis-33615 35 20 the the DET bracis-33615 35 21 system system NOUN bracis-33615 35 22 ” " PUNCT bracis-33615 35 23 attitudes attitude NOUN bracis-33615 35 24 expressed express VERB bracis-33615 35 25 by by ADP bracis-33615 35 26 novice novice NOUN bracis-33615 35 27 programmers programmer NOUN bracis-33615 35 28 interacting interact VERB bracis-33615 35 29 with with ADP bracis-33615 35 30 a a DET bracis-33615 35 31 learning learn VERB bracis-33615 35 32 environment environment NOUN bracis-33615 35 33 . . PUNCT bracis-33615 36 1 we we PRON bracis-33615 36 2 propose propose VERB bracis-33615 36 3 a a DET bracis-33615 36 4 hybrid hybrid ADJ bracis-33615 36 5 approach approach NOUN bracis-33615 36 6 to to PART bracis-33615 36 7 detect detect VERB bracis-33615 36 8 this this DET bracis-33615 36 9 behavior behavior NOUN bracis-33615 36 10 , , PUNCT bracis-33615 36 11 combining combine VERB bracis-33615 36 12 knowledge knowledge NOUN bracis-33615 36 13 engineering engineering NOUN bracis-33615 36 14 and and CCONJ bracis-33615 36 15 machine machine NOUN bracis-33615 36 16 learning learn VERB bracis-33615 36 17 algorithms algorithm NOUN bracis-33615 36 18 . . PUNCT bracis-33615 37 1 furthermore furthermore ADV bracis-33615 37 2 , , PUNCT bracis-33615 37 3 aiming aim VERB bracis-33615 37 4 to to PART bracis-33615 37 5 contribute contribute VERB bracis-33615 37 6 to to ADP bracis-33615 37 7 a a DET bracis-33615 37 8 generalization generalization NOUN bracis-33615 37 9 , , PUNCT bracis-33615 37 10 in in ADP bracis-33615 37 11 this this DET bracis-33615 37 12 study study NOUN bracis-33615 37 13 , , PUNCT bracis-33615 37 14 we we PRON bracis-33615 37 15 used use VERB bracis-33615 37 16 this this DET bracis-33615 37 17 approach approach NOUN bracis-33615 37 18 to to PART bracis-33615 37 19 detect detect VERB bracis-33615 37 20 the the DET bracis-33615 37 21 behavior behavior NOUN bracis-33615 37 22 of of ADP bracis-33615 37 23 beginning begin VERB bracis-33615 37 24 programmers programmer NOUN bracis-33615 37 25 in in ADP bracis-33615 37 26 a a DET bracis-33615 37 27 specific specific ADJ bracis-33615 37 28 demographic demographic ADJ bracis-33615 37 29 context context NOUN bracis-33615 37 30 : : PUNCT bracis-33615 37 31 a a DET bracis-33615 37 32 rural rural ADJ bracis-33615 37 33 school school NOUN bracis-33615 37 34 in in ADP bracis-33615 37 35 the the DET bracis-33615 37 36 northeast northeast NOUN bracis-33615 37 37 of of ADP bracis-33615 37 38 brazil brazil PROPN bracis-33615 37 39 , , PUNCT bracis-33615 37 40 a a DET bracis-33615 37 41 region region NOUN bracis-33615 37 42 historically historically ADV bracis-33615 37 43 marked mark VERB bracis-33615 37 44 by by ADP bracis-33615 37 45 high high ADJ bracis-33615 37 46 social social ADJ bracis-33615 37 47 inequality inequality NOUN bracis-33615 37 48 [ [ X bracis-33615 37 49 19 19 NUM bracis-33615 37 50 ] ] PUNCT bracis-33615 37 51 . . PUNCT bracis-33615 38 1 the the DET bracis-33615 38 2 research research NOUN bracis-33615 38 3 aimed aim VERB bracis-33615 38 4 to to PART bracis-33615 38 5 understand understand VERB bracis-33615 38 6 the the DET bracis-33615 38 7 attitudes attitude NOUN bracis-33615 38 8 of of ADP bracis-33615 38 9 beginner beginner NOUN bracis-33615 38 10 programmers programmer NOUN bracis-33615 38 11 who who PRON bracis-33615 38 12 exhibit exhibit AUX bracis-33615 38 13 “ " PUNCT bracis-33615 38 14 gaming game VERB bracis-33615 38 15 the the DET bracis-33615 38 16 system system NOUN bracis-33615 38 17 ” " PUNCT bracis-33615 38 18 behavior behavior NOUN bracis-33615 38 19 and and CCONJ bracis-33615 38 20 detecting detect VERB bracis-33615 38 21 such such ADJ bracis-33615 38 22 behavior behavior NOUN bracis-33615 38 23 . . PUNCT bracis-33615 39 1 as as ADP bracis-33615 39 2 a a DET bracis-33615 39 3 result result NOUN bracis-33615 39 4 , , PUNCT bracis-33615 39 5 in in ADP bracis-33615 39 6 addition addition NOUN bracis-33615 39 7 to to ADP bracis-33615 39 8 the the DET bracis-33615 39 9 hybrid hybrid ADJ bracis-33615 39 10 detection detection NOUN bracis-33615 39 11 approach approach NOUN bracis-33615 39 12 , , PUNCT bracis-33615 39 13 we we PRON bracis-33615 39 14 identified identify VERB bracis-33615 39 15 two two NUM bracis-33615 39 16 new new ADJ bracis-33615 39 17 game game NOUN bracis-33615 39 18 attitudes attitude NOUN bracis-33615 39 19 and and CCONJ bracis-33615 39 20 incorporated incorporate VERB bracis-33615 39 21 them they PRON bracis-33615 39 22 into into ADP bracis-33615 39 23 the the DET bracis-33615 39 24 knowledge knowledge NOUN bracis-33615 39 25 - - PUNCT bracis-33615 39 26 based base VERB bracis-33615 39 27 model model NOUN bracis-33615 39 28 , , PUNCT bracis-33615 39 29 using use VERB bracis-33615 39 30 cognitive cognitive ADJ bracis-33615 39 31 task task NOUN bracis-33615 39 32 analysis analysis NOUN bracis-33615 39 33 to to PART bracis-33615 39 34 understand understand VERB bracis-33615 39 35 how how SCONJ bracis-33615 39 36 experts expert NOUN bracis-33615 39 37 encode encode VERB bracis-33615 39 38 these these DET bracis-33615 39 39 attitudes attitude NOUN bracis-33615 39 40 . . PUNCT bracis-33615 39 41 2 2 NUM bracis-33615 39 42 background background NOUN bracis-33615 39 43 and and CCONJ bracis-33615 39 44     SPACE bracis-33615 39 45 related relate VERB bracis-33615 39 46 work work NOUN bracis-33615 39 47 research research NOUN bracis-33615 39 48 into into ADP bracis-33615 39 49 detecting“gaming detecting“game VERB bracis-33615 39 50 the the DET bracis-33615 39 51 system system NOUN bracis-33615 39 52 ” " PUNCT bracis-33615 39 53 behavior behavior NOUN bracis-33615 39 54 generally generally ADV bracis-33615 39 55 focuses focus VERB bracis-33615 39 56 on on ADP bracis-33615 39 57 identifying identify VERB bracis-33615 39 58 and and CCONJ bracis-33615 39 59 characterizing characterize VERB bracis-33615 39 60 such such ADJ bracis-33615 39 61 behavior behavior NOUN bracis-33615 39 62 . . PUNCT bracis-33615 40 1 however however ADV bracis-33615 40 2 , , PUNCT bracis-33615 40 3 it it PRON bracis-33615 40 4 is be AUX bracis-33615 40 5 crucial crucial ADJ bracis-33615 40 6 to to PART bracis-33615 40 7 distinguish distinguish VERB bracis-33615 40 8 between between ADP bracis-33615 40 9 “ " PUNCT bracis-33615 40 10 gaming game VERB bracis-33615 40 11 the the DET bracis-33615 40 12 system system NOUN bracis-33615 40 13 ” " PUNCT bracis-33615 40 14 and and CCONJ bracis-33615 40 15 cheating cheat VERB bracis-33615 40 16 . . PUNCT bracis-33615 41 1 while while SCONJ bracis-33615 41 2 abusing abuse VERB bracis-33615 41 3 the the DET bracis-33615 41 4 system system NOUN bracis-33615 41 5 involves involve VERB bracis-33615 41 6 taking take VERB bracis-33615 41 7 advantage advantage NOUN bracis-33615 41 8 of of ADP bracis-33615 41 9 flaws flaw NOUN bracis-33615 41 10 or or CCONJ bracis-33615 41 11 loopholes loophole NOUN bracis-33615 41 12 in in ADP bracis-33615 41 13 the the DET bracis-33615 41 14 system system NOUN bracis-33615 41 15 , , PUNCT bracis-33615 41 16 cheating cheating NOUN bracis-33615 41 17 implies imply VERB bracis-33615 41 18 directly directly ADV bracis-33615 41 19 violating violate VERB bracis-33615 41 20 the the DET bracis-33615 41 21 established establish VERB bracis-33615 41 22 rules rule NOUN bracis-33615 41 23 [ [ X bracis-33615 41 24 6 6 NUM bracis-33615 41 25 ] ] PUNCT bracis-33615 41 26 . . PUNCT bracis-33615 42 1 it it PRON bracis-33615 42 2 is be AUX bracis-33615 42 3 therefore therefore ADV bracis-33615 42 4 essential essential ADJ bracis-33615 42 5 not not PART bracis-33615 42 6 to to PART bracis-33615 42 7 simplistically simplistically ADV bracis-33615 42 8 label label VERB bracis-33615 42 9 students student NOUN bracis-33615 42 10 who who PRON bracis-33615 42 11 manifest manifest VERB bracis-33615 42 12 these these DET bracis-33615 42 13 behaviors behavior NOUN bracis-33615 42 14 as as ADP bracis-33615 42 15 “ " PUNCT bracis-33615 42 16 gamers gamer NOUN bracis-33615 42 17 ” " PUNCT bracis-33615 42 18 or or CCONJ bracis-33615 42 19 “ " PUNCT bracis-33615 42 20 cheaters cheater NOUN bracis-33615 42 21 ” " PUNCT bracis-33615 42 22 . . PUNCT bracis-33615 43 1 they they PRON bracis-33615 43 2 may may AUX bracis-33615 43 3 have have VERB bracis-33615 43 4 complex complex ADJ bracis-33615 43 5 motivations motivation NOUN bracis-33615 43 6 that that PRON bracis-33615 43 7 lead lead VERB bracis-33615 43 8 them they PRON bracis-33615 43 9 to to PART bracis-33615 43 10 act act VERB bracis-33615 43 11 in in ADP bracis-33615 43 12 an an DET bracis-33615 43 13 unproductive unproductive ADJ bracis-33615 43 14 or or CCONJ bracis-33615 43 15 undesirable undesirable ADJ bracis-33615 43 16 way way NOUN bracis-33615 44 1 [ [ X bracis-33615 44 2 6 6 NUM bracis-33615 44 3 ] ] PUNCT bracis-33615 44 4 . . PUNCT bracis-33615 45 1 to to PART bracis-33615 45 2 mitigate mitigate VERB bracis-33615 45 3 this this DET bracis-33615 45 4 type type NOUN bracis-33615 45 5 of of ADP bracis-33615 45 6 behavior behavior NOUN bracis-33615 45 7 , , PUNCT bracis-33615 45 8 many many ADJ bracis-33615 45 9 authors author NOUN bracis-33615 45 10 have have AUX bracis-33615 45 11 proposed propose VERB bracis-33615 45 12 simply simply ADV bracis-33615 45 13 redesigning redesign VERB bracis-33615 45 14 the the DET bracis-33615 45 15 tutor tutor NOUN bracis-33615 45 16 to to PART bracis-33615 45 17 eliminate eliminate VERB bracis-33615 45 18 the the DET bracis-33615 45 19 behavior behavior NOUN bracis-33615 45 20 [ [ X bracis-33615 45 21 8 8 NUM bracis-33615 45 22 ] ] PUNCT bracis-33615 45 23 . . PUNCT bracis-33615 46 1 however however ADV bracis-33615 46 2 , , PUNCT bracis-33615 46 3 if if SCONJ bracis-33615 46 4 the the DET bracis-33615 46 5 behavior behavior NOUN bracis-33615 46 6 is be AUX bracis-33615 46 7 symptomatic symptomatic ADJ bracis-33615 46 8 and and CCONJ bracis-33615 46 9 involves involve VERB bracis-33615 46 10 other other ADJ bracis-33615 46 11 aspects aspect NOUN bracis-33615 46 12 and and CCONJ bracis-33615 46 13 unknown unknown ADJ bracis-33615 46 14 motivations motivation NOUN bracis-33615 46 15 , , PUNCT bracis-33615 46 16 such such DET bracis-33615 46 17 a a DET bracis-33615 46 18 solution solution NOUN bracis-33615 46 19 could could AUX bracis-33615 46 20 mask mask VERB bracis-33615 46 21 the the DET bracis-33615 46 22 problem problem NOUN bracis-33615 46 23 rather rather ADV bracis-33615 46 24 than than ADP bracis-33615 46 25 eliminate eliminate VERB bracis-33615 46 26 it it PRON bracis-33615 46 27 . . PUNCT bracis-33615 47 1 therefore therefore ADV bracis-33615 47 2 , , PUNCT bracis-33615 47 3 when when SCONJ bracis-33615 47 4 designing designing NOUN bracis-33615 47 5 systems system NOUN bracis-33615 47 6 that that PRON bracis-33615 47 7 meet meet VERB bracis-33615 47 8 the the DET bracis-33615 47 9 objectives objective NOUN bracis-33615 47 10 , , PUNCT bracis-33615 47 11 attitudes attitude NOUN bracis-33615 47 12 , , PUNCT bracis-33615 47 13 and and CCONJ bracis-33615 47 14 behaviors behavior NOUN bracis-33615 47 15 of of ADP bracis-33615 47 16 students student NOUN bracis-33615 47 17 in in ADP bracis-33615 47 18 order order NOUN bracis-33615 47 19 to to PART bracis-33615 47 20 positively positively ADV bracis-33615 47 21 impact impact VERB bracis-33615 47 22 learning learning NOUN bracis-33615 47 23 , , PUNCT bracis-33615 47 24 it it PRON bracis-33615 47 25 is be AUX bracis-33615 47 26 necessary necessary ADJ bracis-33615 47 27 to to PART bracis-33615 47 28 investigate investigate VERB bracis-33615 47 29 the the DET bracis-33615 47 30 motivations motivation NOUN bracis-33615 47 31 and and CCONJ bracis-33615 47 32 characterize characterize VERB bracis-33615 47 33 the the DET bracis-33615 47 34 profile profile NOUN bracis-33615 47 35 or or CCONJ bracis-33615 47 36 profiles profile NOUN bracis-33615 47 37 of of ADP bracis-33615 47 38 students student NOUN bracis-33615 47 39 who who PRON bracis-33615 47 40 manifest manifest VERB bracis-33615 47 41 the the DET bracis-33615 47 42 behavior behavior NOUN bracis-33615 47 43 of of ADP bracis-33615 47 44 “ " PUNCT bracis-33615 47 45 gaming game VERB bracis-33615 47 46 the the DET bracis-33615 47 47 system system NOUN bracis-33615 47 48 ” " PUNCT bracis-33615 47 49 . . PUNCT bracis-33615 48 1 in in ADP bracis-33615 48 2 this this DET bracis-33615 48 3 sense sense NOUN bracis-33615 48 4 , , PUNCT bracis-33615 48 5 some some DET bracis-33615 48 6 authors author NOUN bracis-33615 48 7 have have AUX bracis-33615 48 8 carried carry VERB bracis-33615 48 9 out out ADP bracis-33615 48 10 studies study NOUN bracis-33615 48 11 seeking seek VERB bracis-33615 48 12 to to PART bracis-33615 48 13 understand understand VERB bracis-33615 48 14 the the DET bracis-33615 48 15 motivations motivation NOUN bracis-33615 48 16 and and CCONJ bracis-33615 48 17 beliefs belief NOUN bracis-33615 48 18 of of ADP bracis-33615 48 19 students student NOUN bracis-33615 48 20 who who PRON bracis-33615 48 21 manifest manifest VERB bracis-33615 48 22 this this DET bracis-33615 48 23 behavior behavior NOUN bracis-33615 48 24 . . PUNCT bracis-33615 49 1 in in ADP bracis-33615 49 2 a a DET bracis-33615 49 3 study study NOUN bracis-33615 49 4 conducted conduct VERB bracis-33615 49 5 by by ADP bracis-33615 49 6 [ [ X bracis-33615 49 7 27 27 NUM bracis-33615 49 8 ] ] PUNCT bracis-33615 49 9 , , PUNCT bracis-33615 49 10 the the DET bracis-33615 49 11 authors author NOUN bracis-33615 49 12 investigated investigate VERB bracis-33615 49 13 “ " PUNCT bracis-33615 49 14 gaming game VERB bracis-33615 49 15 the the DET bracis-33615 49 16 system system NOUN bracis-33615 49 17 ” " PUNCT bracis-33615 49 18 behavior behavior NOUN bracis-33615 49 19 through through ADP bracis-33615 49 20 a a DET bracis-33615 49 21 32 32 NUM bracis-33615 49 22 - - PUNCT bracis-33615 49 23 question question NOUN bracis-33615 49 24 survey survey NOUN bracis-33615 49 25 . . PUNCT bracis-33615 50 1 they they PRON bracis-33615 50 2 found find VERB bracis-33615 50 3 that that SCONJ bracis-33615 50 4 students student NOUN bracis-33615 50 5 who who PRON bracis-33615 50 6 manifested manifest VERB bracis-33615 50 7 this this DET bracis-33615 50 8 behavior behavior NOUN bracis-33615 50 9 had have VERB bracis-33615 50 10 distinct distinct ADJ bracis-33615 50 11 characteristics characteristic NOUN bracis-33615 50 12 : : PUNCT bracis-33615 50 13 they they PRON bracis-33615 50 14 were be AUX bracis-33615 50 15 less less ADV bracis-33615 50 16 likely likely ADJ bracis-33615 50 17 to to PART bracis-33615 50 18 own own VERB bracis-33615 50 19 a a DET bracis-33615 50 20 computer computer NOUN bracis-33615 50 21 at at ADP bracis-33615 50 22 home home NOUN bracis-33615 50 23 , , PUNCT bracis-33615 50 24 had have VERB bracis-33615 50 25 lower low ADJ bracis-33615 50 26 confidence confidence NOUN bracis-33615 50 27 in in ADP bracis-33615 50 28 their their PRON bracis-33615 50 29 mathematical mathematical ADJ bracis-33615 50 30 abilities ability NOUN bracis-33615 50 31 , , PUNCT bracis-33615 50 32 frequently frequently ADV bracis-33615 50 33 avoided avoid VERB bracis-33615 50 34 doing do VERB bracis-33615 50 35 math math NOUN bracis-33615 50 36 homework homework NOUN bracis-33615 50 37 , , PUNCT bracis-33615 50 38 showed show VERB bracis-33615 50 39 fewer few ADJ bracis-33615 50 40 problems problem NOUN bracis-33615 50 41 concentrating concentrate VERB bracis-33615 50 42 on on ADP bracis-33615 50 43 the the DET bracis-33615 50 44 computer computer NOUN bracis-33615 50 45 , , PUNCT bracis-33615 50 46 expressed express VERB bracis-33615 50 47 frustration frustration NOUN bracis-33615 50 48 when when SCONJ bracis-33615 50 49 faced face VERB bracis-33615 50 50 with with ADP bracis-33615 50 51 difficult difficult ADJ bracis-33615 50 52 tasks task NOUN bracis-33615 50 53 , , PUNCT bracis-33615 50 54 preferred preferred ADJ bracis-33615 50 55 learning learning NOUN bracis-33615 50 56 with with ADP bracis-33615 50 57 a a DET bracis-33615 50 58 computer computer NOUN bracis-33615 50 59 over over ADP bracis-33615 50 60 other other ADJ bracis-33615 50 61 ways way NOUN bracis-33615 50 62 , , PUNCT bracis-33615 50 63 sought seek VERB bracis-33615 50 64 to to PART bracis-33615 50 65 solve solve VERB bracis-33615 50 66 problems problem NOUN bracis-33615 50 67 quickly quickly ADV bracis-33615 50 68 , , PUNCT bracis-33615 50 69 had have AUX bracis-33615 50 70 less less ADJ bracis-33615 50 71 interest interest NOUN bracis-33615 50 72 in in ADP bracis-33615 50 73 math math NOUN bracis-33615 50 74 classes class NOUN bracis-33615 50 75 , , PUNCT bracis-33615 51 1 preferred preferred ADJ bracis-33615 51 2 facts fact NOUN bracis-33615 51 3 and and CCONJ bracis-33615 51 4 data datum NOUN bracis-33615 51 5 to to ADP bracis-33615 51 6 concepts concept NOUN bracis-33615 51 7 and and CCONJ bracis-33615 51 8 ideas idea NOUN bracis-33615 51 9 , , PUNCT bracis-33615 51 10 perceived perceive VERB bracis-33615 51 11 hints hint NOUN bracis-33615 51 12 as as ADP bracis-33615 51 13 more more ADV bracis-33615 51 14 useful useful ADJ bracis-33615 51 15 in in ADP bracis-33615 51 16 understanding understand VERB bracis-33615 51 17 similar similar ADJ bracis-33615 51 18 problems problem NOUN bracis-33615 51 19 , , PUNCT bracis-33615 51 20 prioritized prioritize VERB bracis-33615 51 21 getting get VERB bracis-33615 51 22 through through ADP bracis-33615 51 23 as as ADV bracis-33615 51 24 many many ADJ bracis-33615 51 25 items item NOUN bracis-33615 51 26 as as ADP bracis-33615 51 27 possible possible ADJ bracis-33615 51 28 and and CCONJ bracis-33615 51 29 had have VERB bracis-33615 51 30 the the DET bracis-33615 51 31 goal goal NOUN bracis-33615 51 32 of of ADP bracis-33615 51 33 learning learn VERB bracis-33615 51 34 new new ADJ bracis-33615 51 35 things thing NOUN bracis-33615 51 36 . . PUNCT bracis-33615 52 1 these these DET bracis-33615 52 2 results result NOUN bracis-33615 52 3 highlight highlight VERB bracis-33615 52 4 the the DET bracis-33615 52 5 association association NOUN bracis-33615 52 6 between between ADP bracis-33615 52 7 “ " PUNCT bracis-33615 52 8 gaming game VERB bracis-33615 52 9 the the DET bracis-33615 52 10 system system NOUN bracis-33615 52 11 ” " PUNCT bracis-33615 52 12 behavior behavior NOUN bracis-33615 52 13 and and CCONJ bracis-33615 52 14 various various ADJ bracis-33615 52 15 student student NOUN bracis-33615 52 16 attitudes attitude NOUN bracis-33615 52 17 and and CCONJ bracis-33615 52 18 beliefs belief NOUN bracis-33615 52 19 about about ADP bracis-33615 52 20 learning learn VERB bracis-33615 52 21 . . PUNCT bracis-33615 53 1 in in ADP bracis-33615 53 2 previous previous ADJ bracis-33615 53 3 studies study NOUN bracis-33615 53 4 , , PUNCT bracis-33615 53 5 it it PRON bracis-33615 53 6 has have AUX bracis-33615 53 7 been be AUX bracis-33615 53 8 observed observe VERB bracis-33615 53 9 that that SCONJ bracis-33615 53 10 students student NOUN bracis-33615 53 11 may may AUX bracis-33615 53 12 adopt adopt VERB bracis-33615 53 13 the the DET bracis-33615 53 14 behavior behavior NOUN bracis-33615 53 15 of of ADP bracis-33615 53 16 “ " PUNCT bracis-33615 53 17 gaming game VERB bracis-33615 53 18 the the DET bracis-33615 53 19 system system NOUN bracis-33615 53 20 ” " PUNCT bracis-33615 53 21 due due ADP bracis-33615 53 22 to to ADP bracis-33615 53 23 the the DET bracis-33615 53 24 belief belief NOUN bracis-33615 53 25 that that SCONJ bracis-33615 53 26 they they PRON bracis-33615 53 27 can can AUX bracis-33615 53 28 not not PART bracis-33615 53 29 succeed succeed VERB bracis-33615 53 30 otherwise otherwise ADV bracis-33615 54 1 [ [ X bracis-33615 54 2 4 4 NUM bracis-33615 54 3 , , PUNCT bracis-33615 54 4 6 6 NUM bracis-33615 54 5 ] ] PUNCT bracis-33615 54 6 . . PUNCT bracis-33615 55 1 in in ADP bracis-33615 55 2 addition addition NOUN bracis-33615 55 3 , , PUNCT bracis-33615 55 4 the the DET bracis-33615 55 5 relationship relationship NOUN bracis-33615 55 6 between between ADP bracis-33615 55 7 this this DET bracis-33615 55 8 behavior behavior NOUN bracis-33615 55 9 and and CCONJ bracis-33615 55 10 performance performance NOUN bracis-33615 55 11 goals goal NOUN bracis-33615 55 12 , , PUNCT bracis-33615 55 13 to to ADP bracis-33615 55 14 the the DET bracis-33615 55 15 detriment detriment NOUN bracis-33615 55 16 of of ADP bracis-33615 55 17 learning learn VERB bracis-33615 55 18 goals goal NOUN bracis-33615 55 19 [ [ X bracis-33615 55 20 6 6 NUM bracis-33615 55 21 , , PUNCT bracis-33615 55 22 16 16 NUM bracis-33615 55 23 ] ] PUNCT bracis-33615 55 24 . . PUNCT bracis-33615 56 1 however however ADV bracis-33615 56 2 , , PUNCT bracis-33615 56 3 some some DET bracis-33615 56 4 motivations motivation NOUN bracis-33615 56 5 may may AUX bracis-33615 56 6 not not PART bracis-33615 56 7 be be AUX bracis-33615 56 8 transferable transferable ADJ bracis-33615 56 9 from from ADP bracis-33615 56 10 one one NUM bracis-33615 56 11 country country NOUN bracis-33615 56 12 to to ADP bracis-33615 56 13 another another PRON bracis-33615 56 14 , , PUNCT bracis-33615 56 15 as as ADV bracis-33615 56 16 well well ADV bracis-33615 56 17 as as ADP bracis-33615 56 18 help help AUX bracis-33615 56 19 - - PUNCT bracis-33615 56 20 seeking seek VERB bracis-33615 56 21 behavior behavior NOUN bracis-33615 56 22 . . PUNCT bracis-33615 57 1 some some DET bracis-33615 57 2 research research NOUN bracis-33615 57 3 has have AUX bracis-33615 57 4 shown show VERB bracis-33615 57 5 that that SCONJ bracis-33615 57 6 models model NOUN bracis-33615 57 7 of of ADP bracis-33615 57 8 effective effective ADJ bracis-33615 57 9 help help NOUN bracis-33615 57 10 - - PUNCT bracis-33615 57 11 seeking seeking NOUN bracis-33615 57 12 do do AUX bracis-33615 57 13 not not PART bracis-33615 57 14 apply apply VERB bracis-33615 57 15 uniformly uniformly ADV bracis-33615 57 16 across across ADP bracis-33615 57 17 different different ADJ bracis-33615 57 18 countries country NOUN bracis-33615 57 19 , , PUNCT bracis-33615 57 20 such such ADJ bracis-33615 57 21 as as ADP bracis-33615 57 22 costa costa PROPN bracis-33615 57 23 rica rica PROPN bracis-33615 57 24 , , PUNCT bracis-33615 57 25 the the DET bracis-33615 57 26 philippines philippine NOUN bracis-33615 57 27 , , PUNCT bracis-33615 57 28 and and CCONJ bracis-33615 57 29 the the DET bracis-33615 57 30 usa usa PROPN bracis-33615 58 1 [ [ X bracis-33615 58 2 18 18 NUM bracis-33615 58 3 ] ] PUNCT bracis-33615 58 4 . . PUNCT bracis-33615 59 1 this this DET bracis-33615 59 2 finding finding NOUN bracis-33615 59 3 is be AUX bracis-33615 59 4 in in ADP bracis-33615 59 5 line line NOUN bracis-33615 59 6 with with ADP bracis-33615 59 7 the the DET bracis-33615 59 8 results result NOUN bracis-33615 59 9 of of ADP bracis-33615 59 10 previous previous ADJ bracis-33615 59 11 studies study NOUN bracis-33615 59 12 in in ADP bracis-33615 59 13 various various ADJ bracis-33615 59 14 educational educational ADJ bracis-33615 59 15 contexts contexts NOUN bracis-33615 59 16 , , PUNCT bracis-33615 59 17 highlighting highlight VERB bracis-33615 59 18 the the DET bracis-33615 59 19 influence influence NOUN bracis-33615 59 20 of of ADP bracis-33615 59 21 racial racial ADJ bracis-33615 59 22 and and CCONJ bracis-33615 59 23 gender gender NOUN bracis-33615 59 24 interactions interaction NOUN bracis-33615 59 25 on on ADP bracis-33615 59 26 help help NOUN bracis-33615 59 27 - - PUNCT bracis-33615 59 28 seeking seek VERB bracis-33615 59 29 behaviors behavior NOUN bracis-33615 59 30 , , PUNCT bracis-33615 59 31 which which PRON bracis-33615 59 32 in in ADP bracis-33615 59 33 turn turn NOUN bracis-33615 59 34 can can AUX bracis-33615 59 35 influence influence VERB bracis-33615 59 36 subsequent subsequent ADJ bracis-33615 59 37 performance performance NOUN bracis-33615 59 38 patterns pattern NOUN bracis-33615 59 39 [ [ X bracis-33615 59 40 22 22 NUM bracis-33615 59 41 ] ] PUNCT bracis-33615 59 42 . . PUNCT bracis-33615 60 1 in in ADP bracis-33615 60 2 addition addition NOUN bracis-33615 60 3 , , PUNCT bracis-33615 60 4 several several ADJ bracis-33615 60 5 researchers researcher NOUN bracis-33615 60 6 have have AUX bracis-33615 60 7 investigated investigate VERB bracis-33615 60 8 how how SCONJ bracis-33615 60 9 demographic demographic ADJ bracis-33615 60 10 variables variable NOUN bracis-33615 60 11 can can AUX bracis-33615 60 12 influence influence VERB bracis-33615 60 13 help help AUX bracis-33615 60 14 - - PUNCT bracis-33615 60 15 seeking seek VERB bracis-33615 60 16 behavior behavior NOUN bracis-33615 60 17 [ [ X bracis-33615 60 18 14 14 NUM bracis-33615 60 19 ] ] PUNCT bracis-33615 60 20 . . PUNCT bracis-33615 61 1 on on ADP bracis-33615 61 2 the the DET bracis-33615 61 3 other other ADJ bracis-33615 61 4 hand hand NOUN bracis-33615 61 5 , , PUNCT bracis-33615 61 6 the the DET bracis-33615 61 7 authors author NOUN bracis-33615 61 8 studied study VERB bracis-33615 61 9 students student NOUN bracis-33615 61 10 in in ADP bracis-33615 61 11 a a DET bracis-33615 61 12 flipped flip VERB bracis-33615 61 13 cs1 cs1 NOUN bracis-33615 61 14 course course NOUN bracis-33615 61 15 , , PUNCT bracis-33615 61 16 examining examine VERB bracis-33615 61 17 survey survey NOUN bracis-33615 61 18 data datum NOUN bracis-33615 61 19 to to PART bracis-33615 61 20 identify identify VERB bracis-33615 61 21 factors factor NOUN bracis-33615 61 22 that that PRON bracis-33615 61 23 contribute contribute VERB bracis-33615 61 24 to to ADP bracis-33615 61 25 novice novice NOUN bracis-33615 61 26 programmers programmer NOUN bracis-33615 61 27 ’ ' PUNCT bracis-33615 61 28 engagement engagement NOUN bracis-33615 61 29 in in ADP bracis-33615 61 30 three three NUM bracis-33615 61 31 inappropriate inappropriate ADJ bracis-33615 61 32 behaviors behavior NOUN bracis-33615 61 33 , , PUNCT bracis-33615 61 34 two two NUM bracis-33615 61 35 of of ADP bracis-33615 61 36 which which PRON bracis-33615 61 37 are be AUX bracis-33615 61 38 related relate VERB bracis-33615 61 39 to to ADP bracis-33615 61 40 “ " PUNCT bracis-33615 61 41 gaming game VERB bracis-33615 61 42 the the DET bracis-33615 61 43 system system NOUN bracis-33615 61 44 ” " PUNCT bracis-33615 61 45 behavior behavior NOUN bracis-33615 61 46 [ [ X bracis-33615 61 47 28 28 NUM bracis-33615 61 48 ] ] PUNCT bracis-33615 61 49 . . PUNCT bracis-33615 62 1 the the DET bracis-33615 62 2 authors author NOUN bracis-33615 62 3 identified identify VERB bracis-33615 62 4 that that SCONJ bracis-33615 62 5 students student NOUN bracis-33615 62 6 with with ADP bracis-33615 62 7 a a DET bracis-33615 62 8 constructive constructive ADJ bracis-33615 62 9 mindset mindset NOUN bracis-33615 62 10 are be AUX bracis-33615 62 11 correlated correlate VERB bracis-33615 62 12 with with ADP bracis-33615 62 13 less less ADJ bracis-33615 62 14 “ " PUNCT bracis-33615 62 15 gaming game VERB bracis-33615 62 16 the the DET bracis-33615 62 17 system system NOUN bracis-33615 62 18 ” " PUNCT bracis-33615 62 19 behavior behavior NOUN bracis-33615 62 20 , , PUNCT bracis-33615 62 21 while while SCONJ bracis-33615 62 22 those those PRON bracis-33615 62 23 who who PRON bracis-33615 62 24 perceive perceive VERB bracis-33615 62 25 the the DET bracis-33615 62 26 computing computing NOUN bracis-33615 62 27 course course NOUN bracis-33615 62 28 as as ADP bracis-33615 62 29 fun fun NOUN bracis-33615 62 30 have have VERB bracis-33615 62 31 an an DET bracis-33615 62 32 increased increase VERB bracis-33615 62 33 risk risk NOUN bracis-33615 62 34 of of ADP bracis-33615 62 35 engaging engage VERB bracis-33615 62 36 in in ADP bracis-33615 62 37 such such ADJ bracis-33615 62 38 behavior behavior NOUN bracis-33615 62 39 . . PUNCT bracis-33615 63 1 in in ADP bracis-33615 63 2 addition addition NOUN bracis-33615 63 3 , , PUNCT bracis-33615 63 4 discomfort discomfort NOUN bracis-33615 63 5 with with ADP bracis-33615 63 6 speaking speak VERB bracis-33615 63 7 and and CCONJ bracis-33615 63 8 listening listen VERB bracis-33615 63 9 to to ADP bracis-33615 63 10 english english PROPN bracis-33615 63 11 was be AUX bracis-33615 63 12 also also ADV bracis-33615 63 13 associated associate VERB bracis-33615 63 14 with with ADP bracis-33615 63 15 a a DET bracis-33615 63 16 greater great ADJ bracis-33615 63 17 propensity propensity NOUN bracis-33615 63 18 to to ADP bracis-33615 63 19 “ " PUNCT bracis-33615 63 20 gaming game VERB bracis-33615 63 21 the the DET bracis-33615 63 22 system system NOUN bracis-33615 63 23 ” " PUNCT bracis-33615 64 1 [ [ X bracis-33615 64 2 28 28 NUM bracis-33615 64 3 ] ] PUNCT bracis-33615 64 4 . . PUNCT bracis-33615 65 1 these these DET bracis-33615 65 2 findings finding NOUN bracis-33615 65 3 highlight highlight VERB bracis-33615 65 4 the the DET bracis-33615 65 5 importance importance NOUN bracis-33615 65 6 of of ADP bracis-33615 65 7 considering consider VERB bracis-33615 65 8 not not PART bracis-33615 65 9 only only ADV bracis-33615 65 10 academic academic ADJ bracis-33615 65 11 aspects aspect NOUN bracis-33615 65 12 but but CCONJ bracis-33615 65 13 also also ADV bracis-33615 65 14 psychological psychological ADJ bracis-33615 65 15 and and CCONJ bracis-33615 65 16 socio socio NOUN bracis-33615 65 17 - - PUNCT bracis-33615 65 18 emotional emotional ADJ bracis-33615 65 19 factors factor NOUN bracis-33615 65 20 in in ADP bracis-33615 65 21 understanding understand VERB bracis-33615 65 22 “ " PUNCT bracis-33615 65 23 gaming game VERB bracis-33615 65 24 the the DET bracis-33615 65 25 system system NOUN bracis-33615 65 26 ” " PUNCT bracis-33615 65 27 behavior behavior NOUN bracis-33615 65 28 . . PUNCT bracis-33615 66 1 however however ADV bracis-33615 66 2 , , PUNCT bracis-33615 66 3 this this DET bracis-33615 66 4 study study NOUN bracis-33615 66 5 found find VERB bracis-33615 66 6 no no DET bracis-33615 66 7 correlation correlation NOUN bracis-33615 66 8 between between ADP bracis-33615 66 9 gambling gambling NOUN bracis-33615 66 10 attitudes attitude NOUN bracis-33615 66 11 and and CCONJ bracis-33615 66 12 students student NOUN bracis-33615 66 13 ’ ' PUNCT bracis-33615 66 14 prior prior ADJ bracis-33615 66 15 knowledge knowledge NOUN bracis-33615 66 16 , , PUNCT bracis-33615 66 17 contradicting contradict VERB bracis-33615 66 18 previous previous ADJ bracis-33615 66 19 reports report NOUN bracis-33615 66 20 in in ADP bracis-33615 66 21 the the DET bracis-33615 66 22 literature literature NOUN bracis-33615 66 23 [ [ X bracis-33615 66 24 6 6 NUM bracis-33615 66 25 ] ] PUNCT bracis-33615 66 26 . . PUNCT bracis-33615 67 1 2.1 2.1 NUM bracis-33615 67 2 “ " PUNCT bracis-33615 67 3 gaming game VERB bracis-33615 67 4 the the DET bracis-33615 67 5     SPACE bracis-33615 67 6 system system NOUN bracis-33615 67 7 ” " PUNCT bracis-33615 67 8 behavior behavior NOUN bracis-33615 67 9 detectors detector VERB bracis-33615 67 10 one one NUM bracis-33615 67 11 of of ADP bracis-33615 67 12 the the DET bracis-33615 67 13 most most ADV bracis-33615 67 14 recent recent ADJ bracis-33615 67 15 works work NOUN bracis-33615 67 16 on on ADP bracis-33615 67 17 variable variable ADJ bracis-33615 67 18 discovery discovery NOUN bracis-33615 67 19 for for ADP bracis-33615 67 20 detection detection NOUN bracis-33615 67 21 proposes propose VERB bracis-33615 67 22 a a DET bracis-33615 67 23 latent latent ADJ bracis-33615 67 24 variable variable ADJ bracis-33615 67 25 model model NOUN bracis-33615 67 26 for for ADP bracis-33615 67 27 detecting detect VERB bracis-33615 67 28 “ " PUNCT bracis-33615 67 29 gaming game VERB bracis-33615 67 30 the the DET bracis-33615 67 31 system system NOUN bracis-33615 67 32 ” " PUNCT bracis-33615 67 33 behavior behavior NOUN bracis-33615 67 34 based base VERB bracis-33615 67 35 on on ADP bracis-33615 67 36 item item NOUN bracis-33615 67 37 response response NOUN bracis-33615 67 38 theory theory NOUN bracis-33615 67 39 ( ( PUNCT bracis-33615 67 40 irt irt NOUN bracis-33615 67 41 - - PUNCT bracis-33615 67 42 gd gd NOUN bracis-33615 67 43 ) ) PUNCT bracis-33615 67 44 in in ADP bracis-33615 67 45 the the DET bracis-33615 67 46 algebra algebra NOUN bracis-33615 67 47 domain domain NOUN bracis-33615 67 48 [ [ X bracis-33615 67 49 13 13 NUM bracis-33615 67 50 ] ] PUNCT bracis-33615 67 51 . . PUNCT bracis-33615 68 1 the the DET bracis-33615 68 2 model model NOUN bracis-33615 68 3 estimates estimate VERB bracis-33615 68 4 a a DET bracis-33615 68 5 latent latent NOUN bracis-33615 68 6 “ " PUNCT bracis-33615 68 7 gaming gaming NOUN bracis-33615 68 8 ” " PUNCT bracis-33615 68 9 tendency tendency NOUN bracis-33615 68 10 for for ADP bracis-33615 68 11 each each DET bracis-33615 68 12 student student NOUN bracis-33615 68 13 , , PUNCT bracis-33615 68 14 taking take VERB bracis-33615 68 15 into into ADP bracis-33615 68 16 account account NOUN bracis-33615 68 17 contextual contextual ADJ bracis-33615 68 18 factors factor NOUN bracis-33615 68 19 . . PUNCT bracis-33615 69 1 these these DET bracis-33615 69 2 factors factor NOUN bracis-33615 69 3 include include VERB bracis-33615 69 4 the the DET bracis-33615 69 5 frequency frequency NOUN bracis-33615 69 6 with with ADP bracis-33615 69 7 which which PRON bracis-33615 69 8 students student NOUN bracis-33615 69 9 game game VERB bracis-33615 69 10 in in ADP bracis-33615 69 11 less less ADJ bracis-33615 69 12 common common ADJ bracis-33615 69 13 gaming gaming NOUN bracis-33615 69 14 contexts context NOUN bracis-33615 69 15 compared compare VERB bracis-33615 69 16 to to ADP bracis-33615 69 17 more more ADV bracis-33615 69 18 common common ADJ bracis-33615 69 19 contexts contexts NOUN bracis-33615 69 20 , , PUNCT bracis-33615 69 21 as as SCONJ bracis-33615 69 22 observed observe VERB bracis-33615 69 23 by by ADP bracis-33615 69 24 students student NOUN bracis-33615 69 25 ’ ' PUNCT bracis-33615 69 26 action action NOUN bracis-33615 69 27 patterns pattern NOUN bracis-33615 69 28 and and CCONJ bracis-33615 69 29 the the DET bracis-33615 69 30 predictability predictability NOUN bracis-33615 69 31 of of ADP bracis-33615 69 32 human human ADJ bracis-33615 69 33 labels label NOUN bracis-33615 69 34 . . PUNCT bracis-33615 70 1 the the DET bracis-33615 70 2 irt irt PROPN bracis-33615 70 3 - - PUNCT bracis-33615 70 4 gd gd PROPN bracis-33615 70 5 is be AUX bracis-33615 70 6 based base VERB bracis-33615 70 7 on on ADP bracis-33615 70 8 a a DET bracis-33615 70 9 previously previously ADV bracis-33615 70 10 validated validate VERB bracis-33615 70 11 knowledge knowledge NOUN bracis-33615 70 12 engineering engineering NOUN bracis-33615 70 13 game game NOUN bracis-33615 70 14 detector detector NOUN bracis-33615 70 15 ( ( PUNCT bracis-33615 70 16 ke ke NOUN bracis-33615 70 17 - - PUNCT bracis-33615 70 18 gd gd NOUN bracis-33615 70 19 ) ) PUNCT bracis-33615 70 20 , , PUNCT bracis-33615 70 21 which which PRON bracis-33615 70 22 focuses focus VERB bracis-33615 70 23 on on ADP bracis-33615 70 24 students student NOUN bracis-33615 70 25 ’ ' PUNCT bracis-33615 70 26 action action NOUN bracis-33615 70 27 characteristics characteristic NOUN bracis-33615 70 28 and and CCONJ bracis-33615 70 29 the the DET bracis-33615 70 30 predictability predictability NOUN bracis-33615 70 31 of of ADP bracis-33615 70 32 human human ADJ bracis-33615 70 33 labels label NOUN bracis-33615 70 34 . . PUNCT bracis-33615 71 1 however however ADV bracis-33615 71 2 , , PUNCT bracis-33615 71 3 although although SCONJ bracis-33615 71 4 the the DET bracis-33615 71 5 study study NOUN bracis-33615 71 6 does do AUX bracis-33615 71 7 not not PART bracis-33615 71 8 explicitly explicitly ADV bracis-33615 71 9 explain explain VERB bracis-33615 71 10 the the DET bracis-33615 71 11 variables variable NOUN bracis-33615 71 12 considered consider VERB bracis-33615 71 13 to to PART bracis-33615 71 14 implement implement VERB bracis-33615 71 15 the the DET bracis-33615 71 16 detector detector NOUN bracis-33615 71 17 , , PUNCT bracis-33615 71 18 the the DET bracis-33615 71 19 authors author NOUN bracis-33615 71 20 claim claim VERB bracis-33615 71 21 to to PART bracis-33615 71 22 have have AUX bracis-33615 71 23 used use VERB bracis-33615 71 24 a a DET bracis-33615 71 25 previously previously ADV bracis-33615 71 26 validated validate VERB bracis-33615 71 27 knowledge knowledge NOUN bracis-33615 71 28 engineering engineering NOUN bracis-33615 71 29 gaming gaming NOUN bracis-33615 71 30 detector detector NOUN bracis-33615 71 31 containing contain VERB bracis-33615 71 32 13 13 NUM bracis-33615 71 33 interpretable interpretable ADJ bracis-33615 71 34 patterns pattern NOUN bracis-33615 71 35 that that PRON bracis-33615 71 36 model model NOUN bracis-33615 71 37 behavior behavior NOUN bracis-33615 71 38 [ [ X bracis-33615 71 39 20 20 NUM bracis-33615 71 40 , , PUNCT bracis-33615 71 41 21 21 NUM bracis-33615 71 42 ] ] PUNCT bracis-33615 71 43 . . PUNCT bracis-33615 72 1 3 3 NUM bracis-33615 72 2 research research NOUN bracis-33615 72 3 methods method NOUN bracis-33615 72 4 in in ADP bracis-33615 72 5 this this DET bracis-33615 72 6 section section NOUN bracis-33615 72 7 , , PUNCT bracis-33615 72 8 we we PRON bracis-33615 72 9 describe describe VERB bracis-33615 72 10 the the DET bracis-33615 72 11 materials material NOUN bracis-33615 72 12 and and CCONJ bracis-33615 72 13 methods method NOUN bracis-33615 72 14 used use VERB bracis-33615 72 15 to to PART bracis-33615 72 16 conduct conduct VERB bracis-33615 72 17 the the DET bracis-33615 72 18 research research NOUN bracis-33615 72 19 presented present VERB bracis-33615 72 20 in in ADP bracis-33615 72 21 this this DET bracis-33615 72 22 article article NOUN bracis-33615 72 23 . . PUNCT bracis-33615 73 1 the the DET bracis-33615 73 2 construction construction NOUN bracis-33615 73 3 of of ADP bracis-33615 73 4 our our PRON bracis-33615 73 5 “ " PUNCT bracis-33615 73 6 gaming game VERB bracis-33615 73 7 the the DET bracis-33615 73 8 system system NOUN bracis-33615 73 9 ” " PUNCT bracis-33615 73 10 behavior behavior NOUN bracis-33615 73 11 detection detection NOUN bracis-33615 73 12 model model NOUN bracis-33615 73 13 follows follow VERB bracis-33615 73 14 a a DET bracis-33615 73 15 hybrid hybrid ADJ bracis-33615 73 16 approach approach NOUN bracis-33615 73 17 , , PUNCT bracis-33615 73 18 combining combine VERB bracis-33615 73 19 knowledge knowledge NOUN bracis-33615 73 20 engineering engineering NOUN bracis-33615 73 21 and and CCONJ bracis-33615 73 22 machine machine NOUN bracis-33615 73 23 learning learn VERB bracis-33615 73 24 algorithms algorithm NOUN bracis-33615 73 25 . . PUNCT bracis-33615 74 1 to to ADP bracis-33615 74 2 this this DET bracis-33615 74 3 end end NOUN bracis-33615 74 4 , , PUNCT bracis-33615 74 5 we we PRON bracis-33615 74 6 detail detail VERB bracis-33615 74 7 the the DET bracis-33615 74 8 experiments experiment NOUN bracis-33615 74 9 carried carry VERB bracis-33615 74 10 out out ADP bracis-33615 74 11 to to PART bracis-33615 74 12 generate generate VERB bracis-33615 74 13 our our PRON bracis-33615 74 14 database database NOUN bracis-33615 74 15 , , PUNCT bracis-33615 74 16 followed follow VERB bracis-33615 74 17 by by ADP bracis-33615 74 18 the the DET bracis-33615 74 19 elaboration elaboration NOUN bracis-33615 74 20 of of ADP bracis-33615 74 21 the the DET bracis-33615 74 22 model model NOUN bracis-33615 74 23 based base VERB bracis-33615 74 24 on on ADP bracis-33615 74 25 knowledge knowledge NOUN bracis-33615 74 26 engineering engineering NOUN bracis-33615 74 27 , , PUNCT bracis-33615 74 28 and and CCONJ bracis-33615 74 29 , , PUNCT bracis-33615 74 30 finally finally ADV bracis-33615 74 31 , , PUNCT bracis-33615 74 32 we we PRON bracis-33615 74 33 explain explain VERB bracis-33615 74 34 the the DET bracis-33615 74 35 method method NOUN bracis-33615 74 36 used use VERB bracis-33615 74 37 to to PART bracis-33615 74 38 develop develop VERB bracis-33615 74 39 the the DET bracis-33615 74 40 model model NOUN bracis-33615 74 41 based base VERB bracis-33615 74 42 on on ADP bracis-33615 74 43 machine machine NOUN bracis-33615 74 44 learning learning NOUN bracis-33615 74 45 . . PUNCT bracis-33615 75 1 3.1 3.1 NUM bracis-33615 75 2 experiment experiment NOUN bracis-33615 75 3 the the DET bracis-33615 75 4 experiment experiment NOUN bracis-33615 75 5 carried carry VERB bracis-33615 75 6 out out ADP bracis-33615 75 7 in in ADP bracis-33615 75 8 this this DET bracis-33615 75 9 research research NOUN bracis-33615 75 10 took take VERB bracis-33615 75 11 place place NOUN bracis-33615 75 12 in in ADP bracis-33615 75 13 the the DET bracis-33615 75 14 first first ADJ bracis-33615 75 15 semester semester NOUN bracis-33615 75 16 of of ADP bracis-33615 75 17 2023 2023 NUM bracis-33615 75 18 and and CCONJ bracis-33615 75 19 involved involve VERB bracis-33615 75 20 students student NOUN bracis-33615 75 21 from from ADP bracis-33615 75 22 two two NUM bracis-33615 75 23 second second ADJ bracis-33615 75 24 - - PUNCT bracis-33615 75 25 year year NOUN bracis-33615 75 26 technical technical ADJ bracis-33615 75 27 high high ADJ bracis-33615 75 28 school school NOUN bracis-33615 75 29 classes class NOUN bracis-33615 75 30 located locate VERB bracis-33615 75 31 in in ADP bracis-33615 75 32 the the DET bracis-33615 75 33 interior interior NOUN bracis-33615 75 34 of of ADP bracis-33615 75 35 northeast northeast ADJ bracis-33615 75 36 brazil brazil PROPN bracis-33615 75 37 . . PUNCT bracis-33615 76 1 these these DET bracis-33615 76 2 students student NOUN bracis-33615 76 3 were be AUX bracis-33615 76 4 new new ADJ bracis-33615 76 5 to to ADP bracis-33615 76 6 programming programming NOUN bracis-33615 76 7 and and CCONJ bracis-33615 76 8 had have AUX bracis-33615 76 9 recently recently ADV bracis-33615 76 10 completed complete VERB bracis-33615 76 11 an an DET bracis-33615 76 12 introductory introductory ADJ bracis-33615 76 13 course course NOUN bracis-33615 76 14 on on ADP bracis-33615 76 15 the the DET bracis-33615 76 16 subject subject NOUN bracis-33615 76 17 . . PUNCT bracis-33615 77 1 they they PRON bracis-33615 77 2 were be AUX bracis-33615 77 3 currently currently ADV bracis-33615 77 4 enrolled enrol VERB bracis-33615 77 5 in in ADP bracis-33615 77 6 a a DET bracis-33615 77 7 second second ADJ bracis-33615 77 8 course course NOUN bracis-33615 77 9 , , PUNCT bracis-33615 77 10 focused focus VERB bracis-33615 77 11 on on ADP bracis-33615 77 12 java java PROPN bracis-33615 77 13 programming programming PROPN bracis-33615 77 14 ( ( PUNCT bracis-33615 77 15 cs2 cs2 NOUN bracis-33615 77 16 ) ) PUNCT bracis-33615 77 17 . . PUNCT bracis-33615 78 1 cs2 cs2 NOUN bracis-33615 78 2 students student NOUN bracis-33615 78 3 were be AUX bracis-33615 78 4 chosen choose VERB bracis-33615 78 5 because because SCONJ bracis-33615 78 6 they they PRON bracis-33615 78 7 were be AUX bracis-33615 78 8 new new ADJ bracis-33615 78 9 to to ADP bracis-33615 78 10 programming programming NOUN bracis-33615 78 11 and and CCONJ bracis-33615 78 12 had have VERB bracis-33615 78 13 some some DET bracis-33615 78 14 familiarity familiarity NOUN bracis-33615 78 15 with with ADP bracis-33615 78 16 basic basic ADJ bracis-33615 78 17 concepts concept NOUN bracis-33615 78 18 . . PUNCT bracis-33615 79 1 the the DET bracis-33615 79 2 study study NOUN bracis-33615 79 3 was be AUX bracis-33615 79 4 carried carry VERB bracis-33615 79 5 out out ADP bracis-33615 79 6 at at ADP bracis-33615 79 7 this this DET bracis-33615 79 8 time time NOUN bracis-33615 79 9 , , PUNCT bracis-33615 79 10 as as SCONJ bracis-33615 79 11 the the DET bracis-33615 79 12 students student NOUN bracis-33615 79 13 were be AUX bracis-33615 79 14 about about ADJ bracis-33615 79 15 to to PART bracis-33615 79 16 start start VERB bracis-33615 79 17 learning learn VERB bracis-33615 79 18 object object NOUN bracis-33615 79 19 - - PUNCT bracis-33615 79 20 oriented orient VERB bracis-33615 79 21 programming programming NOUN bracis-33615 79 22 in in ADP bracis-33615 79 23 the the DET bracis-33615 79 24 cs2 cs2 NOUN bracis-33615 79 25 course course NOUN bracis-33615 79 26 . . PUNCT bracis-33615 80 1 the the DET bracis-33615 80 2 experiment experiment NOUN bracis-33615 80 3 was be AUX bracis-33615 80 4 carried carry VERB bracis-33615 80 5 out out ADP bracis-33615 80 6 in in ADP bracis-33615 80 7 four four NUM bracis-33615 80 8 sessions session NOUN bracis-33615 80 9 , , PUNCT bracis-33615 80 10 with with ADP bracis-33615 80 11 two two NUM bracis-33615 80 12 classes class NOUN bracis-33615 80 13 each each PRON bracis-33615 80 14 , , PUNCT bracis-33615 80 15 totaling total VERB bracis-33615 80 16 67 67 NUM bracis-33615 80 17 participating participate VERB bracis-33615 80 18 students student NOUN bracis-33615 80 19 , , PUNCT bracis-33615 80 20 29 29 NUM bracis-33615 80 21 from from ADP bracis-33615 80 22 the the DET bracis-33615 80 23 afternoon afternoon NOUN bracis-33615 80 24 class class NOUN bracis-33615 80 25 and and CCONJ bracis-33615 80 26 38 38 NUM bracis-33615 80 27 from from ADP bracis-33615 80 28 the the DET bracis-33615 80 29 morning morning NOUN bracis-33615 80 30 class class NOUN bracis-33615 80 31 , , PUNCT bracis-33615 80 32 who who PRON bracis-33615 80 33 participated participate VERB bracis-33615 80 34 in in ADP bracis-33615 80 35 all all DET bracis-33615 80 36 problem problem NOUN bracis-33615 80 37 - - PUNCT bracis-33615 80 38 solving solve VERB bracis-33615 80 39 sessions session NOUN bracis-33615 80 40 . . PUNCT bracis-33615 81 1 of of ADP bracis-33615 81 2 these these DET bracis-33615 81 3 participants participant NOUN bracis-33615 81 4 , , PUNCT bracis-33615 81 5 35 35 NUM bracis-33615 81 6 were be AUX bracis-33615 81 7 female female ADJ bracis-33615 81 8 and and CCONJ bracis-33615 81 9 32 32 NUM bracis-33615 81 10 were be AUX bracis-33615 81 11 male male NOUN bracis-33615 81 12 , , PUNCT bracis-33615 81 13 aged aged ADJ bracis-33615 81 14 between between ADP bracis-33615 81 15 16 16 NUM bracis-33615 81 16 and and CCONJ bracis-33615 81 17 21 21 NUM bracis-33615 81 18 years year NOUN bracis-33615 81 19 . . PUNCT bracis-33615 82 1 of of ADP bracis-33615 82 2 these these PRON bracis-33615 82 3 , , PUNCT bracis-33615 82 4 61 61 NUM bracis-33615 82 5 % % NOUN bracis-33615 82 6 were be AUX bracis-33615 82 7 white white ADJ bracis-33615 82 8 and and CCONJ bracis-33615 82 9 39 39 NUM bracis-33615 82 10 % % NOUN bracis-33615 82 11 were be AUX bracis-33615 82 12 of of ADP bracis-33615 82 13 african african ADJ bracis-33615 82 14 descent descent NOUN bracis-33615 82 15 . . PUNCT bracis-33615 83 1 materials material NOUN bracis-33615 83 2 . . PUNCT bracis-33615 84 1 the the DET bracis-33615 84 2 adafootnote adafootnote ADJ bracis-33615 84 3 1 1 NUM bracis-33615 84 4 environment environment NOUN bracis-33615 84 5 was be AUX bracis-33615 84 6 created create VERB bracis-33615 84 7 as as ADP bracis-33615 84 8 a a DET bracis-33615 84 9 learning learn VERB bracis-33615 84 10 tool tool NOUN bracis-33615 84 11 for for ADP bracis-33615 84 12 introductory introductory ADJ bracis-33615 84 13 programming programming NOUN bracis-33615 84 14 courses course NOUN bracis-33615 84 15 , , PUNCT bracis-33615 84 16 following follow VERB bracis-33615 84 17 a a DET bracis-33615 84 18 conceptual conceptual ADJ bracis-33615 84 19 structure structure NOUN bracis-33615 84 20 composed compose VERB bracis-33615 84 21 of of ADP bracis-33615 84 22 elements element NOUN bracis-33615 84 23 such such ADJ bracis-33615 84 24 as as ADP bracis-33615 84 25 classes class NOUN bracis-33615 84 26 , , PUNCT bracis-33615 84 27 sessions session NOUN bracis-33615 84 28 , , PUNCT bracis-33615 84 29 problems problem NOUN bracis-33615 84 30 , , PUNCT bracis-33615 84 31 alternatives alternative NOUN bracis-33615 84 32 , , PUNCT bracis-33615 84 33 attempts attempt NOUN bracis-33615 84 34 , , PUNCT bracis-33615 84 35 tips tip NOUN bracis-33615 84 36 , , PUNCT bracis-33615 84 37 code code NOUN bracis-33615 84 38 , , PUNCT bracis-33615 84 39 and and CCONJ bracis-33615 84 40 subjects subject NOUN bracis-33615 84 41 . . PUNCT bracis-33615 85 1 each each DET bracis-33615 85 2 lesson lesson NOUN bracis-33615 85 3 is be AUX bracis-33615 85 4 linked link VERB bracis-33615 85 5 to to ADP bracis-33615 85 6 student student NOUN bracis-33615 85 7 and and CCONJ bracis-33615 85 8 problem problem NOUN bracis-33615 85 9 - - PUNCT bracis-33615 85 10 solving solve VERB bracis-33615 85 11 sessions session NOUN bracis-33615 85 12 . . PUNCT bracis-33615 86 1 the the DET bracis-33615 86 2 problems problem NOUN bracis-33615 86 3 include include VERB bracis-33615 86 4 four four NUM bracis-33615 86 5 hints hint NOUN bracis-33615 86 6 and and CCONJ bracis-33615 86 7 alternatives alternative NOUN bracis-33615 86 8 , , PUNCT bracis-33615 86 9 and and CCONJ bracis-33615 86 10 students student NOUN bracis-33615 86 11 can can AUX bracis-33615 86 12 make make VERB bracis-33615 86 13 multiple multiple ADJ bracis-33615 86 14 attempts attempt NOUN bracis-33615 86 15 to to PART bracis-33615 86 16 solve solve VERB bracis-33615 86 17 them they PRON bracis-33615 86 18 . . PUNCT bracis-33615 87 1 features feature NOUN bracis-33615 87 2 like like ADP bracis-33615 87 3 the the DET bracis-33615 87 4 problem problem NOUN bracis-33615 87 5 solver solver VERB bracis-33615 87 6 allow allow VERB bracis-33615 87 7 students student NOUN bracis-33615 87 8 to to PART bracis-33615 87 9 submit submit VERB bracis-33615 87 10 partial partial ADJ bracis-33615 87 11 or or CCONJ bracis-33615 87 12 complete complete ADJ bracis-33615 87 13 solutions solution NOUN bracis-33615 87 14 , , PUNCT bracis-33615 87 15 while while SCONJ bracis-33615 87 16 hints hint NOUN bracis-33615 87 17 are be AUX bracis-33615 87 18 offered offer VERB bracis-33615 87 19 at at ADP bracis-33615 87 20 different different ADJ bracis-33615 87 21 levels level NOUN bracis-33615 87 22 , , PUNCT bracis-33615 87 23 from from ADP bracis-33615 87 24 abstract abstract ADJ bracis-33615 87 25 suggestions suggestion NOUN bracis-33615 87 26 to to PART bracis-33615 87 27 direct direct ADJ bracis-33615 87 28 answers answer NOUN bracis-33615 87 29 , , PUNCT bracis-33615 87 30 to to PART bracis-33615 87 31 guide guide VERB bracis-33615 87 32 students student NOUN bracis-33615 87 33 through through ADP bracis-33615 87 34 each each DET bracis-33615 87 35 stage stage NOUN bracis-33615 87 36 of of ADP bracis-33615 87 37 the the DET bracis-33615 87 38 problem problem NOUN bracis-33615 87 39 . . PUNCT bracis-33615 88 1 students student NOUN bracis-33615 88 2 have have VERB bracis-33615 88 3 the the DET bracis-33615 88 4 freedom freedom NOUN bracis-33615 88 5 to to PART bracis-33615 88 6 request request VERB bracis-33615 88 7 hints hint NOUN bracis-33615 88 8 at at ADP bracis-33615 88 9 any any DET bracis-33615 88 10 time time NOUN bracis-33615 88 11 while while SCONJ bracis-33615 88 12 solving solve VERB bracis-33615 88 13 the the DET bracis-33615 88 14 problem problem NOUN bracis-33615 88 15 . . PUNCT bracis-33615 89 1 procedure procedure NOUN bracis-33615 89 2 . . PUNCT bracis-33615 90 1 the the DET bracis-33615 90 2 problem problem NOUN bracis-33615 90 3 - - PUNCT bracis-33615 90 4 solving solve VERB bracis-33615 90 5 sessions session NOUN bracis-33615 90 6 were be AUX bracis-33615 90 7 held hold VERB bracis-33615 90 8 in in ADP bracis-33615 90 9 person person NOUN bracis-33615 90 10 in in ADP bracis-33615 90 11 two two NUM bracis-33615 90 12 computer computer NOUN bracis-33615 90 13 labs lab NOUN bracis-33615 90 14 , , PUNCT bracis-33615 90 15 with with ADP bracis-33615 90 16 one one NUM bracis-33615 90 17 student student NOUN bracis-33615 90 18 per per ADP bracis-33615 90 19 computer computer NOUN bracis-33615 90 20 . . PUNCT bracis-33615 91 1 each each DET bracis-33615 91 2 laboratory laboratory NOUN bracis-33615 91 3 was be AUX bracis-33615 91 4 organized organize VERB bracis-33615 91 5 into into ADP bracis-33615 91 6 five five NUM bracis-33615 91 7 vertical vertical ADJ bracis-33615 91 8 rows row NOUN bracis-33615 91 9 of of ADP bracis-33615 91 10 eight eight NUM bracis-33615 91 11 computers computer NOUN bracis-33615 91 12 . . PUNCT bracis-33615 92 1 in in ADP bracis-33615 92 2 addition addition NOUN bracis-33615 92 3 to to ADP bracis-33615 92 4 the the DET bracis-33615 92 5 students student NOUN bracis-33615 92 6 , , PUNCT bracis-33615 92 7 three three NUM bracis-33615 92 8 researchers researcher NOUN bracis-33615 92 9 were be AUX bracis-33615 92 10 present present ADJ bracis-33615 92 11 in in ADP bracis-33615 92 12 each each DET bracis-33615 92 13 laboratory laboratory NOUN bracis-33615 92 14 . . PUNCT bracis-33615 93 1 the the DET bracis-33615 93 2 experiment experiment NOUN bracis-33615 93 3 took take VERB bracis-33615 93 4 place place NOUN bracis-33615 93 5 during during ADP bracis-33615 93 6 computer computer NOUN bracis-33615 93 7 programming programming NOUN bracis-33615 93 8 classes class NOUN bracis-33615 93 9 ( ( PUNCT bracis-33615 93 10 sessions session NOUN bracis-33615 93 11 ) ) PUNCT bracis-33615 93 12 in in ADP bracis-33615 93 13 three three NUM bracis-33615 93 14 stages stage NOUN bracis-33615 93 15 : : PUNCT bracis-33615 93 16 pre pre ADJ bracis-33615 93 17 - - NOUN bracis-33615 93 18 test test ADJ bracis-33615 93 19 , , PUNCT bracis-33615 93 20 intervention intervention NOUN bracis-33615 93 21 , , PUNCT bracis-33615 93 22 and and CCONJ bracis-33615 93 23 post post NOUN bracis-33615 93 24 - - NOUN bracis-33615 93 25 test test NOUN bracis-33615 93 26 . . PUNCT bracis-33615 94 1 in in ADP bracis-33615 94 2 the the DET bracis-33615 94 3 pre pre NOUN bracis-33615 94 4 - - NOUN bracis-33615 94 5 test test NOUN bracis-33615 94 6 , , PUNCT bracis-33615 94 7 the the DET bracis-33615 94 8 first first ADJ bracis-33615 94 9 session session NOUN bracis-33615 94 10 was be AUX bracis-33615 94 11 subdivided subdivide VERB bracis-33615 94 12 into into ADP bracis-33615 94 13 30 30 NUM bracis-33615 94 14     SPACE bracis-33615 94 15 min min NOUN bracis-33615 94 16 for for ADP bracis-33615 94 17 presentation presentation NOUN bracis-33615 94 18 and and CCONJ bracis-33615 94 19 70 70 NUM bracis-33615 94 20     SPACE bracis-33615 94 21 min min NOUN bracis-33615 94 22 for for ADP bracis-33615 94 23 problem problem NOUN bracis-33615 94 24 - - PUNCT bracis-33615 94 25 solving solving NOUN bracis-33615 94 26 . . PUNCT bracis-33615 95 1 during during ADP bracis-33615 95 2 this this DET bracis-33615 95 3 period period NOUN bracis-33615 95 4 , , PUNCT bracis-33615 95 5 the the DET bracis-33615 95 6 objectives objective NOUN bracis-33615 95 7 of of ADP bracis-33615 95 8 the the DET bracis-33615 95 9 study study NOUN bracis-33615 95 10 were be AUX bracis-33615 95 11 explained explain VERB bracis-33615 95 12 to to ADP bracis-33615 95 13 the the DET bracis-33615 95 14 students student NOUN bracis-33615 95 15 , , PUNCT bracis-33615 95 16 forms form NOUN bracis-33615 95 17 of of ADP bracis-33615 95 18 consent consent NOUN bracis-33615 95 19 for for ADP bracis-33615 95 20 participation participation NOUN bracis-33615 95 21 in in ADP bracis-33615 95 22 the the DET bracis-33615 95 23 experiment experiment NOUN bracis-33615 95 24 were be AUX bracis-33615 95 25 distributed distribute VERB bracis-33615 95 26 , , PUNCT bracis-33615 95 27 following follow VERB bracis-33615 95 28 the the DET bracis-33615 95 29 guidelines guideline NOUN bracis-33615 95 30 of of ADP bracis-33615 95 31 the the DET bracis-33615 95 32 ethics ethic NOUN bracis-33615 95 33 committee committee NOUN bracis-33615 95 34 , , PUNCT bracis-33615 95 35 and and CCONJ bracis-33615 95 36 a a DET bracis-33615 95 37 comprehensive comprehensive ADJ bracis-33615 95 38 explanation explanation NOUN bracis-33615 95 39 of of ADP bracis-33615 95 40 the the DET bracis-33615 95 41 environment environment NOUN bracis-33615 95 42 ’s ’s PART bracis-33615 95 43 functionalities functionality NOUN bracis-33615 95 44 was be AUX bracis-33615 95 45 provided provide VERB bracis-33615 95 46 . . PUNCT bracis-33615 96 1 in in ADP bracis-33615 96 2 addition addition NOUN bracis-33615 96 3 , , PUNCT bracis-33615 96 4 students student NOUN bracis-33615 96 5 used use VERB bracis-33615 96 6 ada ada PROPN bracis-33615 96 7 to to PART bracis-33615 96 8 register register VERB bracis-33615 96 9 and and CCONJ bracis-33615 96 10 respond respond VERB bracis-33615 96 11 to to ADP bracis-33615 96 12 the the DET bracis-33615 96 13 socioeconomic socioeconomic ADJ bracis-33615 96 14 questionnaire questionnaire NOUN bracis-33615 96 15 . . PUNCT bracis-33615 97 1 after after ADP bracis-33615 97 2 the the DET bracis-33615 97 3 introductory introductory ADJ bracis-33615 97 4 session session NOUN bracis-33615 97 5 , , PUNCT bracis-33615 97 6 participants participant NOUN bracis-33615 97 7 carried carry VERB bracis-33615 97 8 out out ADP bracis-33615 97 9 two two NUM bracis-33615 97 10 more more ADJ bracis-33615 97 11 problem problem NOUN bracis-33615 97 12 - - PUNCT bracis-33615 97 13 solving solve VERB bracis-33615 97 14 sessions session NOUN bracis-33615 97 15 ( ( PUNCT bracis-33615 97 16 100 100 NUM bracis-33615 97 17     SPACE bracis-33615 97 18 min min NOUN bracis-33615 97 19 ) ) PUNCT bracis-33615 97 20 using use VERB bracis-33615 97 21 the the DET bracis-33615 97 22 ada ada PROPN bracis-33615 97 23 environment environment NOUN bracis-33615 97 24 , , PUNCT bracis-33615 97 25 being be AUX bracis-33615 97 26 observed observe VERB bracis-33615 97 27 by by ADP bracis-33615 97 28 three three NUM bracis-33615 97 29 researchers researcher NOUN bracis-33615 97 30 . . PUNCT bracis-33615 98 1 through through ADP bracis-33615 98 2 these these DET bracis-33615 98 3 observations observation NOUN bracis-33615 98 4 , , PUNCT bracis-33615 98 5 it it PRON bracis-33615 98 6 was be AUX bracis-33615 98 7 possible possible ADJ bracis-33615 98 8 to to PART bracis-33615 98 9 record record VERB bracis-33615 98 10 occurrences occurrence NOUN bracis-33615 98 11 of of ADP bracis-33615 98 12 “ " PUNCT bracis-33615 98 13 game game VERB bracis-33615 98 14 the the DET bracis-33615 98 15 system system NOUN bracis-33615 98 16 ” " PUNCT bracis-33615 98 17 behavior behavior NOUN bracis-33615 98 18 in in ADP bracis-33615 98 19 a a DET bracis-33615 98 20 similar similar ADJ bracis-33615 98 21 way way NOUN bracis-33615 98 22 to to ADP bracis-33615 98 23 some some DET bracis-33615 98 24 previous previous ADJ bracis-33615 98 25 works work NOUN bracis-33615 98 26 [ [ X bracis-33615 98 27 3 3 NUM bracis-33615 98 28 , , PUNCT bracis-33615 98 29 5 5 NUM bracis-33615 98 30 , , PUNCT bracis-33615 98 31 21 21 NUM bracis-33615 98 32 ] ] PUNCT bracis-33615 98 33 . . PUNCT bracis-33615 99 1 therefore therefore ADV bracis-33615 99 2 , , PUNCT bracis-33615 99 3 field field NOUN bracis-33615 99 4 observations observation NOUN bracis-33615 99 5 were be AUX bracis-33615 99 6 carried carry VERB bracis-33615 99 7 out out ADP bracis-33615 99 8 so so SCONJ bracis-33615 99 9 that that SCONJ bracis-33615 99 10 observers observer NOUN bracis-33615 99 11 observed observe VERB bracis-33615 99 12 each each DET bracis-33615 99 13 student student NOUN bracis-33615 99 14 ’s ’s PART bracis-33615 99 15 behavior behavior NOUN bracis-33615 99 16 several several ADJ bracis-33615 99 17 times time NOUN bracis-33615 99 18 during during ADP bracis-33615 99 19 each each DET bracis-33615 99 20 class class NOUN bracis-33615 99 21 period period NOUN bracis-33615 99 22 . . PUNCT bracis-33615 100 1 each each DET bracis-33615 100 2 observer observer NOUN bracis-33615 100 3 coded code VERB bracis-33615 100 4 the the DET bracis-33615 100 5 frequency frequency NOUN bracis-33615 100 6 of of ADP bracis-33615 100 7 “ " PUNCT bracis-33615 100 8 gaming game VERB bracis-33615 100 9 the the DET bracis-33615 100 10 system system NOUN bracis-33615 100 11 ” " PUNCT bracis-33615 100 12 behavior behavior NOUN bracis-33615 100 13 and and CCONJ bracis-33615 100 14 its its PRON bracis-33615 100 15 nature nature NOUN bracis-33615 100 16 . . PUNCT bracis-33615 101 1 table table NOUN bracis-33615 101 2 1 1 NUM bracis-33615 101 3 . . PUNCT bracis-33615 102 1 gaming game VERB bracis-33615 102 2 the the DET bracis-33615 102 3 system system NOUN bracis-33615 102 4 attitudesfull attitudesfull NOUN bracis-33615 102 5 size size NOUN bracis-33615 102 6 table table NOUN bracis-33615 102 7 3.2 3.2 NUM bracis-33615 102 8 model model NOUN bracis-33615 102 9 development development NOUN bracis-33615 102 10 based base VERB bracis-33615 102 11 on on ADP bracis-33615 102 12 the the DET bracis-33615 102 13 findings finding NOUN bracis-33615 102 14 of of ADP bracis-33615 102 15 the the DET bracis-33615 102 16 previous previous ADJ bracis-33615 102 17 model model NOUN bracis-33615 102 18 [ [ X bracis-33615 102 19 21 21 NUM bracis-33615 102 20 ] ] X bracis-33615 102 21 , , PUNCT bracis-33615 102 22 a a DET bracis-33615 102 23 new new ADJ bracis-33615 102 24 model model NOUN bracis-33615 102 25 for for ADP bracis-33615 102 26 coding code VERB bracis-33615 102 27 system system NOUN bracis-33615 102 28 abuse abuse NOUN bracis-33615 102 29 behavior behavior NOUN bracis-33615 102 30 was be AUX bracis-33615 102 31 designed design VERB bracis-33615 102 32 , , PUNCT bracis-33615 102 33 and and CCONJ bracis-33615 102 34 adapted adapt VERB bracis-33615 102 35 to to ADP bracis-33615 102 36 the the DET bracis-33615 102 37 type type NOUN bracis-33615 102 38 of of ADP bracis-33615 102 39 task task NOUN bracis-33615 102 40 provided provide VERB bracis-33615 102 41 by by ADP bracis-33615 102 42 the the DET bracis-33615 102 43 ada ada PROPN bracis-33615 102 44 environment environment PROPN bracis-33615 102 45 . . PUNCT bracis-33615 103 1 in in ADP bracis-33615 103 2 this this DET bracis-33615 103 3 model model NOUN bracis-33615 103 4 , , PUNCT bracis-33615 103 5 the the DET bracis-33615 103 6 initial initial ADJ bracis-33615 103 7 approach approach NOUN bracis-33615 103 8 is be AUX bracis-33615 103 9 derived derive VERB bracis-33615 103 10 from from ADP bracis-33615 103 11 the the DET bracis-33615 103 12 previous previous ADJ bracis-33615 103 13 proposal proposal NOUN bracis-33615 103 14 , , PUNCT bracis-33615 103 15 which which PRON bracis-33615 103 16 groups group NOUN bracis-33615 103 17 the the DET bracis-33615 103 18 student student NOUN bracis-33615 103 19 ’s ’s PART bracis-33615 103 20 actions action NOUN bracis-33615 103 21 , , PUNCT bracis-33615 103 22 during during ADP bracis-33615 103 23 interaction interaction NOUN bracis-33615 103 24 with with ADP bracis-33615 103 25 the the DET bracis-33615 103 26 virtual virtual ADJ bracis-33615 103 27 learning learning NOUN bracis-33615 103 28 environment environment NOUN bracis-33615 103 29 , , PUNCT bracis-33615 103 30 into into ADP bracis-33615 103 31 sequences sequence NOUN bracis-33615 103 32 called call VERB bracis-33615 103 33 text text NOUN bracis-33615 103 34 replays replay NOUN bracis-33615 103 35 , , PUNCT bracis-33615 103 36 with with ADP bracis-33615 103 37 up up ADP bracis-33615 103 38 to to PART bracis-33615 103 39 five five NUM bracis-33615 103 40 actions action NOUN bracis-33615 103 41 in in ADP bracis-33615 103 42 each each PRON bracis-33615 103 43 . . PUNCT bracis-33615 104 1 the the DET bracis-33615 104 2 authors author NOUN bracis-33615 104 3 , , PUNCT bracis-33615 104 4 based base VERB bracis-33615 104 5 on on ADP bracis-33615 104 6 these these DET bracis-33615 104 7 text text NOUN bracis-33615 104 8 replays replay NOUN bracis-33615 104 9 , , PUNCT bracis-33615 104 10 developed develop VERB bracis-33615 104 11 patterns pattern NOUN bracis-33615 104 12 for for ADP bracis-33615 104 13 sequences sequence NOUN bracis-33615 104 14 of of ADP bracis-33615 104 15 student student NOUN bracis-33615 104 16 actions action NOUN bracis-33615 104 17 characterized characterize VERB bracis-33615 104 18 as“gaming as“game VERB bracis-33615 104 19 the the DET bracis-33615 104 20 system system NOUN bracis-33615 104 21 ” " PUNCT bracis-33615 104 22 . . PUNCT bracis-33615 105 1 thus thus ADV bracis-33615 105 2 , , PUNCT bracis-33615 105 3 if if SCONJ bracis-33615 105 4 a a DET bracis-33615 105 5 pattern pattern NOUN bracis-33615 105 6 is be AUX bracis-33615 105 7 identified identify VERB bracis-33615 105 8 in in ADP bracis-33615 105 9 the the DET bracis-33615 105 10 analysis analysis NOUN bracis-33615 105 11 of of ADP bracis-33615 105 12 the the DET bracis-33615 105 13 data datum NOUN bracis-33615 105 14 set set VERB bracis-33615 105 15 , , PUNCT bracis-33615 105 16 all all DET bracis-33615 105 17 actions action NOUN bracis-33615 105 18 involved involve VERB bracis-33615 105 19 are be AUX bracis-33615 105 20 labeled label VERB bracis-33615 105 21 as as ADP bracis-33615 105 22 abuse abuse NOUN bracis-33615 105 23 . . PUNCT bracis-33615 106 1 to to PART bracis-33615 106 2 develop develop VERB bracis-33615 106 3 the the DET bracis-33615 106 4 model model NOUN bracis-33615 106 5 , , PUNCT bracis-33615 106 6 the the DET bracis-33615 106 7 authors author NOUN bracis-33615 106 8 initially initially ADV bracis-33615 106 9 created create VERB bracis-33615 106 10 a a DET bracis-33615 106 11 list list NOUN bracis-33615 106 12 of of ADP bracis-33615 106 13 coders coder NOUN bracis-33615 106 14 ’ ’ PART bracis-33615 106 15 interpretations interpretation NOUN bracis-33615 106 16 of of ADP bracis-33615 106 17 student student NOUN bracis-33615 106 18 behavior behavior NOUN bracis-33615 106 19 , , PUNCT bracis-33615 106 20 whether whether SCONJ bracis-33615 106 21 related relate VERB bracis-33615 106 22 to to ADP bracis-33615 106 23 gaming gaming NOUN bracis-33615 106 24 behavior behavior NOUN bracis-33615 106 25 or or CCONJ bracis-33615 106 26 not not PART bracis-33615 106 27 , , PUNCT bracis-33615 106 28 and and CCONJ bracis-33615 106 29 these these DET bracis-33615 106 30 interpretations interpretation NOUN bracis-33615 106 31 were be AUX bracis-33615 106 32 used use VERB bracis-33615 106 33 to to PART bracis-33615 106 34 create create VERB bracis-33615 106 35 the the DET bracis-33615 106 36 patterns pattern NOUN bracis-33615 106 37 ( ( PUNCT bracis-33615 106 38 fig fig NOUN bracis-33615 106 39 . . PUNCT bracis-33615 106 40     SPACE bracis-33615 107 1 1 1 NUM bracis-33615 107 2 ) ) PUNCT bracis-33615 107 3 . . PUNCT bracis-33615 108 1 fig fig NOUN bracis-33615 108 2 . . PUNCT bracis-33615 109 1 1 1 X bracis-33615 109 2 . . X bracis-33615 109 3 confusion confusion NOUN bracis-33615 109 4 matrix matrix NOUN bracis-33615 109 5 : : PUNCT bracis-33615 109 6 decision decision NOUN bracis-33615 109 7 tree tree NOUN bracis-33615 109 8 , , PUNCT bracis-33615 109 9 neural neural ADJ bracis-33615 109 10 network network NOUN bracis-33615 109 11 ( ( PUNCT bracis-33615 109 12 mlp mlp NOUN bracis-33615 109 13 ) ) PUNCT bracis-33615 109 14 and and CCONJ bracis-33615 109 15 k k ADV bracis-33615 109 16 - - PUNCT bracis-33615 109 17 nearest near ADJ bracis-33615 109 18 neighbors neighbor NOUN bracis-33615 109 19 ( ( PUNCT bracis-33615 109 20 knn knn PROPN bracis-33615 109 21 ) ) PUNCT bracis-33615 109 22 full full ADJ bracis-33615 109 23 size size NOUN bracis-33615 109 24 image image NOUN bracis-33615 109 25 the the DET bracis-33615 109 26 development development NOUN bracis-33615 109 27 of of ADP bracis-33615 109 28 our our PRON bracis-33615 109 29 knowledge knowledge NOUN bracis-33615 109 30 - - PUNCT bracis-33615 109 31 based base VERB bracis-33615 109 32 model model NOUN bracis-33615 109 33 was be AUX bracis-33615 109 34 conducted conduct VERB bracis-33615 109 35 in in ADP bracis-33615 109 36 four four NUM bracis-33615 109 37 stages stage NOUN bracis-33615 109 38 : : PUNCT bracis-33615 109 39 analysis analysis NOUN bracis-33615 109 40 of of ADP bracis-33615 109 41 the the DET bracis-33615 109 42 previous previous ADJ bracis-33615 109 43 model model NOUN bracis-33615 109 44 , , PUNCT bracis-33615 109 45 study study NOUN bracis-33615 109 46 of of ADP bracis-33615 109 47 attitudes attitude NOUN bracis-33615 109 48 , , PUNCT bracis-33615 109 49 investigation investigation NOUN bracis-33615 109 50 of of ADP bracis-33615 109 51 specialized specialized ADJ bracis-33615 109 52 coding coding NOUN bracis-33615 109 53 , , PUNCT bracis-33615 109 54 and and CCONJ bracis-33615 109 55 elaboration elaboration NOUN bracis-33615 109 56 of of ADP bracis-33615 109 57 the the DET bracis-33615 109 58 new new ADJ bracis-33615 109 59 model model NOUN bracis-33615 109 60 . . PUNCT bracis-33615 110 1 in in ADP bracis-33615 110 2 the the DET bracis-33615 110 3 first first ADJ bracis-33615 110 4 step step NOUN bracis-33615 110 5 , , PUNCT bracis-33615 110 6 the the DET bracis-33615 110 7 13 13 NUM bracis-33615 110 8 standards standard NOUN bracis-33615 110 9 presented present VERB bracis-33615 110 10 in in ADP bracis-33615 110 11 the the DET bracis-33615 110 12 previous previous ADJ bracis-33615 110 13 model model NOUN bracis-33615 111 1 [ [ X bracis-33615 111 2 21 21 NUM bracis-33615 111 3 ] ] PUNCT bracis-33615 111 4 were be AUX bracis-33615 111 5 categorized categorize VERB bracis-33615 111 6 into into ADP bracis-33615 111 7 two two NUM bracis-33615 111 8 groups group NOUN bracis-33615 111 9 : : PUNCT bracis-33615 111 10 compatible compatible ADJ bracis-33615 111 11 and and CCONJ bracis-33615 111 12 incompatible incompatible ADJ bracis-33615 111 13 with with ADP bracis-33615 111 14 the the DET bracis-33615 111 15 ada ada PROPN bracis-33615 111 16 environment environment PROPN bracis-33615 111 17 . . PUNCT bracis-33615 112 1 standards standard NOUN bracis-33615 112 2 considered consider VERB bracis-33615 112 3 compatible compatible ADJ bracis-33615 112 4 were be AUX bracis-33615 112 5 maintained maintain VERB bracis-33615 112 6 , , PUNCT bracis-33615 112 7 while while SCONJ bracis-33615 112 8 those those PRON bracis-33615 112 9 considered consider VERB bracis-33615 112 10 incompatible incompatible ADJ bracis-33615 112 11 were be AUX bracis-33615 112 12 removed remove VERB bracis-33615 112 13 or or CCONJ bracis-33615 112 14 adjusted adjust VERB bracis-33615 112 15 . . PUNCT bracis-33615 113 1 next next ADV bracis-33615 113 2 , , PUNCT bracis-33615 113 3 an an DET bracis-33615 113 4 analysis analysis NOUN bracis-33615 113 5 of of ADP bracis-33615 113 6 the the DET bracis-33615 113 7 coverage coverage NOUN bracis-33615 113 8 of of ADP bracis-33615 113 9 the the DET bracis-33615 113 10 five five NUM bracis-33615 113 11 attitudes attitude NOUN bracis-33615 113 12 related relate VERB bracis-33615 113 13 to to ADP bracis-33615 113 14 the the DET bracis-33615 113 15 manifestation manifestation NOUN bracis-33615 113 16 of of ADP bracis-33615 113 17 “ " PUNCT bracis-33615 113 18 gaming game VERB bracis-33615 113 19 the the DET bracis-33615 113 20 system system NOUN bracis-33615 113 21 ” " PUNCT bracis-33615 113 22 behavior behavior NOUN bracis-33615 113 23 was be AUX bracis-33615 113 24 carried carry VERB bracis-33615 113 25 out out ADP bracis-33615 113 26 , , PUNCT bracis-33615 113 27 as as SCONJ bracis-33615 113 28 presented present VERB bracis-33615 113 29 in in ADP bracis-33615 113 30 table table NOUN bracis-33615 113 31     SPACE bracis-33615 113 32 1 1 NUM bracis-33615 113 33 . . PUNCT bracis-33615 114 1 we we PRON bracis-33615 114 2 observed observe VERB bracis-33615 114 3 that that SCONJ bracis-33615 114 4 attitudes attitude NOUN bracis-33615 114 5 4 4 NUM bracis-33615 114 6 and and CCONJ bracis-33615 114 7 5 5 NUM bracis-33615 114 8 were be AUX bracis-33615 114 9 not not PART bracis-33615 114 10 addressed address VERB bracis-33615 114 11 in in ADP bracis-33615 114 12 the the DET bracis-33615 114 13 standards standard NOUN bracis-33615 114 14 of of ADP bracis-33615 114 15 the the DET bracis-33615 114 16 previous previous ADJ bracis-33615 114 17 model model NOUN bracis-33615 114 18 . . PUNCT bracis-33615 115 1 therefore therefore ADV bracis-33615 115 2 , , PUNCT bracis-33615 115 3 similar similar ADJ bracis-33615 115 4 to to ADP bracis-33615 115 5 a a DET bracis-33615 115 6 previous previous ADJ bracis-33615 115 7 study study NOUN bracis-33615 115 8 [ [ X bracis-33615 115 9 21 21 NUM bracis-33615 115 10 ] ] PUNCT bracis-33615 115 11 , , PUNCT bracis-33615 115 12 we we PRON bracis-33615 115 13 chose choose VERB bracis-33615 115 14 to to PART bracis-33615 115 15 elicit elicit VERB bracis-33615 115 16 experts expert NOUN bracis-33615 115 17 ’ ’ PART bracis-33615 115 18 knowledge knowledge NOUN bracis-33615 115 19 through through ADP bracis-33615 115 20 an an DET bracis-33615 115 21 active active ADJ bracis-33615 115 22 participation participation NOUN bracis-33615 115 23 approach approach NOUN bracis-33615 115 24 [ [ X bracis-33615 115 25 11 11 NUM bracis-33615 115 26 ] ] PUNCT bracis-33615 115 27 . . PUNCT bracis-33615 116 1 applying apply VERB bracis-33615 116 2 the the DET bracis-33615 116 3 active active ADJ bracis-33615 116 4 participation participation NOUN bracis-33615 116 5 approach approach NOUN bracis-33615 116 6 [ [ X bracis-33615 116 7 11 11 NUM bracis-33615 116 8 ] ] PUNCT bracis-33615 116 9 , , PUNCT bracis-33615 116 10 knowledge knowledge NOUN bracis-33615 116 11 elicitation elicitation NOUN bracis-33615 116 12 sessions session NOUN bracis-33615 116 13 were be AUX bracis-33615 116 14 conducted conduct VERB bracis-33615 116 15 with with ADP bracis-33615 116 16 experts expert NOUN bracis-33615 116 17 . . PUNCT bracis-33615 117 1 in in ADP bracis-33615 117 2 the the DET bracis-33615 117 3 first first ADJ bracis-33615 117 4 session session NOUN bracis-33615 117 5 , , PUNCT bracis-33615 117 6 we we PRON bracis-33615 117 7 conducted conduct VERB bracis-33615 117 8 an an DET bracis-33615 117 9 initial initial ADJ bracis-33615 117 10 interaction interaction NOUN bracis-33615 117 11 in in ADP bracis-33615 117 12 which which PRON bracis-33615 117 13 the the DET bracis-33615 117 14 elicitor elicitor NOUN bracis-33615 117 15 observed observe VERB bracis-33615 117 16 and and CCONJ bracis-33615 117 17 took take VERB bracis-33615 117 18 separate separate ADJ bracis-33615 117 19 notes note NOUN bracis-33615 117 20 for for ADP bracis-33615 117 21 each each DET bracis-33615 117 22 expert expert NOUN bracis-33615 117 23 as as SCONJ bracis-33615 117 24 they they PRON bracis-33615 117 25 coded code VERB bracis-33615 117 26 and and CCONJ bracis-33615 117 27 thought think VERB bracis-33615 117 28 aloud aloud ADV bracis-33615 118 1 [ [ X bracis-33615 118 2 26 26 NUM bracis-33615 118 3 ] ] PUNCT bracis-33615 118 4 about about ADP bracis-33615 118 5 game game NOUN bracis-33615 118 6 behavior behavior NOUN bracis-33615 118 7 using use VERB bracis-33615 118 8 text text NOUN bracis-33615 118 9 replays replay NOUN bracis-33615 118 10 . . PUNCT bracis-33615 119 1 in in ADP bracis-33615 119 2 the the DET bracis-33615 119 3 second second ADJ bracis-33615 119 4 session session NOUN bracis-33615 119 5 , , PUNCT bracis-33615 119 6 the the DET bracis-33615 119 7 elicitor elicitor NOUN bracis-33615 119 8 coded code VERB bracis-33615 119 9 some some DET bracis-33615 119 10 excerpts excerpt NOUN bracis-33615 119 11 while while SCONJ bracis-33615 119 12 thinking think VERB bracis-33615 119 13 aloud aloud ADV bracis-33615 119 14 , , PUNCT bracis-33615 119 15 allowing allow VERB bracis-33615 119 16 each each DET bracis-33615 119 17 expert expert NOUN bracis-33615 119 18 to to PART bracis-33615 119 19 comment comment VERB bracis-33615 119 20 and and CCONJ bracis-33615 119 21 correct correct VERB bracis-33615 119 22 their their PRON bracis-33615 119 23 thought thought NOUN bracis-33615 119 24 process process NOUN bracis-33615 119 25 . . PUNCT bracis-33615 120 1 this this DET bracis-33615 120 2 method method NOUN bracis-33615 120 3 provided provide VERB bracis-33615 120 4 the the DET bracis-33615 120 5 elicitor elicitor NOUN bracis-33615 120 6 with with ADP bracis-33615 120 7 a a DET bracis-33615 120 8 deeper deep ADJ bracis-33615 120 9 understanding understanding NOUN bracis-33615 120 10 of of ADP bracis-33615 120 11 the the DET bracis-33615 120 12 process process NOUN bracis-33615 120 13 , , PUNCT bracis-33615 120 14 resulting result VERB bracis-33615 120 15 in in ADP bracis-33615 120 16 the the DET bracis-33615 120 17 elaboration elaboration NOUN bracis-33615 120 18 of of ADP bracis-33615 120 19 the the DET bracis-33615 120 20 first first ADJ bracis-33615 120 21 version version NOUN bracis-33615 120 22 of of ADP bracis-33615 120 23 the the DET bracis-33615 120 24 rules rule NOUN bracis-33615 120 25 . . PUNCT bracis-33615 121 1 next next ADV bracis-33615 121 2 , , PUNCT bracis-33615 121 3 a a DET bracis-33615 121 4 new new ADJ bracis-33615 121 5 knowledge knowledge NOUN bracis-33615 121 6 elicitation elicitation NOUN bracis-33615 121 7 session session NOUN bracis-33615 121 8 was be AUX bracis-33615 121 9 conducted conduct VERB bracis-33615 121 10 , , PUNCT bracis-33615 121 11 following follow VERB bracis-33615 121 12 each each DET bracis-33615 121 13 expert expert NOUN bracis-33615 121 14 as as SCONJ bracis-33615 121 15 they they PRON bracis-33615 121 16 coded code VERB bracis-33615 121 17 and and CCONJ bracis-33615 121 18 expressed express VERB bracis-33615 121 19 their their PRON bracis-33615 121 20 thoughts thought NOUN bracis-33615 121 21 aloud aloud ADV bracis-33615 121 22 . . PUNCT bracis-33615 122 1 subsequently subsequently ADV bracis-33615 122 2 , , PUNCT bracis-33615 122 3 an an DET bracis-33615 122 4 evaluation evaluation NOUN bracis-33615 122 5 session session NOUN bracis-33615 122 6 of of ADP bracis-33615 122 7 the the DET bracis-33615 122 8 rules rule NOUN bracis-33615 122 9 was be AUX bracis-33615 122 10 held hold VERB bracis-33615 122 11 by by ADP bracis-33615 122 12 experts expert NOUN bracis-33615 122 13 , , PUNCT bracis-33615 122 14 we we PRON bracis-33615 122 15 made make VERB bracis-33615 122 16 adjustments adjustment NOUN bracis-33615 122 17 as as ADP bracis-33615 122 18 necessary necessary ADJ bracis-33615 122 19 and and CCONJ bracis-33615 122 20 , , PUNCT bracis-33615 122 21 finally finally ADV bracis-33615 122 22 , , PUNCT bracis-33615 122 23 we we PRON bracis-33615 122 24 presented present VERB bracis-33615 122 25 the the DET bracis-33615 122 26 final final ADJ bracis-33615 122 27 version version NOUN bracis-33615 122 28 in in ADP bracis-33615 122 29 a a DET bracis-33615 122 30 final final ADJ bracis-33615 122 31 session session NOUN bracis-33615 122 32 . . PUNCT bracis-33615 123 1 it it PRON bracis-33615 123 2 is be AUX bracis-33615 123 3 worth worth ADJ bracis-33615 123 4 noting note VERB bracis-33615 123 5 that that SCONJ bracis-33615 123 6 the the DET bracis-33615 123 7 preliminary preliminary ADJ bracis-33615 123 8 model model NOUN bracis-33615 123 9 was be AUX bracis-33615 123 10 substantially substantially ADV bracis-33615 123 11 influenced influence VERB bracis-33615 123 12 by by ADP bracis-33615 123 13 previous previous ADJ bracis-33615 123 14 work work NOUN bracis-33615 123 15 [ [ X bracis-33615 123 16 21 21 NUM bracis-33615 123 17 ] ] PUNCT bracis-33615 123 18 . . PUNCT bracis-33615 124 1 the the DET bracis-33615 124 2 final final ADJ bracis-33615 124 3 version version NOUN bracis-33615 124 4 of of ADP bracis-33615 124 5 the the DET bracis-33615 124 6 model model NOUN bracis-33615 124 7 will will AUX bracis-33615 124 8 be be AUX bracis-33615 124 9 detailed detail VERB bracis-33615 124 10 and and CCONJ bracis-33615 124 11 discussed discuss VERB bracis-33615 124 12 in in ADP bracis-33615 124 13 the the DET bracis-33615 124 14 next next ADJ bracis-33615 124 15 session session NOUN bracis-33615 124 16 . . PUNCT bracis-33615 125 1 after after ADP bracis-33615 125 2 developing develop VERB bracis-33615 125 3 our our PRON bracis-33615 125 4 knowledge knowledge NOUN bracis-33615 125 5 - - PUNCT bracis-33615 125 6 based base VERB bracis-33615 125 7 model model NOUN bracis-33615 125 8 , , PUNCT bracis-33615 125 9 we we PRON bracis-33615 125 10 move move VERB bracis-33615 125 11 on on ADP bracis-33615 125 12 to to ADP bracis-33615 125 13 developing develop VERB bracis-33615 125 14 the the DET bracis-33615 125 15 machine machine NOUN bracis-33615 125 16 learning learning NOUN bracis-33615 125 17 - - PUNCT bracis-33615 125 18 based base VERB bracis-33615 125 19 model model NOUN bracis-33615 125 20 . . PUNCT bracis-33615 126 1 using use VERB bracis-33615 126 2 the the DET bracis-33615 126 3 latter latter ADJ bracis-33615 126 4 , , PUNCT bracis-33615 126 5 we we PRON bracis-33615 126 6 proceeded proceed VERB bracis-33615 126 7 to to PART bracis-33615 126 8 annotate annotate VERB bracis-33615 126 9 the the DET bracis-33615 126 10 data datum NOUN bracis-33615 126 11 generated generate VERB bracis-33615 126 12 during during ADP bracis-33615 126 13 the the DET bracis-33615 126 14 experiment experiment NOUN bracis-33615 126 15 . . PUNCT bracis-33615 127 1 subsequently subsequently ADV bracis-33615 127 2 , , PUNCT bracis-33615 127 3 we we PRON bracis-33615 127 4 analyzed analyze VERB bracis-33615 127 5 three three NUM bracis-33615 127 6 stages stage NOUN bracis-33615 127 7 : : PUNCT bracis-33615 127 8 pre pre ADJ bracis-33615 127 9 - - ADJ bracis-33615 127 10 processing processing ADJ bracis-33615 127 11 , , PUNCT bracis-33615 127 12 classification classification NOUN bracis-33615 127 13 , , PUNCT bracis-33615 127 14 and and CCONJ bracis-33615 127 15 evaluation evaluation NOUN bracis-33615 127 16 of of ADP bracis-33615 127 17 the the DET bracis-33615 127 18 data datum NOUN bracis-33615 127 19 . . PUNCT bracis-33615 128 1 in in ADP bracis-33615 128 2 data datum NOUN bracis-33615 128 3 preprocessing preprocessing NOUN bracis-33615 128 4 , , PUNCT bracis-33615 128 5 we we PRON bracis-33615 128 6 perform perform VERB bracis-33615 128 7 two two NUM bracis-33615 128 8 crucial crucial ADJ bracis-33615 128 9 tasks task NOUN bracis-33615 128 10 : : PUNCT bracis-33615 128 11 data datum NOUN bracis-33615 128 12 cleaning cleaning NOUN bracis-33615 128 13 and and CCONJ bracis-33615 128 14 data datum NOUN bracis-33615 128 15 transformation transformation NOUN bracis-33615 128 16 . . PUNCT bracis-33615 129 1 in in ADP bracis-33615 129 2 data datum NOUN bracis-33615 129 3 cleaning clean VERB bracis-33615 129 4 , , PUNCT bracis-33615 129 5 we we PRON bracis-33615 129 6 remove remove VERB bracis-33615 129 7 missing miss VERB bracis-33615 129 8 data datum NOUN bracis-33615 129 9 to to PART bracis-33615 129 10 avoid avoid VERB bracis-33615 129 11 inconsistencies inconsistency NOUN bracis-33615 129 12 and and CCONJ bracis-33615 129 13 errors error NOUN bracis-33615 129 14 during during ADP bracis-33615 129 15 analysis analysis NOUN bracis-33615 129 16 and and CCONJ bracis-33615 129 17 modeling modeling NOUN bracis-33615 129 18 . . PUNCT bracis-33615 130 1 in in ADP bracis-33615 130 2 data data NOUN bracis-33615 130 3 transformation transformation NOUN bracis-33615 130 4 , , PUNCT bracis-33615 130 5 we we PRON bracis-33615 130 6 apply apply VERB bracis-33615 130 7 normalization normalization NOUN bracis-33615 130 8 and and CCONJ bracis-33615 130 9 standardization standardization NOUN bracis-33615 130 10 . . PUNCT bracis-33615 131 1 in in ADP bracis-33615 131 2 normalization normalization NOUN bracis-33615 131 3 we we PRON bracis-33615 131 4 adjust adjust VERB bracis-33615 131 5 attribute attribute NOUN bracis-33615 131 6 values value NOUN bracis-33615 131 7 to to ADP bracis-33615 131 8 a a DET bracis-33615 131 9 common common ADJ bracis-33615 131 10 scale scale NOUN bracis-33615 131 11 , , PUNCT bracis-33615 131 12 generally generally ADV bracis-33615 131 13 between between ADP bracis-33615 131 14 0 0 NUM bracis-33615 131 15 and and CCONJ bracis-33615 131 16 1 1 NUM bracis-33615 131 17 , , PUNCT bracis-33615 131 18 allowing allow VERB bracis-33615 131 19 each each DET bracis-33615 131 20 attribute attribute NOUN bracis-33615 131 21 to to PART bracis-33615 131 22 contribute contribute VERB bracis-33615 131 23 equally equally ADV bracis-33615 131 24 to to ADP bracis-33615 131 25 the the DET bracis-33615 131 26 final final ADJ bracis-33615 131 27 result result NOUN bracis-33615 131 28 . . PUNCT bracis-33615 132 1 in in ADP bracis-33615 132 2 standardization standardization NOUN bracis-33615 132 3 , , PUNCT bracis-33615 132 4 we we PRON bracis-33615 132 5 adjust adjust VERB bracis-33615 132 6 the the DET bracis-33615 132 7 data datum NOUN bracis-33615 132 8 so so SCONJ bracis-33615 132 9 that that SCONJ bracis-33615 132 10 it it PRON bracis-33615 132 11 has have VERB bracis-33615 132 12 a a DET bracis-33615 132 13 mean mean NOUN bracis-33615 132 14 of of ADP bracis-33615 132 15 zero zero NUM bracis-33615 132 16 and and CCONJ bracis-33615 132 17 a a DET bracis-33615 132 18 standard standard ADJ bracis-33615 132 19 deviation deviation NOUN bracis-33615 132 20 of of ADP bracis-33615 132 21 one one NUM bracis-33615 132 22 , , PUNCT bracis-33615 132 23 useful useful ADJ bracis-33615 132 24 for for ADP bracis-33615 132 25 standardizing standardize VERB bracis-33615 132 26 deviations deviation NOUN bracis-33615 132 27 from from ADP bracis-33615 132 28 the the DET bracis-33615 132 29 mean mean NOUN bracis-33615 132 30 . . PUNCT bracis-33615 133 1 in in ADP bracis-33615 133 2 the the DET bracis-33615 133 3 classification classification NOUN bracis-33615 133 4 step step NOUN bracis-33615 133 5 , , PUNCT bracis-33615 133 6 we we PRON bracis-33615 133 7 use use VERB bracis-33615 133 8 a a DET bracis-33615 133 9 technique technique NOUN bracis-33615 133 10 called call VERB bracis-33615 133 11 15 15 NUM bracis-33615 133 12 - - ADJ bracis-33615 133 13 fold fold ADJ bracis-33615 133 14 cross cross NOUN bracis-33615 133 15 - - NOUN bracis-33615 133 16 validation validation NOUN bracis-33615 133 17 . . PUNCT bracis-33615 134 1 this this DET bracis-33615 134 2 method method NOUN bracis-33615 134 3 involves involve VERB bracis-33615 134 4 dividing divide VERB bracis-33615 134 5 the the DET bracis-33615 134 6 data datum NOUN bracis-33615 134 7 into into ADP bracis-33615 134 8 15 15 NUM bracis-33615 134 9 parts part NOUN bracis-33615 134 10 and and CCONJ bracis-33615 134 11 in in ADP bracis-33615 134 12 each each DET bracis-33615 134 13 iteration iteration NOUN bracis-33615 134 14 training train VERB bracis-33615 134 15 the the DET bracis-33615 134 16 model model NOUN bracis-33615 134 17 on on ADP bracis-33615 134 18 14 14 NUM bracis-33615 134 19 parts part NOUN bracis-33615 134 20 and and CCONJ bracis-33615 134 21 testing test VERB bracis-33615 134 22 it it PRON bracis-33615 134 23 on on ADP bracis-33615 134 24 the the DET bracis-33615 134 25 remaining remain VERB bracis-33615 134 26 part part NOUN bracis-33615 134 27 . . PUNCT bracis-33615 135 1 by by ADP bracis-33615 135 2 repeating repeat VERB bracis-33615 135 3 this this DET bracis-33615 135 4 process process NOUN bracis-33615 135 5 15 15 NUM bracis-33615 135 6 times time NOUN bracis-33615 135 7 , , PUNCT bracis-33615 135 8 we we PRON bracis-33615 135 9 increase increase VERB bracis-33615 135 10 the the DET bracis-33615 135 11 algorithm algorithm NOUN bracis-33615 135 12 ’s ’s PART bracis-33615 135 13 generalization generalization NOUN bracis-33615 135 14 capacity capacity NOUN bracis-33615 135 15 , , PUNCT bracis-33615 135 16 resulting result VERB bracis-33615 135 17 in in ADP bracis-33615 135 18 more more ADV bracis-33615 135 19 accurate accurate ADJ bracis-33615 135 20 predictions prediction NOUN bracis-33615 135 21 [ [ X bracis-33615 135 22 9 9 NUM bracis-33615 135 23 ] ] PUNCT bracis-33615 135 24 . . PUNCT bracis-33615 136 1 then then ADV bracis-33615 136 2 , , PUNCT bracis-33615 136 3 we we PRON bracis-33615 136 4 applied apply VERB bracis-33615 136 5 three three NUM bracis-33615 136 6 algorithms algorithm NOUN bracis-33615 136 7 : : PUNCT bracis-33615 136 8 decision decision NOUN bracis-33615 136 9 tree tree NOUN bracis-33615 136 10 , , PUNCT bracis-33615 136 11 k k NOUN bracis-33615 136 12 - - PUNCT bracis-33615 136 13 nearest near ADJ bracis-33615 136 14 neighbors neighbor NOUN bracis-33615 136 15 ( ( PUNCT bracis-33615 136 16 knn knn PROPN bracis-33615 136 17 ) ) PUNCT bracis-33615 136 18 and and CCONJ bracis-33615 136 19 neural neural ADJ bracis-33615 136 20 networks network NOUN bracis-33615 136 21 using use VERB bracis-33615 136 22 the the DET bracis-33615 136 23 multi multi ADJ bracis-33615 136 24 - - ADJ bracis-33615 136 25 layer layer ADJ bracis-33615 136 26 perceptron perceptron NOUN bracis-33615 136 27 ( ( PUNCT bracis-33615 136 28 mlp mlp PROPN bracis-33615 136 29 ) ) PUNCT bracis-33615 137 1 [ [ X bracis-33615 137 2 10 10 NUM bracis-33615 137 3 ] ] PUNCT bracis-33615 137 4 . . PUNCT bracis-33615 138 1 this this DET bracis-33615 138 2 selection selection NOUN bracis-33615 138 3 was be AUX bracis-33615 138 4 based base VERB bracis-33615 138 5 on on ADP bracis-33615 138 6 previous previous ADJ bracis-33615 138 7 studies study NOUN bracis-33615 138 8 [ [ X bracis-33615 138 9 3 3 NUM bracis-33615 138 10 ] ] PUNCT bracis-33615 138 11 . . PUNCT bracis-33615 139 1 the the DET bracis-33615 139 2 implementation implementation NOUN bracis-33615 139 3 was be AUX bracis-33615 139 4 carried carry VERB bracis-33615 139 5 out out ADP bracis-33615 139 6 with with ADP bracis-33615 139 7 the the DET bracis-33615 139 8 scikit scikit NOUN bracis-33615 139 9 - - PUNCT bracis-33615 139 10 learnfootnote learnfootnote NOUN bracis-33615 139 11 2 2 NUM bracis-33615 139 12 library library NOUN bracis-33615 139 13 , , PUNCT bracis-33615 139 14 configuring configure VERB bracis-33615 139 15 the the DET bracis-33615 139 16 decision decision NOUN bracis-33615 139 17 tree tree NOUN bracis-33615 139 18 with with ADP bracis-33615 139 19 the the DET bracis-33615 139 20 cart cart NOUN bracis-33615 139 21 algorithm algorithm NOUN bracis-33615 139 22 , , PUNCT bracis-33615 139 23 the the DET bracis-33615 139 24 knn knn NOUN bracis-33615 139 25 with with ADP bracis-33615 139 26 3 3 NUM bracis-33615 139 27 neighbors neighbor NOUN bracis-33615 139 28 and and CCONJ bracis-33615 139 29 the the DET bracis-33615 139 30 neural neural ADJ bracis-33615 139 31 network network NOUN bracis-33615 139 32 with with ADP bracis-33615 139 33 mlp mlp PROPN bracis-33615 139 34 . . PUNCT bracis-33615 140 1 in in ADP bracis-33615 140 2 the the DET bracis-33615 140 3 evaluation evaluation NOUN bracis-33615 140 4 stage stage NOUN bracis-33615 140 5 , , PUNCT bracis-33615 140 6 we we PRON bracis-33615 140 7 analyze analyze VERB bracis-33615 140 8 the the DET bracis-33615 140 9 performance performance NOUN bracis-33615 140 10 of of ADP bracis-33615 140 11 each each DET bracis-33615 140 12 algorithm algorithm NOUN bracis-33615 140 13 on on ADP bracis-33615 140 14 the the DET bracis-33615 140 15 training training NOUN bracis-33615 140 16 and and CCONJ bracis-33615 140 17 testing testing NOUN bracis-33615 140 18 subsets subset NOUN bracis-33615 140 19 . . PUNCT bracis-33615 141 1 we we PRON bracis-33615 141 2 used use VERB bracis-33615 141 3 six six NUM bracis-33615 141 4 metrics metric NOUN bracis-33615 141 5 : : PUNCT bracis-33615 141 6 area area NOUN bracis-33615 141 7 under under ADP bracis-33615 141 8 the the DET bracis-33615 141 9 roc roc PROPN bracis-33615 141 10 curve curve NOUN bracis-33615 141 11 ( ( PUNCT bracis-33615 141 12 auc auc NOUN bracis-33615 141 13 ) ) PUNCT bracis-33615 141 14 , , PUNCT bracis-33615 141 15 accuracy accuracy NOUN bracis-33615 141 16 , , PUNCT bracis-33615 141 17 precision precision NOUN bracis-33615 141 18 , , PUNCT bracis-33615 141 19 recall recall NOUN bracis-33615 141 20 , , PUNCT bracis-33615 141 21 f1 f1 NOUN bracis-33615 141 22 and and CCONJ bracis-33615 141 23 kappa kappa NOUN bracis-33615 141 24 , , PUNCT bracis-33615 141 25 with with ADP bracis-33615 141 26 a a DET bracis-33615 141 27 significance significance NOUN bracis-33615 141 28 level level NOUN bracis-33615 141 29 of of ADP bracis-33615 141 30 \(p \(p NOUN bracis-33615 141 31 - - PUNCT bracis-33615 141 32 value value NOUN bracis-33615 141 33 < < X bracis-33615 141 34 0.05\ 0.05\ PROPN bracis-33615 141 35 ) ) PUNCT bracis-33615 141 36 . . PUNCT bracis-33615 142 1 auc auc PROPN bracis-33615 142 2 evaluates evaluate VERB bracis-33615 142 3 the the DET bracis-33615 142 4 model model NOUN bracis-33615 142 5 ’s ’s PART bracis-33615 142 6 ability ability NOUN bracis-33615 142 7 to to PART bracis-33615 142 8 perform perform VERB bracis-33615 142 9 accurate accurate ADJ bracis-33615 142 10 classifications classification NOUN bracis-33615 142 11 . . PUNCT bracis-33615 143 1 precision precision NOUN bracis-33615 143 2 , , PUNCT bracis-33615 143 3 recall recall NOUN bracis-33615 143 4 , , PUNCT bracis-33615 143 5 and and CCONJ bracis-33615 143 6 f1 f1 NOUN bracis-33615 143 7 provide provide VERB bracis-33615 143 8 a a DET bracis-33615 143 9 complete complete ADJ bracis-33615 143 10 view view NOUN bracis-33615 143 11 of of ADP bracis-33615 143 12 performance performance NOUN bracis-33615 143 13 , , PUNCT bracis-33615 143 14 while while SCONJ bracis-33615 143 15 kappa kappa ADJ bracis-33615 143 16 checks check NOUN bracis-33615 143 17 whether whether SCONJ bracis-33615 143 18 the the DET bracis-33615 143 19 model model NOUN bracis-33615 143 20 determines determine VERB bracis-33615 143 21 the the DET bracis-33615 143 22 correct correct ADJ bracis-33615 143 23 sequences sequence NOUN bracis-33615 143 24 for for ADP bracis-33615 143 25 reasons reason NOUN bracis-33615 143 26 that that PRON bracis-33615 143 27 are be AUX bracis-33615 143 28 not not PART bracis-33615 143 29 based base VERB bracis-33615 143 30 on on ADP bracis-33615 143 31 chance chance NOUN bracis-33615 143 32 . . PUNCT bracis-33615 144 1 4 4 NUM bracis-33615 144 2 results result NOUN bracis-33615 144 3 and and CCONJ bracis-33615 144 4     SPACE bracis-33615 144 5 discussion discussion NOUN bracis-33615 144 6 table table NOUN bracis-33615 144 7 2 2 NUM bracis-33615 144 8 . . PUNCT bracis-33615 144 9 gaming game VERB bracis-33615 144 10 the the DET bracis-33615 144 11 system system NOUN bracis-33615 144 12 interpretationsfull interpretationsfull ADJ bracis-33615 144 13 size size NOUN bracis-33615 144 14 table table NOUN bracis-33615 144 15 table table NOUN bracis-33615 144 16 3 3 NUM bracis-33615 144 17 . . PUNCT bracis-33615 144 18 gaming game VERB bracis-33615 144 19 the the DET bracis-33615 144 20 system system NOUN bracis-33615 144 21 patternsfull patternsfull NOUN bracis-33615 144 22 size size NOUN bracis-33615 144 23 table table NOUN bracis-33615 144 24 4.1 4.1 NUM bracis-33615 144 25 model model NOUN bracis-33615 144 26 based base VERB bracis-33615 144 27 on on ADP bracis-33615 144 28     SPACE bracis-33615 144 29 knowledge knowledge NOUN bracis-33615 144 30 engineering engineering NOUN bracis-33615 144 31 similar similar ADJ bracis-33615 144 32 to to ADP bracis-33615 144 33 the the DET bracis-33615 144 34 model model NOUN bracis-33615 144 35 proposed propose VERB bracis-33615 144 36 in in ADP bracis-33615 144 37 the the DET bracis-33615 144 38 previous previous ADJ bracis-33615 144 39 work work NOUN bracis-33615 144 40 [ [ X bracis-33615 144 41 21 21 NUM bracis-33615 144 42 ] ] PUNCT bracis-33615 144 43 , , PUNCT bracis-33615 144 44 our our PRON bracis-33615 144 45 cognitive cognitive ADJ bracis-33615 144 46 study study NOUN bracis-33615 144 47 of of ADP bracis-33615 144 48 identifying identify VERB bracis-33615 144 49 gaming gaming NOUN bracis-33615 144 50 behavior behavior NOUN bracis-33615 144 51 can can AUX bracis-33615 144 52 be be AUX bracis-33615 144 53 subdivided subdivide VERB bracis-33615 144 54 into into ADP bracis-33615 144 55 two two NUM bracis-33615 144 56 parts part NOUN bracis-33615 144 57 : : PUNCT bracis-33615 144 58 interpretation interpretation NOUN bracis-33615 144 59 of of ADP bracis-33615 144 60 student student NOUN bracis-33615 144 61 actions action NOUN bracis-33615 144 62 and and CCONJ bracis-33615 144 63 identification identification NOUN bracis-33615 144 64 of of ADP bracis-33615 144 65 game game NOUN bracis-33615 144 66 patterns pattern NOUN bracis-33615 144 67 . . PUNCT bracis-33615 145 1 although although SCONJ bracis-33615 145 2 these these DET bracis-33615 145 3 two two NUM bracis-33615 145 4 parts part NOUN bracis-33615 145 5 are be AUX bracis-33615 145 6 normally normally ADV bracis-33615 145 7 performed perform VERB bracis-33615 145 8 simultaneously simultaneously ADV bracis-33615 145 9 by by ADP bracis-33615 145 10 the the DET bracis-33615 145 11 specialist specialist NOUN bracis-33615 145 12 , , PUNCT bracis-33615 145 13 the the DET bracis-33615 145 14 cognitive cognitive ADJ bracis-33615 145 15 model model NOUN bracis-33615 145 16 is be AUX bracis-33615 145 17 capable capable ADJ bracis-33615 145 18 of of ADP bracis-33615 145 19 executing execute VERB bracis-33615 145 20 them they PRON bracis-33615 145 21 separately separately ADV bracis-33615 145 22 without without ADP bracis-33615 145 23 compromising compromise VERB bracis-33615 145 24 the the DET bracis-33615 145 25 integrity integrity NOUN bracis-33615 145 26 of of ADP bracis-33615 145 27 the the DET bracis-33615 145 28 process process NOUN bracis-33615 145 29 . . PUNCT bracis-33615 146 1 interpreting interpret VERB bracis-33615 146 2 student student NOUN bracis-33615 146 3 actions action NOUN bracis-33615 146 4 . . PUNCT bracis-33615 147 1 according accord VERB bracis-33615 147 2 to to ADP bracis-33615 147 3 the the DET bracis-33615 147 4 functionalities functionality NOUN bracis-33615 147 5 presented present VERB bracis-33615 147 6 in in ADP bracis-33615 147 7 the the DET bracis-33615 147 8 ada ada PROPN bracis-33615 147 9 environment environment PROPN bracis-33615 147 10 , , PUNCT bracis-33615 147 11 as as SCONJ bracis-33615 147 12 detailed detailed ADJ bracis-33615 147 13 in in ADP bracis-33615 147 14 the the DET bracis-33615 147 15 3.1 3.1 NUM bracis-33615 147 16 section section NOUN bracis-33615 147 17 , , PUNCT bracis-33615 147 18 students student NOUN bracis-33615 147 19 can can AUX bracis-33615 147 20 request request VERB bracis-33615 147 21 help help NOUN bracis-33615 147 22 at at ADP bracis-33615 147 23 various various ADJ bracis-33615 147 24 levels level NOUN bracis-33615 147 25 and and CCONJ bracis-33615 147 26 submit submit VERB bracis-33615 147 27 their their PRON bracis-33615 147 28 solutions solution NOUN bracis-33615 147 29 to to ADP bracis-33615 147 30 a a DET bracis-33615 147 31 problem problem NOUN bracis-33615 147 32 in in ADP bracis-33615 147 33 two two NUM bracis-33615 147 34 stages stage NOUN bracis-33615 147 35 : : PUNCT bracis-33615 147 36 partial partial ADJ bracis-33615 147 37 solution solution NOUN bracis-33615 147 38 and and CCONJ bracis-33615 147 39 full full ADJ bracis-33615 147 40 solution solution NOUN bracis-33615 147 41 . . PUNCT bracis-33615 148 1 the the DET bracis-33615 148 2 partial partial ADJ bracis-33615 148 3 solution solution NOUN bracis-33615 148 4 involves involve VERB bracis-33615 148 5 a a DET bracis-33615 148 6 multiple multiple ADJ bracis-33615 148 7 - - PUNCT bracis-33615 148 8 choice choice NOUN bracis-33615 148 9 activity activity NOUN bracis-33615 148 10 , , PUNCT bracis-33615 148 11 while while SCONJ bracis-33615 148 12 the the DET bracis-33615 148 13 full full ADJ bracis-33615 148 14 solution solution NOUN bracis-33615 148 15 is be AUX bracis-33615 148 16 presented present VERB bracis-33615 148 17 in in ADP bracis-33615 148 18 code code NOUN bracis-33615 148 19 form form NOUN bracis-33615 148 20 . . PUNCT bracis-33615 149 1 to to PART bracis-33615 149 2 create create VERB bracis-33615 149 3 text text NOUN bracis-33615 149 4 replays replay NOUN bracis-33615 149 5 , , PUNCT bracis-33615 149 6 the the DET bracis-33615 149 7 specialist specialist NOUN bracis-33615 149 8 begins begin VERB bracis-33615 149 9 by by ADP bracis-33615 149 10 observing observe VERB bracis-33615 149 11 the the DET bracis-33615 149 12 pauses pause NOUN bracis-33615 149 13 between between ADP bracis-33615 149 14 each each DET bracis-33615 149 15 student student NOUN bracis-33615 149 16 ’s ’s PART bracis-33615 149 17 actions action NOUN bracis-33615 149 18 in in ADP bracis-33615 149 19 the the DET bracis-33615 149 20 environment environment NOUN bracis-33615 149 21 , , PUNCT bracis-33615 149 22 building build VERB bracis-33615 149 23 a a DET bracis-33615 149 24 probable probable ADJ bracis-33615 149 25 interpretation interpretation NOUN bracis-33615 149 26 of of ADP bracis-33615 149 27 the the DET bracis-33615 149 28 student student NOUN bracis-33615 149 29 ’s ’s PART bracis-33615 149 30 mental mental ADJ bracis-33615 149 31 process process NOUN bracis-33615 149 32 . . PUNCT bracis-33615 150 1 in in ADP bracis-33615 150 2 table table NOUN bracis-33615 150 3     SPACE bracis-33615 150 4 2 2 NUM bracis-33615 150 5 , , PUNCT bracis-33615 150 6 we we PRON bracis-33615 150 7 offer offer VERB bracis-33615 150 8 a a DET bracis-33615 150 9 list list NOUN bracis-33615 150 10 and and CCONJ bracis-33615 150 11 description description NOUN bracis-33615 150 12 of of ADP bracis-33615 150 13 the the DET bracis-33615 150 14 elements element NOUN bracis-33615 150 15 of of ADP bracis-33615 150 16 student student NOUN bracis-33615 150 17 behaviors behavior NOUN bracis-33615 150 18 identified identify VERB bracis-33615 150 19 during during ADP bracis-33615 150 20 the the DET bracis-33615 150 21 knowledge knowledge NOUN bracis-33615 150 22 elicitation elicitation NOUN bracis-33615 150 23 process process NOUN bracis-33615 150 24 with with ADP bracis-33615 150 25 the the DET bracis-33615 150 26 expert expert NOUN bracis-33615 150 27 , , PUNCT bracis-33615 150 28 in in ADP bracis-33615 150 29 line line NOUN bracis-33615 150 30 with with ADP bracis-33615 150 31 the the DET bracis-33615 150 32 findings finding NOUN bracis-33615 150 33 of of ADP bracis-33615 150 34 previous previous ADJ bracis-33615 150 35 work work NOUN bracis-33615 150 36 [ [ X bracis-33615 150 37 21 21 NUM bracis-33615 150 38 ] ] PUNCT bracis-33615 150 39 . . PUNCT bracis-33615 151 1 the the DET bracis-33615 151 2 length length NOUN bracis-33615 151 3 of of ADP bracis-33615 151 4 pauses pause NOUN bracis-33615 151 5 before before ADP bracis-33615 151 6 asking ask VERB bracis-33615 151 7 for for ADP bracis-33615 151 8 help help NOUN bracis-33615 151 9 can can AUX bracis-33615 151 10 indicate indicate VERB bracis-33615 151 11 whether whether SCONJ bracis-33615 151 12 the the DET bracis-33615 151 13 student student NOUN bracis-33615 151 14 took take VERB bracis-33615 151 15 time time NOUN bracis-33615 151 16 to to PART bracis-33615 151 17 think think VERB bracis-33615 151 18 about about ADP bracis-33615 151 19 the the DET bracis-33615 151 20 problem problem NOUN bracis-33615 151 21 before before ADP bracis-33615 151 22 seeking seek VERB bracis-33615 151 23 assistance assistance NOUN bracis-33615 151 24 . . PUNCT bracis-33615 152 1 likewise likewise ADV bracis-33615 152 2 , , PUNCT bracis-33615 152 3 the the DET bracis-33615 152 4 length length NOUN bracis-33615 152 5 of of ADP bracis-33615 152 6 the the DET bracis-33615 152 7 pause pause NOUN bracis-33615 152 8 after after ADP bracis-33615 152 9 receiving receive VERB bracis-33615 152 10 help help NOUN bracis-33615 152 11 indicates indicate VERB bracis-33615 152 12 whether whether SCONJ bracis-33615 152 13 the the DET bracis-33615 152 14 student student NOUN bracis-33615 152 15 took take VERB bracis-33615 152 16 time time NOUN bracis-33615 152 17 to to PART bracis-33615 152 18 read read VERB bracis-33615 152 19 the the DET bracis-33615 152 20 help help NOUN bracis-33615 152 21 message message NOUN bracis-33615 152 22 , , PUNCT bracis-33615 152 23 whether whether SCONJ bracis-33615 152 24 they they PRON bracis-33615 152 25 were be AUX bracis-33615 152 26 scanning scan VERB bracis-33615 152 27 the the DET bracis-33615 152 28 help help NOUN bracis-33615 152 29 message message NOUN bracis-33615 152 30 for for ADP bracis-33615 152 31 specific specific ADJ bracis-33615 152 32 information information NOUN bracis-33615 152 33 , , PUNCT bracis-33615 152 34 or or CCONJ bracis-33615 152 35 whether whether SCONJ bracis-33615 152 36 they they PRON bracis-33615 152 37 were be AUX bracis-33615 152 38 expressing express VERB bracis-33615 152 39 the the DET bracis-33615 152 40 att2 att2 PROPN bracis-33615 152 41 or or CCONJ bracis-33615 152 42 att3 att3 NOUN bracis-33615 152 43 attitudes attitude NOUN bracis-33615 152 44 in in ADP bracis-33615 152 45 table table NOUN bracis-33615 152 46     SPACE bracis-33615 152 47 1 1 NUM bracis-33615 152 48 . . PUNCT bracis-33615 153 1 the the DET bracis-33615 153 2 pauses pause NOUN bracis-33615 153 3 before before ADP bracis-33615 153 4 trying try VERB bracis-33615 153 5 each each DET bracis-33615 153 6 alternative alternative NOUN bracis-33615 153 7 may may AUX bracis-33615 153 8 indicate indicate VERB bracis-33615 153 9 whether whether SCONJ bracis-33615 153 10 the the DET bracis-33615 153 11 student student NOUN bracis-33615 153 12 took take VERB bracis-33615 153 13 time time NOUN bracis-33615 153 14 to to PART bracis-33615 153 15 reflect reflect VERB bracis-33615 153 16 before before ADP bracis-33615 153 17 choosing choose VERB bracis-33615 153 18 another another DET bracis-33615 153 19 option option NOUN bracis-33615 153 20 , , PUNCT bracis-33615 153 21 or or CCONJ bracis-33615 153 22 whether whether SCONJ bracis-33615 153 23 he he PRON bracis-33615 153 24 was be AUX bracis-33615 153 25 expressing express VERB bracis-33615 153 26 the the DET bracis-33615 153 27 att1 att1 NOUN bracis-33615 153 28 attitude attitude NOUN bracis-33615 153 29 from from ADP bracis-33615 153 30 table table NOUN bracis-33615 153 31     SPACE bracis-33615 153 32 1 1 NUM bracis-33615 153 33 . . PUNCT bracis-33615 153 34 when when SCONJ bracis-33615 153 35 a a DET bracis-33615 153 36 partial partial ADJ bracis-33615 153 37 submission submission NOUN bracis-33615 153 38 is be AUX bracis-33615 153 39 considered consider VERB bracis-33615 153 40 incorrect incorrect ADJ bracis-33615 153 41 , , PUNCT bracis-33615 153 42 the the DET bracis-33615 153 43 presence presence NOUN bracis-33615 153 44 of of ADP bracis-33615 153 45 a a DET bracis-33615 153 46 pause pause NOUN bracis-33615 153 47 after after SCONJ bracis-33615 153 48 this this DET bracis-33615 153 49 action action NOUN bracis-33615 153 50 suggests suggest VERB bracis-33615 153 51 that that SCONJ bracis-33615 153 52 the the DET bracis-33615 153 53 student student NOUN bracis-33615 153 54 is be AUX bracis-33615 153 55 reflecting reflect VERB bracis-33615 153 56 on on ADP bracis-33615 153 57 the the DET bracis-33615 153 58 error error NOUN bracis-33615 153 59 made make VERB bracis-33615 153 60 . . PUNCT bracis-33615 154 1 given give VERB bracis-33615 154 2 that that SCONJ bracis-33615 154 3 this this DET bracis-33615 154 4 type type NOUN bracis-33615 154 5 of of ADP bracis-33615 154 6 action action NOUN bracis-33615 154 7 often often ADV bracis-33615 154 8 involves involve VERB bracis-33615 154 9 expected expect VERB bracis-33615 154 10 errors error NOUN bracis-33615 154 11 , , PUNCT bracis-33615 154 12 a a DET bracis-33615 154 13 prolonged prolong VERB bracis-33615 154 14 pause pause NOUN bracis-33615 154 15 before before ADP bracis-33615 154 16 the the DET bracis-33615 154 17 mistake mistake NOUN bracis-33615 154 18 usually usually ADV bracis-33615 154 19 indicates indicate VERB bracis-33615 154 20 a a DET bracis-33615 154 21 sincere sincere ADJ bracis-33615 154 22 , , PUNCT bracis-33615 154 23 albeit albeit ADV bracis-33615 154 24 unsuccessful unsuccessful ADJ bracis-33615 154 25 , , PUNCT bracis-33615 154 26 attempt attempt NOUN bracis-33615 154 27 to to PART bracis-33615 154 28 resolve resolve VERB bracis-33615 154 29 the the DET bracis-33615 154 30 problem problem NOUN bracis-33615 154 31 . . PUNCT bracis-33615 155 1 in in ADP bracis-33615 155 2 contrast contrast NOUN bracis-33615 155 3 , , PUNCT bracis-33615 155 4 a a DET bracis-33615 155 5 short short ADJ bracis-33615 155 6 pause pause NOUN bracis-33615 155 7 often often ADV bracis-33615 155 8 indicates indicate VERB bracis-33615 155 9 that that SCONJ bracis-33615 155 10 students student NOUN bracis-33615 155 11 are be AUX bracis-33615 155 12 trying try VERB bracis-33615 155 13 to to PART bracis-33615 155 14 guess guess VERB bracis-33615 155 15 the the DET bracis-33615 155 16 answer answer NOUN bracis-33615 155 17 by by ADP bracis-33615 155 18 submitting submit VERB bracis-33615 155 19 several several ADJ bracis-33615 155 20 partial partial ADJ bracis-33615 155 21 solutions solution NOUN bracis-33615 155 22 to to ADP bracis-33615 155 23 the the DET bracis-33615 155 24 problem problem NOUN bracis-33615 155 25 . . PUNCT bracis-33615 156 1 additionally additionally ADV bracis-33615 156 2 , , PUNCT bracis-33615 156 3 when when SCONJ bracis-33615 156 4 a a DET bracis-33615 156 5 student student NOUN bracis-33615 156 6 makes make VERB bracis-33615 156 7 some some DET bracis-33615 156 8 mistakes mistake NOUN bracis-33615 156 9 by by ADP bracis-33615 156 10 submitting submit VERB bracis-33615 156 11 incorrect incorrect ADJ bracis-33615 156 12 alternatives alternative NOUN bracis-33615 156 13 , , PUNCT bracis-33615 156 14 he he PRON bracis-33615 156 15 or or CCONJ bracis-33615 156 16 she she PRON bracis-33615 156 17 may may AUX bracis-33615 156 18 exit exit VERB bracis-33615 156 19 the the DET bracis-33615 156 20 problem problem NOUN bracis-33615 156 21 , , PUNCT bracis-33615 156 22 quickly quickly ADV bracis-33615 156 23 select select VERB bracis-33615 156 24 another another DET bracis-33615 156 25 problem problem NOUN bracis-33615 156 26 , , PUNCT bracis-33615 156 27 and and CCONJ bracis-33615 156 28 then then ADV bracis-33615 156 29 return return VERB bracis-33615 156 30 to to ADP bracis-33615 156 31 the the DET bracis-33615 156 32 original original ADJ bracis-33615 156 33 problem problem NOUN bracis-33615 156 34 to to PART bracis-33615 156 35 submit submit VERB bracis-33615 156 36 the the DET bracis-33615 156 37 correct correct ADJ bracis-33615 156 38 answer answer NOUN bracis-33615 156 39 , , PUNCT bracis-33615 156 40 which which PRON bracis-33615 156 41 may may AUX bracis-33615 156 42 manifest manifest VERB bracis-33615 156 43 the the DET bracis-33615 156 44 att4 att4 PROPN bracis-33615 156 45 attitude attitude NOUN bracis-33615 156 46 . . PUNCT bracis-33615 157 1 as as ADP bracis-33615 157 2 for for ADP bracis-33615 157 3 the the DET bracis-33615 157 4 total total ADJ bracis-33615 157 5 solution solution NOUN bracis-33615 157 6 , , PUNCT bracis-33615 157 7 if if SCONJ bracis-33615 157 8 the the DET bracis-33615 157 9 student student NOUN bracis-33615 157 10 makes make VERB bracis-33615 157 11 an an DET bracis-33615 157 12 empty empty ADJ bracis-33615 157 13 submission submission NOUN bracis-33615 157 14 or or CCONJ bracis-33615 157 15 presents present VERB bracis-33615 157 16 useless useless ADJ bracis-33615 157 17 code code NOUN bracis-33615 157 18 for for ADP bracis-33615 157 19 the the DET bracis-33615 157 20 proposed propose VERB bracis-33615 157 21 problem problem NOUN bracis-33615 157 22 , , PUNCT bracis-33615 157 23 it it PRON bracis-33615 157 24 is be AUX bracis-33615 157 25 an an DET bracis-33615 157 26 indication indication NOUN bracis-33615 157 27 that that SCONJ bracis-33615 157 28 he he PRON bracis-33615 157 29 may may AUX bracis-33615 157 30 be be AUX bracis-33615 157 31 expressing express VERB bracis-33615 157 32 the the DET bracis-33615 157 33 att5 att5 PROPN bracis-33615 157 34 attitude attitude NOUN bracis-33615 157 35 . . PUNCT bracis-33615 158 1 identifying identify VERB bracis-33615 158 2 “ " PUNCT bracis-33615 158 3 gaming game VERB bracis-33615 158 4 the the DET bracis-33615 158 5 system system NOUN bracis-33615 158 6 ” " PUNCT bracis-33615 158 7 patterns pattern NOUN bracis-33615 158 8 . . PUNCT bracis-33615 159 1 when when SCONJ bracis-33615 159 2 identifying identify VERB bracis-33615 159 3 potential potential ADJ bracis-33615 159 4 student student NOUN bracis-33615 159 5 actions action NOUN bracis-33615 159 6 when when SCONJ bracis-33615 159 7 interacting interact VERB bracis-33615 159 8 with with ADP bracis-33615 159 9 the the DET bracis-33615 159 10 environment environment NOUN bracis-33615 159 11 , , PUNCT bracis-33615 159 12 whether whether SCONJ bracis-33615 159 13 related relate VERB bracis-33615 159 14 to to ADP bracis-33615 159 15 the the DET bracis-33615 159 16 manifestation manifestation NOUN bracis-33615 159 17 of of ADP bracis-33615 159 18 “ " PUNCT bracis-33615 159 19 gaming game VERB bracis-33615 159 20 the the DET bracis-33615 159 21 system system NOUN bracis-33615 159 22 ” " PUNCT bracis-33615 159 23 attitudes attitude NOUN bracis-33615 159 24 or or CCONJ bracis-33615 159 25 not not PART bracis-33615 159 26 , , PUNCT bracis-33615 159 27 it it PRON bracis-33615 159 28 is be AUX bracis-33615 159 29 crucial crucial ADJ bracis-33615 159 30 to to AUX bracis-33615 159 31 reference reference NOUN bracis-33615 159 32 table table NOUN bracis-33615 159 33     SPACE bracis-33615 159 34 2 2 NUM bracis-33615 159 35 . . PUNCT bracis-33615 160 1 in in ADP bracis-33615 160 2 this this DET bracis-33615 160 3 table table NOUN bracis-33615 160 4 , , PUNCT bracis-33615 160 5 interpretations interpretation NOUN bracis-33615 160 6 of of ADP bracis-33615 160 7 the the DET bracis-33615 160 8 student student NOUN bracis-33615 160 9 ’s ’s PART bracis-33615 160 10 individual individual ADJ bracis-33615 160 11 actions action NOUN bracis-33615 160 12 are be AUX bracis-33615 160 13 described describe VERB bracis-33615 160 14 , , PUNCT bracis-33615 160 15 but but CCONJ bracis-33615 160 16 it it PRON bracis-33615 160 17 is be AUX bracis-33615 160 18 essential essential ADJ bracis-33615 160 19 to to PART bracis-33615 160 20 understand understand VERB bracis-33615 160 21 that that SCONJ bracis-33615 160 22 analyzing analyze VERB bracis-33615 160 23 each each DET bracis-33615 160 24 action action NOUN bracis-33615 160 25 in in ADP bracis-33615 160 26 isolation isolation NOUN bracis-33615 160 27 is be AUX bracis-33615 160 28 not not PART bracis-33615 160 29 enough enough ADJ bracis-33615 160 30 to to PART bracis-33615 160 31 determine determine VERB bracis-33615 160 32 whether whether SCONJ bracis-33615 160 33 the the DET bracis-33615 160 34 student student NOUN bracis-33615 160 35 is be AUX bracis-33615 160 36 cheating cheat VERB bracis-33615 160 37 the the DET bracis-33615 160 38 system system NOUN bracis-33615 160 39 . . PUNCT bracis-33615 161 1 therefore therefore ADV bracis-33615 161 2 , , PUNCT bracis-33615 161 3 it it PRON bracis-33615 161 4 is be AUX bracis-33615 161 5 necessary necessary ADJ bracis-33615 161 6 to to PART bracis-33615 161 7 find find VERB bracis-33615 161 8 patterns pattern NOUN bracis-33615 161 9 of of ADP bracis-33615 161 10 actions action NOUN bracis-33615 161 11 that that PRON bracis-33615 161 12 serve serve VERB bracis-33615 161 13 as as ADP bracis-33615 161 14 robust robust ADJ bracis-33615 161 15 evidence evidence NOUN bracis-33615 161 16 of of ADP bracis-33615 161 17 such such ADJ bracis-33615 161 18 behavior behavior NOUN bracis-33615 161 19 . . PUNCT bracis-33615 162 1 in in ADP bracis-33615 162 2 table table NOUN bracis-33615 162 3     SPACE bracis-33615 162 4 3 3 NUM bracis-33615 162 5 , , PUNCT bracis-33615 162 6 we we PRON bracis-33615 162 7 present present VERB bracis-33615 162 8 the the DET bracis-33615 162 9 patterns pattern NOUN bracis-33615 162 10 identified identify VERB bracis-33615 162 11 during during ADP bracis-33615 162 12 the the DET bracis-33615 162 13 knowledge knowledge NOUN bracis-33615 162 14 discovery discovery NOUN bracis-33615 162 15 process process NOUN bracis-33615 162 16 , , PUNCT bracis-33615 162 17 in in ADP bracis-33615 162 18 collaboration collaboration NOUN bracis-33615 162 19 with with ADP bracis-33615 162 20 experts expert NOUN bracis-33615 162 21 in in ADP bracis-33615 162 22 the the DET bracis-33615 162 23 field field NOUN bracis-33615 162 24 . . PUNCT bracis-33615 163 1 in in ADP bracis-33615 163 2 the the DET bracis-33615 163 3 first first ADJ bracis-33615 163 4 column column NOUN bracis-33615 163 5 of of ADP bracis-33615 163 6 table table NOUN bracis-33615 163 7     SPACE bracis-33615 163 8 3 3 NUM bracis-33615 163 9 , , PUNCT bracis-33615 163 10 we we PRON bracis-33615 163 11 assign assign VERB bracis-33615 163 12 a a DET bracis-33615 163 13 tag tag NOUN bracis-33615 163 14 to to ADP bracis-33615 163 15 each each DET bracis-33615 163 16 identified identify VERB bracis-33615 163 17 pattern pattern NOUN bracis-33615 163 18 . . PUNCT bracis-33615 164 1 in in ADP bracis-33615 164 2 the the DET bracis-33615 164 3 second second ADJ bracis-33615 164 4 column column NOUN bracis-33615 164 5 , , PUNCT bracis-33615 164 6 we we PRON bracis-33615 164 7 describe describe VERB bracis-33615 164 8 the the DET bracis-33615 164 9 rules rule NOUN bracis-33615 164 10 derived derive VERB bracis-33615 164 11 based base VERB bracis-33615 164 12 on on ADP bracis-33615 164 13 the the DET bracis-33615 164 14 interpretations interpretation NOUN bracis-33615 164 15 of of ADP bracis-33615 164 16 table table NOUN bracis-33615 164 17     SPACE bracis-33615 164 18 2 2 NUM bracis-33615 164 19 . . PUNCT bracis-33615 165 1 finally finally ADV bracis-33615 165 2 , , PUNCT bracis-33615 165 3 in in ADP bracis-33615 165 4 the the DET bracis-33615 165 5 third third ADJ bracis-33615 165 6 column column NOUN bracis-33615 165 7 , , PUNCT bracis-33615 165 8 we we PRON bracis-33615 165 9 relate relate VERB bracis-33615 165 10 each each DET bracis-33615 165 11 rule rule NOUN bracis-33615 165 12 to to ADP bracis-33615 165 13 a a DET bracis-33615 165 14 possible possible ADJ bracis-33615 165 15 student student NOUN bracis-33615 165 16 attitude attitude NOUN bracis-33615 165 17 during during ADP bracis-33615 165 18 interaction interaction NOUN bracis-33615 165 19 with with ADP bracis-33615 165 20 the the DET bracis-33615 165 21 environment environment NOUN bracis-33615 165 22 . . PUNCT bracis-33615 166 1 each each DET bracis-33615 166 2 pattern pattern NOUN bracis-33615 166 3 can can AUX bracis-33615 166 4 be be AUX bracis-33615 166 5 represented represent VERB bracis-33615 166 6 by by ADP bracis-33615 166 7 the the DET bracis-33615 166 8 eq eq PROPN bracis-33615 166 9 . . PUNCT bracis-33615 166 10     SPACE bracis-33615 167 1 1 1 NUM bracis-33615 167 2 , , PUNCT bracis-33615 167 3 where where SCONJ bracis-33615 167 4 a a DET bracis-33615 167 5 pattern pattern NOUN bracis-33615 167 6 is be AUX bracis-33615 167 7 composed compose VERB bracis-33615 167 8 of of ADP bracis-33615 167 9 a a DET bracis-33615 167 10 set set NOUN bracis-33615 167 11 of of ADP bracis-33615 167 12 up up ADP bracis-33615 167 13 to to PART bracis-33615 167 14 5 5 NUM bracis-33615 167 15 text text NOUN bracis-33615 167 16 replays replay NOUN bracis-33615 167 17 ( ( PUNCT bracis-33615 167 18 r r NOUN bracis-33615 167 19 ) ) PUNCT bracis-33615 167 20 associated associate VERB bracis-33615 167 21 with with ADP bracis-33615 167 22 up up ADP bracis-33615 167 23 to to PART bracis-33615 167 24 five five NUM bracis-33615 167 25 types type NOUN bracis-33615 167 26 of of ADP bracis-33615 167 27 “ " PUNCT bracis-33615 167 28 gaming game VERB bracis-33615 167 29 the the DET bracis-33615 167 30 system system NOUN bracis-33615 167 31 ” " PUNCT bracis-33615 167 32 attitudes attitude NOUN bracis-33615 167 33 ( ( PUNCT bracis-33615 167 34 a a NOUN bracis-33615 167 35 ) ) PUNCT bracis-33615 167 36 . . PUNCT bracis-33615 168 1 $ $ SYM bracis-33615 168 2 $ $ SYM bracis-33615 168 3 \begin{aligned \begin{aligne VERB bracis-33615 168 4 } } PUNCT bracis-33615 168 5 p p NOUN bracis-33615 168 6 & & CCONJ bracis-33615 168 7 = = PROPN bracis-33615 168 8 & & CCONJ bracis-33615 168 9 ( ( PUNCT bracis-33615 168 10 \bigcup \bigcup PROPN bracis-33615 168 11 _ _ PROPN bracis-33615 168 12 { { PUNCT bracis-33615 168 13 j j PROPN bracis-33615 168 14 \le \le PROPN bracis-33615 168 15 5 5 NUM bracis-33615 168 16 } } PUNCT bracis-33615 168 17 ( ( PUNCT bracis-33615 168 18 r r NOUN bracis-33615 168 19 ) ) PUNCT bracis-33615 168 20 , , PUNCT bracis-33615 168 21 a_{1 a_{1 PROPN bracis-33615 168 22 .. .. PROPN bracis-33615 168 23 5 5 NUM bracis-33615 168 24 } } PUNCT bracis-33615 168 25 ) ) PUNCT bracis-33615 168 26 \end{aligned}$$ \end{aligned}$$ X bracis-33615 168 27 ( ( PUNCT bracis-33615 168 28 1 1 NUM bracis-33615 168 29 ) ) PUNCT bracis-33615 168 30 after after ADP bracis-33615 168 31 identifying identify VERB bracis-33615 168 32 some some DET bracis-33615 168 33 possible possible ADJ bracis-33615 168 34 student student NOUN bracis-33615 168 35 actions action NOUN bracis-33615 168 36 when when SCONJ bracis-33615 168 37 interacting interact VERB bracis-33615 168 38 with with ADP bracis-33615 168 39 the the DET bracis-33615 168 40 environment environment NOUN bracis-33615 168 41 , , PUNCT bracis-33615 168 42 whether whether SCONJ bracis-33615 168 43 related relate VERB bracis-33615 168 44 to to ADP bracis-33615 168 45 the the DET bracis-33615 168 46 manifestation manifestation NOUN bracis-33615 168 47 of of ADP bracis-33615 168 48 “ " PUNCT bracis-33615 168 49 gaming game VERB bracis-33615 168 50 the the DET bracis-33615 168 51 system system NOUN bracis-33615 168 52 ” " PUNCT bracis-33615 168 53 attitudes attitude NOUN bracis-33615 168 54 or or CCONJ bracis-33615 168 55 not not PART bracis-33615 168 56 , , PUNCT bracis-33615 168 57 as as SCONJ bracis-33615 168 58 described describe VERB bracis-33615 168 59 in in ADP bracis-33615 168 60 table table NOUN bracis-33615 168 61     SPACE bracis-33615 168 62 2 2 NUM bracis-33615 168 63 , , PUNCT bracis-33615 168 64 the the DET bracis-33615 168 65 specialist specialist NOUN bracis-33615 168 66 interprets interpret VERB bracis-33615 168 67 the the DET bracis-33615 168 68 combination combination NOUN bracis-33615 168 69 of of ADP bracis-33615 168 70 these these DET bracis-33615 168 71 actions action NOUN bracis-33615 168 72 to to PART bracis-33615 168 73 judge judge VERB bracis-33615 168 74 whether whether SCONJ bracis-33615 168 75 the the DET bracis-33615 168 76 student student NOUN bracis-33615 168 77 is be AUX bracis-33615 168 78 manipulating manipulate VERB bracis-33615 168 79 the the DET bracis-33615 168 80 system system NOUN bracis-33615 168 81 . . PUNCT bracis-33615 169 1 this this PRON bracis-33615 169 2 is be AUX bracis-33615 169 3 because because SCONJ bracis-33615 169 4 analyzing analyze VERB bracis-33615 169 5 each each DET bracis-33615 169 6 action action NOUN bracis-33615 169 7 in in ADP bracis-33615 169 8 isolation isolation NOUN bracis-33615 169 9 is be AUX bracis-33615 169 10 not not PART bracis-33615 169 11 enough enough ADJ bracis-33615 169 12 to to PART bracis-33615 169 13 encode encode VERB bracis-33615 169 14 gaming gaming NOUN bracis-33615 169 15 behavior behavior NOUN bracis-33615 169 16 . . PUNCT bracis-33615 170 1 therefore therefore ADV bracis-33615 170 2 , , PUNCT bracis-33615 170 3 it it PRON bracis-33615 170 4 is be AUX bracis-33615 170 5 essential essential ADJ bracis-33615 170 6 to to PART bracis-33615 170 7 identify identify VERB bracis-33615 170 8 patterns pattern NOUN bracis-33615 170 9 of of ADP bracis-33615 170 10 actions action NOUN bracis-33615 170 11 that that PRON bracis-33615 170 12 act act VERB bracis-33615 170 13 as as ADP bracis-33615 170 14 significant significant ADJ bracis-33615 170 15 evidence evidence NOUN bracis-33615 170 16 that that SCONJ bracis-33615 170 17 the the DET bracis-33615 170 18 student student NOUN bracis-33615 170 19 is be AUX bracis-33615 170 20 “ " PUNCT bracis-33615 170 21 gaming game VERB bracis-33615 170 22 the the DET bracis-33615 170 23 system system NOUN bracis-33615 170 24 ” " PUNCT bracis-33615 170 25 . . PUNCT bracis-33615 171 1 in in ADP bracis-33615 171 2 conclusion conclusion NOUN bracis-33615 171 3 , , PUNCT bracis-33615 171 4 our our PRON bracis-33615 171 5 knowledge knowledge NOUN bracis-33615 171 6 elicitation elicitation NOUN bracis-33615 171 7 process process NOUN bracis-33615 171 8 encompassed encompass VERB bracis-33615 171 9 literature literature PROPN bracis-33615 171 10 review review PROPN bracis-33615 171 11 , , PUNCT bracis-33615 171 12 dataset dataset VERB bracis-33615 171 13 analysis analysis NOUN bracis-33615 171 14 , , PUNCT bracis-33615 171 15 and and CCONJ bracis-33615 171 16 expert expert NOUN bracis-33615 171 17 observations observation NOUN bracis-33615 171 18 . . PUNCT bracis-33615 172 1 as as ADP bracis-33615 172 2 a a DET bracis-33615 172 3 result result NOUN bracis-33615 172 4 of of ADP bracis-33615 172 5 this this DET bracis-33615 172 6 process process NOUN bracis-33615 172 7 , , PUNCT bracis-33615 172 8 we we PRON bracis-33615 172 9 identified identify VERB bracis-33615 172 10 eight eight NUM bracis-33615 172 11 essential essential ADJ bracis-33615 172 12 patterns pattern NOUN bracis-33615 172 13 for for ADP bracis-33615 172 14 encoding encode VERB bracis-33615 172 15 a a DET bracis-33615 172 16 clip clip NOUN bracis-33615 172 17 as as ADP bracis-33615 172 18 a a DET bracis-33615 172 19 game game NOUN bracis-33615 172 20 instance instance NOUN bracis-33615 172 21 in in ADP bracis-33615 172 22 the the DET bracis-33615 172 23 programming programming NOUN bracis-33615 172 24 learning learn VERB bracis-33615 172 25 system system NOUN bracis-33615 172 26 , , PUNCT bracis-33615 172 27 as as SCONJ bracis-33615 172 28 presented present VERB bracis-33615 172 29 in in ADP bracis-33615 172 30 table table NOUN bracis-33615 172 31     SPACE bracis-33615 172 32 3 3 NUM bracis-33615 172 33 . . PUNCT bracis-33615 173 1 in in ADP bracis-33615 173 2 the the DET bracis-33615 173 3 first first ADJ bracis-33615 173 4 column column NOUN bracis-33615 173 5 of of ADP bracis-33615 173 6 the the DET bracis-33615 173 7 table table NOUN bracis-33615 173 8 , , PUNCT bracis-33615 173 9 we we PRON bracis-33615 173 10 assign assign VERB bracis-33615 173 11 a a DET bracis-33615 173 12 unique unique ADJ bracis-33615 173 13 tag tag NOUN bracis-33615 173 14 to to ADP bracis-33615 173 15 each each DET bracis-33615 173 16 pattern pattern NOUN bracis-33615 173 17 . . PUNCT bracis-33615 174 1 the the DET bracis-33615 174 2 second second ADJ bracis-33615 174 3 column column NOUN bracis-33615 174 4 highlights highlight VERB bracis-33615 174 5 the the DET bracis-33615 174 6 rules rule NOUN bracis-33615 174 7 derived derive VERB bracis-33615 174 8 based base VERB bracis-33615 174 9 on on ADP bracis-33615 174 10 the the DET bracis-33615 174 11 interpretations interpretation NOUN bracis-33615 174 12 of of ADP bracis-33615 174 13 table table NOUN bracis-33615 174 14     SPACE bracis-33615 174 15 2 2 NUM bracis-33615 174 16 from from ADP bracis-33615 174 17 our our PRON bracis-33615 174 18 database database NOUN bracis-33615 174 19 and and CCONJ bracis-33615 174 20 interactions interaction NOUN bracis-33615 174 21 with with ADP bracis-33615 174 22 experts expert NOUN bracis-33615 174 23 . . PUNCT bracis-33615 175 1 in in ADP bracis-33615 175 2 the the DET bracis-33615 175 3 third third ADJ bracis-33615 175 4 column column NOUN bracis-33615 175 5 , , PUNCT bracis-33615 175 6 we we PRON bracis-33615 175 7 associate associate VERB bracis-33615 175 8 each each DET bracis-33615 175 9 rule rule NOUN bracis-33615 175 10 with with ADP bracis-33615 175 11 a a DET bracis-33615 175 12 specific specific ADJ bracis-33615 175 13 student student NOUN bracis-33615 175 14 attitude attitude NOUN bracis-33615 175 15 during during ADP bracis-33615 175 16 interaction interaction NOUN bracis-33615 175 17 with with ADP bracis-33615 175 18 the the DET bracis-33615 175 19 environment environment NOUN bracis-33615 175 20 . . PUNCT bracis-33615 176 1 notably notably ADV bracis-33615 176 2 , , PUNCT bracis-33615 176 3 some some DET bracis-33615 176 4 clips clip NOUN bracis-33615 176 5 were be AUX bracis-33615 176 6 linked link VERB bracis-33615 176 7 to to ADP bracis-33615 176 8 more more ADJ bracis-33615 176 9 than than ADP bracis-33615 176 10 one one NUM bracis-33615 176 11 pattern pattern NOUN bracis-33615 176 12 . . PUNCT bracis-33615 177 1 table table NOUN bracis-33615 177 2 4 4 NUM bracis-33615 177 3 . . PUNCT bracis-33615 178 1 results result NOUN bracis-33615 178 2 of of ADP bracis-33615 178 3 the the DET bracis-33615 178 4 algorithm algorithm NOUN bracis-33615 178 5 comparisonfull comparisonfull NOUN bracis-33615 178 6 size size NOUN bracis-33615 178 7 table table NOUN bracis-33615 178 8 4.2 4.2 NUM bracis-33615 178 9 machine machine NOUN bracis-33615 178 10 learning learning NOUN bracis-33615 178 11 based base VERB bracis-33615 178 12 model model NOUN bracis-33615 178 13 after after SCONJ bracis-33615 178 14 the the DET bracis-33615 178 15 development development NOUN bracis-33615 178 16 of of ADP bracis-33615 178 17 the the DET bracis-33615 178 18 knowledge knowledge NOUN bracis-33615 178 19 - - PUNCT bracis-33615 178 20 based base VERB bracis-33615 178 21 model model NOUN bracis-33615 178 22 was be AUX bracis-33615 178 23 completed complete VERB bracis-33615 178 24 , , PUNCT bracis-33615 178 25 we we PRON bracis-33615 178 26 proceeded proceed VERB bracis-33615 178 27 with with ADP bracis-33615 178 28 the the DET bracis-33615 178 29 development development NOUN bracis-33615 178 30 of of ADP bracis-33615 178 31 the the DET bracis-33615 178 32 machine machine NOUN bracis-33615 178 33 - - PUNCT bracis-33615 178 34 learning learn VERB bracis-33615 178 35 model model NOUN bracis-33615 178 36 . . PUNCT bracis-33615 179 1 to to PART bracis-33615 179 2 do do VERB bracis-33615 179 3 this this PRON bracis-33615 179 4 , , PUNCT bracis-33615 179 5 we we PRON bracis-33615 179 6 used use VERB bracis-33615 179 7 the the DET bracis-33615 179 8 patterns pattern NOUN bracis-33615 179 9 presented present VERB bracis-33615 179 10 in in ADP bracis-33615 179 11 table table NOUN bracis-33615 179 12     SPACE bracis-33615 179 13 3 3 NUM bracis-33615 179 14 to to PART bracis-33615 179 15 label label VERB bracis-33615 179 16 our our PRON bracis-33615 179 17 dataset dataset NOUN bracis-33615 179 18 in in ADP bracis-33615 179 19 a a DET bracis-33615 179 20 two two NUM bracis-33615 179 21 - - PUNCT bracis-33615 179 22 step step NOUN bracis-33615 179 23 process process NOUN bracis-33615 179 24 , , PUNCT bracis-33615 179 25 led lead VERB bracis-33615 179 26 by by ADP bracis-33615 179 27 two two NUM bracis-33615 179 28 expert expert NOUN bracis-33615 179 29 coders coder NOUN bracis-33615 179 30 . . PUNCT bracis-33615 180 1 in in ADP bracis-33615 180 2 the the DET bracis-33615 180 3 first first ADJ bracis-33615 180 4 stage stage NOUN bracis-33615 180 5 , , PUNCT bracis-33615 180 6 the the DET bracis-33615 180 7 coders coder NOUN bracis-33615 180 8 performed perform VERB bracis-33615 180 9 the the DET bracis-33615 180 10 task task NOUN bracis-33615 180 11 independently independently ADV bracis-33615 180 12 , , PUNCT bracis-33615 180 13 resulting result VERB bracis-33615 180 14 in in ADP bracis-33615 180 15 lower low ADJ bracis-33615 180 16 reliability reliability NOUN bracis-33615 180 17 between between ADP bracis-33615 180 18 them they PRON bracis-33615 180 19 , , PUNCT bracis-33615 180 20 with with ADP bracis-33615 180 21 a a DET bracis-33615 180 22 cohen cohen NOUN bracis-33615 180 23 ’s ’s PART bracis-33615 180 24 kappa kappa PROPN bracis-33615 180 25 coefficient coefficient NOUN bracis-33615 180 26 of of ADP bracis-33615 180 27 0.72 0.72 NUM bracis-33615 180 28 to to PART bracis-33615 180 29 distinguish distinguish VERB bracis-33615 180 30 between between ADP bracis-33615 180 31 the the DET bracis-33615 180 32 classes class NOUN bracis-33615 180 33 class0 class0 NOUN bracis-33615 180 34 and and CCONJ bracis-33615 180 35 class1 class1 NOUN bracis-33615 180 36 . . PUNCT bracis-33615 181 1 in in ADP bracis-33615 181 2 a a DET bracis-33615 181 3 second second ADJ bracis-33615 181 4 round round NOUN bracis-33615 181 5 of of ADP bracis-33615 181 6 labeling labeling NOUN bracis-33615 181 7 , , PUNCT bracis-33615 181 8 coders coder NOUN bracis-33615 181 9 identified identify VERB bracis-33615 181 10 instances instance NOUN bracis-33615 181 11 of of ADP bracis-33615 181 12 disagreement disagreement NOUN bracis-33615 181 13 , , PUNCT bracis-33615 181 14 participated participate VERB bracis-33615 181 15 in in ADP bracis-33615 181 16 discussions discussion NOUN bracis-33615 181 17 to to PART bracis-33615 181 18 align align VERB bracis-33615 181 19 their their PRON bracis-33615 181 20 interpretations interpretation NOUN bracis-33615 181 21 of of ADP bracis-33615 181 22 the the DET bracis-33615 181 23 behaviors behavior NOUN bracis-33615 181 24 , , PUNCT bracis-33615 181 25 and and CCONJ bracis-33615 181 26 subsequently subsequently ADV bracis-33615 181 27 conducted conduct VERB bracis-33615 181 28 supplemental supplemental ADJ bracis-33615 181 29 labeling labeling NOUN bracis-33615 181 30 . . PUNCT bracis-33615 182 1 this this DET bracis-33615 182 2 collaborative collaborative ADJ bracis-33615 182 3 effort effort NOUN bracis-33615 182 4 resulted result VERB bracis-33615 182 5 in in ADP bracis-33615 182 6 a a DET bracis-33615 182 7 notably notably ADV bracis-33615 182 8 higher high ADJ bracis-33615 182 9 cohen cohen PROPN bracis-33615 182 10 ’s ’s PART bracis-33615 182 11 kappa kappa PROPN bracis-33615 182 12 coefficient coefficient NOUN bracis-33615 182 13 of of ADP bracis-33615 182 14 0.93 0.93 NUM bracis-33615 182 15 for for ADP bracis-33615 182 16 distinguishing distinguish VERB bracis-33615 182 17 between between ADP bracis-33615 182 18 gaming gaming NOUN bracis-33615 182 19 and and CCONJ bracis-33615 182 20 non non ADJ bracis-33615 182 21 - - ADJ bracis-33615 182 22 gaming gaming ADJ bracis-33615 182 23 behaviors behavior NOUN bracis-33615 182 24 in in ADP bracis-33615 182 25 the the DET bracis-33615 182 26 second second ADJ bracis-33615 182 27 set set NOUN bracis-33615 182 28 of of ADP bracis-33615 182 29 text text NOUN bracis-33615 182 30 replays replay NOUN bracis-33615 182 31 . . PUNCT bracis-33615 183 1 as as ADP bracis-33615 183 2 a a DET bracis-33615 183 3 result result NOUN bracis-33615 183 4 , , PUNCT bracis-33615 183 5 we we PRON bracis-33615 183 6 obtained obtain VERB bracis-33615 183 7 our our PRON bracis-33615 183 8 dataset dataset NOUN bracis-33615 183 9 divided divide VERB bracis-33615 183 10 according accord VERB bracis-33615 183 11 to to ADP bracis-33615 183 12 table table NOUN bracis-33615 183 13     SPACE bracis-33615 183 14 5 5 NUM bracis-33615 183 15 . . PUNCT bracis-33615 183 16 using use VERB bracis-33615 183 17 the the DET bracis-33615 183 18 already already ADV bracis-33615 183 19 labeled label VERB bracis-33615 183 20 data datum NOUN bracis-33615 183 21 , , PUNCT bracis-33615 183 22 we we PRON bracis-33615 183 23 applied apply VERB bracis-33615 183 24 three three NUM bracis-33615 183 25 machine machine NOUN bracis-33615 183 26 learning learn VERB bracis-33615 183 27 algorithms algorithm NOUN bracis-33615 183 28 ( ( PUNCT bracis-33615 183 29 cart cart NOUN bracis-33615 183 30 , , PUNCT bracis-33615 183 31 knn knn PROPN bracis-33615 183 32 , , PUNCT bracis-33615 183 33 and and CCONJ bracis-33615 183 34 mlp mlp NOUN bracis-33615 183 35 ) ) PUNCT bracis-33615 183 36 and and CCONJ bracis-33615 183 37 evaluated evaluate VERB bracis-33615 183 38 their their PRON bracis-33615 183 39 performance performance NOUN bracis-33615 183 40 through through ADP bracis-33615 183 41 confusion confusion NOUN bracis-33615 183 42 matrix matrix NOUN bracis-33615 183 43 analysis analysis NOUN bracis-33615 183 44 , , PUNCT bracis-33615 183 45 along along ADP bracis-33615 183 46 with with ADP bracis-33615 183 47 previously previously ADV bracis-33615 183 48 mentioned mention VERB bracis-33615 183 49 metrics metric NOUN bracis-33615 183 50 such such ADJ bracis-33615 183 51 as as ADP bracis-33615 183 52 accuracy accuracy NOUN bracis-33615 183 53 ( ( PUNCT bracis-33615 183 54 acu acu NOUN bracis-33615 183 55 ) ) PUNCT bracis-33615 183 56 , , PUNCT bracis-33615 183 57 precision precision NOUN bracis-33615 183 58 ( ( PUNCT bracis-33615 183 59 pre pre ADJ bracis-33615 183 60 ) ) PUNCT bracis-33615 183 61 , , PUNCT bracis-33615 183 62 recall recall NOUN bracis-33615 183 63 ( ( PUNCT bracis-33615 183 64 rec rec NOUN bracis-33615 183 65 ) ) PUNCT bracis-33615 183 66 , , PUNCT bracis-33615 183 67 f1 f1 NOUN bracis-33615 183 68 score score NOUN bracis-33615 183 69 ( ( PUNCT bracis-33615 183 70 fme fme NOUN bracis-33615 183 71 ) ) PUNCT bracis-33615 183 72 , , PUNCT bracis-33615 183 73 kappa kappa PROPN bracis-33615 183 74 coefficient coefficient NOUN bracis-33615 183 75 ( ( PUNCT bracis-33615 183 76 kap kap PROPN bracis-33615 183 77 ) ) PUNCT bracis-33615 183 78 and and CCONJ bracis-33615 183 79 area area NOUN bracis-33615 183 80 under under ADP bracis-33615 183 81 the the DET bracis-33615 183 82 roc roc PROPN bracis-33615 183 83 curve curve NOUN bracis-33615 183 84 ( ( PUNCT bracis-33615 183 85 roc roc PROPN bracis-33615 183 86 ) ) PUNCT bracis-33615 183 87 . . PUNCT bracis-33615 184 1 additionally additionally ADV bracis-33615 184 2 , , PUNCT bracis-33615 184 3 we we PRON bracis-33615 184 4 will will AUX bracis-33615 184 5 conduct conduct VERB bracis-33615 184 6 a a DET bracis-33615 184 7 statistical statistical ADJ bracis-33615 184 8 analysis analysis NOUN bracis-33615 184 9 to to PART bracis-33615 184 10 assess assess VERB bracis-33615 184 11 the the DET bracis-33615 184 12 significance significance NOUN bracis-33615 184 13 of of ADP bracis-33615 184 14 each each DET bracis-33615 184 15 algorithm algorithm NOUN bracis-33615 184 16 ’s ’s PART bracis-33615 184 17 performance performance NOUN bracis-33615 184 18 . . PUNCT bracis-33615 185 1 this this DET bracis-33615 185 2 procedure procedure NOUN bracis-33615 185 3 will will AUX bracis-33615 185 4 provide provide VERB bracis-33615 185 5 us we PRON bracis-33615 185 6 with with ADP bracis-33615 185 7 a a DET bracis-33615 185 8 deeper deep ADJ bracis-33615 185 9 understanding understanding NOUN bracis-33615 185 10 of of ADP bracis-33615 185 11 the the DET bracis-33615 185 12 effectiveness effectiveness NOUN bracis-33615 185 13 of of ADP bracis-33615 185 14 each each DET bracis-33615 185 15 algorithm algorithm NOUN bracis-33615 185 16 in in ADP bracis-33615 185 17 detecting detect VERB bracis-33615 185 18 behavior behavior NOUN bracis-33615 185 19 , , PUNCT bracis-33615 185 20 considering consider VERB bracis-33615 185 21 the the DET bracis-33615 185 22 combination combination NOUN bracis-33615 185 23 of of ADP bracis-33615 185 24 experimental experimental ADJ bracis-33615 185 25 data datum NOUN bracis-33615 185 26 . . PUNCT bracis-33615 186 1 table table NOUN bracis-33615 186 2 5 5 NUM bracis-33615 186 3 . . PUNCT bracis-33615 186 4 dataset dataset ADJ bracis-33615 186 5 distribution distribution NOUN bracis-33615 186 6 by by ADP bracis-33615 186 7 classfull classfull NOUN bracis-33615 186 8 size size NOUN bracis-33615 186 9 table table NOUN bracis-33615 186 10 table table NOUN bracis-33615 186 11     SPACE bracis-33615 186 12 4 4 NUM bracis-33615 186 13 shows show VERB bracis-33615 186 14 the the DET bracis-33615 186 15 results result NOUN bracis-33615 186 16 of of ADP bracis-33615 186 17 the the DET bracis-33615 186 18 comparison comparison NOUN bracis-33615 186 19 of of ADP bracis-33615 186 20 algorithms algorithm NOUN bracis-33615 186 21 , , PUNCT bracis-33615 186 22 considering consider VERB bracis-33615 186 23 various various ADJ bracis-33615 186 24 performance performance NOUN bracis-33615 186 25 metrics metric NOUN bracis-33615 186 26 during during ADP bracis-33615 186 27 the the DET bracis-33615 186 28 training training NOUN bracis-33615 186 29 and and CCONJ bracis-33615 186 30 testing testing NOUN bracis-33615 186 31 phases phase NOUN bracis-33615 186 32 . . PUNCT bracis-33615 187 1 the the DET bracis-33615 187 2 algorithms algorithm NOUN bracis-33615 187 3 compared compare VERB bracis-33615 187 4 are be AUX bracis-33615 187 5 knn knn PROPN bracis-33615 187 6 , , PUNCT bracis-33615 187 7 cart cart NOUN bracis-33615 187 8 , , PUNCT bracis-33615 187 9 and and CCONJ bracis-33615 187 10 mlp mlp NOUN bracis-33615 187 11 . . PUNCT bracis-33615 188 1 during during ADP bracis-33615 188 2 the the DET bracis-33615 188 3 training training NOUN bracis-33615 188 4 phase phase NOUN bracis-33615 188 5 , , PUNCT bracis-33615 188 6 it it PRON bracis-33615 188 7 can can AUX bracis-33615 188 8 be be AUX bracis-33615 188 9 seen see VERB bracis-33615 188 10 that that SCONJ bracis-33615 188 11 the the DET bracis-33615 188 12 cart cart NOUN bracis-33615 188 13 algorithm algorithm NOUN bracis-33615 188 14 obtained obtain VERB bracis-33615 188 15 perfect perfect ADJ bracis-33615 188 16 results result NOUN bracis-33615 188 17 ( ( PUNCT bracis-33615 188 18 value value NOUN bracis-33615 188 19 of of ADP bracis-33615 188 20 1.00 1.00 NUM bracis-33615 188 21 ) ) PUNCT bracis-33615 188 22 for for ADP bracis-33615 188 23 all all DET bracis-33615 188 24 the the DET bracis-33615 188 25 metrics metric NOUN bracis-33615 188 26 evaluated evaluate VERB bracis-33615 188 27 , , PUNCT bracis-33615 188 28 indicating indicate VERB bracis-33615 188 29 excellent excellent ADJ bracis-33615 188 30 and and CCONJ bracis-33615 188 31 consistent consistent ADJ bracis-33615 188 32 performance performance NOUN bracis-33615 188 33 . . PUNCT bracis-33615 189 1 on on ADP bracis-33615 189 2 the the DET bracis-33615 189 3 other other ADJ bracis-33615 189 4 hand hand NOUN bracis-33615 189 5 , , PUNCT bracis-33615 189 6 knn knn PROPN bracis-33615 189 7 and and CCONJ bracis-33615 189 8 mlp mlp PROPN bracis-33615 189 9 showed show VERB bracis-33615 189 10 slightly slightly ADV bracis-33615 189 11 lower low ADJ bracis-33615 189 12 values value NOUN bracis-33615 189 13 for for ADP bracis-33615 189 14 all all DET bracis-33615 189 15 metrics metric NOUN bracis-33615 189 16 , , PUNCT bracis-33615 189 17 with with ADP bracis-33615 189 18 mlp mlp NOUN bracis-33615 189 19 showing show VERB bracis-33615 189 20 the the DET bracis-33615 189 21 lowest low ADJ bracis-33615 189 22 values value NOUN bracis-33615 189 23 compared compare VERB bracis-33615 189 24 to to ADP bracis-33615 189 25 the the DET bracis-33615 189 26 other other ADJ bracis-33615 189 27 two two NUM bracis-33615 189 28 algorithms algorithm NOUN bracis-33615 189 29 . . PUNCT bracis-33615 190 1 in in ADP bracis-33615 190 2 the the DET bracis-33615 190 3 test test NOUN bracis-33615 190 4 phase phase NOUN bracis-33615 190 5 , , PUNCT bracis-33615 190 6 the the DET bracis-33615 190 7 results result NOUN bracis-33615 190 8 were be AUX bracis-33615 190 9 different different ADJ bracis-33615 190 10 . . PUNCT bracis-33615 191 1 knn knn PROPN bracis-33615 191 2 showed show VERB bracis-33615 191 3 a a DET bracis-33615 191 4 significant significant ADJ bracis-33615 191 5 drop drop NOUN bracis-33615 191 6 in in ADP bracis-33615 191 7 all all DET bracis-33615 191 8 metrics metric NOUN bracis-33615 191 9 compared compare VERB bracis-33615 191 10 to to ADP bracis-33615 191 11 the the DET bracis-33615 191 12 training training NOUN bracis-33615 191 13 phase phase NOUN bracis-33615 191 14 , , PUNCT bracis-33615 191 15 suggesting suggest VERB bracis-33615 191 16 a a DET bracis-33615 191 17 possible possible ADJ bracis-33615 191 18 overfitting overfitting ADJ bracis-33615 191 19 tendency tendency NOUN bracis-33615 191 20 during during ADP bracis-33615 191 21 training training NOUN bracis-33615 191 22 . . PUNCT bracis-33615 192 1 cart cart NOUN bracis-33615 192 2 , , PUNCT bracis-33615 192 3 although although SCONJ bracis-33615 192 4 it it PRON bracis-33615 192 5 showed show VERB bracis-33615 192 6 a a DET bracis-33615 192 7 slight slight ADJ bracis-33615 192 8 decrease decrease NOUN bracis-33615 192 9 in in ADP bracis-33615 192 10 some some DET bracis-33615 192 11 metrics metric NOUN bracis-33615 192 12 , , PUNCT bracis-33615 192 13 maintained maintain VERB bracis-33615 192 14 a a DET bracis-33615 192 15 generally generally ADV bracis-33615 192 16 high high ADJ bracis-33615 192 17 performance performance NOUN bracis-33615 192 18 close close ADV bracis-33615 192 19 to to ADP bracis-33615 192 20 the the DET bracis-33615 192 21 training training NOUN bracis-33615 192 22 results result NOUN bracis-33615 192 23 . . PUNCT bracis-33615 193 1 mlp mlp PROPN bracis-33615 193 2 also also ADV bracis-33615 193 3 saw see VERB bracis-33615 193 4 a a DET bracis-33615 193 5 drop drop NOUN bracis-33615 193 6 in in ADP bracis-33615 193 7 its its PRON bracis-33615 193 8 performance performance NOUN bracis-33615 193 9 metrics metric NOUN bracis-33615 193 10 but but CCONJ bracis-33615 193 11 managed manage VERB bracis-33615 193 12 to to PART bracis-33615 193 13 maintain maintain VERB bracis-33615 193 14 higher high ADJ bracis-33615 193 15 values value NOUN bracis-33615 193 16 compared compare VERB bracis-33615 193 17 to to PART bracis-33615 193 18 knn knn PROPN bracis-33615 193 19 . . PUNCT bracis-33615 194 1 this this DET bracis-33615 194 2 analysis analysis NOUN bracis-33615 194 3 suggests suggest VERB bracis-33615 194 4 that that SCONJ bracis-33615 194 5 the the DET bracis-33615 194 6 cart cart NOUN bracis-33615 194 7 algorithm algorithm NOUN bracis-33615 194 8 may may AUX bracis-33615 194 9 have have VERB bracis-33615 194 10 a a DET bracis-33615 194 11 superior superior ADJ bracis-33615 194 12 generalization generalization NOUN bracis-33615 194 13 capacity capacity NOUN bracis-33615 194 14 compared compare VERB bracis-33615 194 15 to to ADP bracis-33615 194 16 the the DET bracis-33615 194 17 other other ADJ bracis-33615 194 18 two two NUM bracis-33615 194 19 algorithms algorithm NOUN bracis-33615 194 20 , , PUNCT bracis-33615 194 21 maintaining maintain VERB bracis-33615 194 22 consistent consistent ADJ bracis-33615 194 23 performance performance NOUN bracis-33615 194 24 during during ADP bracis-33615 194 25 both both DET bracis-33615 194 26 training training NOUN bracis-33615 194 27 and and CCONJ bracis-33615 194 28 testing testing NOUN bracis-33615 194 29 . . PUNCT bracis-33615 195 1 we we PRON bracis-33615 195 2 perform perform VERB bracis-33615 195 3 the the DET bracis-33615 195 4 wilcoxon wilcoxon ADJ bracis-33615 195 5 test test NOUN bracis-33615 195 6 to to PART bracis-33615 195 7 compare compare VERB bracis-33615 195 8 the the DET bracis-33615 195 9 algorithms algorithm NOUN bracis-33615 195 10 applied apply VERB bracis-33615 195 11 to to ADP bracis-33615 195 12 the the DET bracis-33615 195 13 class class NOUN bracis-33615 195 14 . . PUNCT bracis-33615 196 1 the the DET bracis-33615 196 2 significance significance NOUN bracis-33615 196 3 level level NOUN bracis-33615 196 4 used use VERB bracis-33615 196 5 was be AUX bracis-33615 196 6 p p NOUN bracis-33615 196 7 - - PUNCT bracis-33615 196 8 value=0.05 value=0.05 NOUN bracis-33615 196 9 . . PUNCT bracis-33615 197 1 several several ADJ bracis-33615 197 2 performance performance NOUN bracis-33615 197 3 metrics metric NOUN bracis-33615 197 4 were be AUX bracis-33615 197 5 compared compare VERB bracis-33615 197 6 between between ADP bracis-33615 197 7 the the DET bracis-33615 197 8 cart cart NOUN bracis-33615 197 9 , , PUNCT bracis-33615 197 10 knn knn PROPN bracis-33615 197 11 , , PUNCT bracis-33615 197 12 and and CCONJ bracis-33615 197 13 mlp mlp PROPN bracis-33615 197 14 algorithms algorithm NOUN bracis-33615 197 15 during during ADP bracis-33615 197 16 the the DET bracis-33615 197 17 training training NOUN bracis-33615 197 18 stage stage NOUN bracis-33615 197 19 . . PUNCT bracis-33615 198 1 for for SCONJ bracis-33615 198 2 all all DET bracis-33615 198 3 metrics metric NOUN bracis-33615 198 4 evaluated evaluate VERB bracis-33615 198 5 ( ( PUNCT bracis-33615 198 6 acu acu NOUN bracis-33615 198 7 , , PUNCT bracis-33615 198 8 pre pre ADJ bracis-33615 198 9 , , PUNCT bracis-33615 198 10 rec rec X bracis-33615 198 11 , , PUNCT bracis-33615 198 12 fme fme NOUN bracis-33615 198 13 , , PUNCT bracis-33615 198 14 kap kap PROPN bracis-33615 198 15 , , PUNCT bracis-33615 198 16 and and CCONJ bracis-33615 198 17 roc roc PROPN bracis-33615 198 18 ) ) PUNCT bracis-33615 198 19 , , PUNCT bracis-33615 198 20 the the DET bracis-33615 198 21 p p NOUN bracis-33615 198 22 - - PUNCT bracis-33615 198 23 value value NOUN bracis-33615 198 24 was be AUX bracis-33615 198 25 consistently consistently ADV bracis-33615 198 26 0.00006 0.00006 NUM bracis-33615 198 27 when when SCONJ bracis-33615 198 28 comparing compare VERB bracis-33615 198 29 cart cart NOUN bracis-33615 198 30 to to PART bracis-33615 198 31 knn knn VERB bracis-33615 198 32 and and CCONJ bracis-33615 198 33 cart cart NOUN bracis-33615 198 34 to to ADP bracis-33615 198 35 mlp mlp PROPN bracis-33615 198 36 , , PUNCT bracis-33615 198 37 indicating indicate VERB bracis-33615 198 38 a a DET bracis-33615 198 39 statistically statistically ADV bracis-33615 198 40 significant significant ADJ bracis-33615 198 41 difference difference NOUN bracis-33615 198 42 . . PUNCT bracis-33615 199 1 in in ADP bracis-33615 199 2 the the DET bracis-33615 199 3 testing testing NOUN bracis-33615 199 4 stage stage NOUN bracis-33615 199 5 , , PUNCT bracis-33615 199 6 the the DET bracis-33615 199 7 results result NOUN bracis-33615 199 8 show show VERB bracis-33615 199 9 variation variation NOUN bracis-33615 199 10 in in ADP bracis-33615 199 11 p p ADJ bracis-33615 199 12 values value NOUN bracis-33615 199 13 between between ADP bracis-33615 199 14 different different ADJ bracis-33615 199 15 combinations combination NOUN bracis-33615 199 16 of of ADP bracis-33615 199 17 algorithms algorithm NOUN bracis-33615 199 18 and and CCONJ bracis-33615 199 19 metrics metric NOUN bracis-33615 199 20 . . PUNCT bracis-33615 200 1 the the DET bracis-33615 200 2 comparison comparison NOUN bracis-33615 200 3 between between ADP bracis-33615 200 4 cart cart NOUN bracis-33615 200 5 and and CCONJ bracis-33615 200 6 knn knn PROPN bracis-33615 200 7 resulted result VERB bracis-33615 200 8 in in ADP bracis-33615 200 9 p=0.00006 p=0.00006 NOUN bracis-33615 200 10 for for ADP bracis-33615 200 11 all all DET bracis-33615 200 12 metrics metric NOUN bracis-33615 200 13 , , PUNCT bracis-33615 200 14 suggesting suggest VERB bracis-33615 200 15 a a DET bracis-33615 200 16 significant significant ADJ bracis-33615 200 17 difference difference NOUN bracis-33615 200 18 . . PUNCT bracis-33615 201 1 comparing compare VERB bracis-33615 201 2 mlp mlp PROPN bracis-33615 201 3 with with ADP bracis-33615 201 4 knn knn PROPN bracis-33615 201 5 , , PUNCT bracis-33615 201 6 p p NOUN bracis-33615 201 7 values value NOUN bracis-33615 201 8 ranged range VERB bracis-33615 201 9 from from ADP bracis-33615 201 10 0.0067 0.0067 NUM bracis-33615 201 11 to to ADP bracis-33615 201 12 0.0102 0.0102 NUM bracis-33615 201 13 , , PUNCT bracis-33615 201 14 depending depend VERB bracis-33615 201 15 on on ADP bracis-33615 201 16 the the DET bracis-33615 201 17 metric metric NOUN bracis-33615 201 18 , , PUNCT bracis-33615 201 19 indicating indicate VERB bracis-33615 201 20 that that SCONJ bracis-33615 201 21 there there PRON bracis-33615 201 22 was be VERB bracis-33615 201 23 statistical statistical ADJ bracis-33615 201 24 significance significance NOUN bracis-33615 201 25 even even ADV bracis-33615 201 26 in in ADP bracis-33615 201 27 this this DET bracis-33615 201 28 comparison comparison NOUN bracis-33615 201 29 . . PUNCT bracis-33615 202 1 analyzing analyze VERB bracis-33615 202 2 the the DET bracis-33615 202 3 data datum NOUN bracis-33615 202 4 from from ADP bracis-33615 202 5 the the DET bracis-33615 202 6 confusion confusion NOUN bracis-33615 202 7 matrix matrix NOUN bracis-33615 202 8 of of ADP bracis-33615 202 9 the the DET bracis-33615 202 10 test test NOUN bracis-33615 202 11 data datum NOUN bracis-33615 202 12 , , PUNCT bracis-33615 202 13 for for ADP bracis-33615 202 14 the the DET bracis-33615 202 15 decision decision NOUN bracis-33615 202 16 tree tree NOUN bracis-33615 202 17 , , PUNCT bracis-33615 202 18 218 218 NUM bracis-33615 202 19 true true ADJ bracis-33615 202 20 negatives negative NOUN bracis-33615 202 21 , , PUNCT bracis-33615 202 22 22 22 NUM bracis-33615 202 23 false false ADJ bracis-33615 202 24 negatives negative NOUN bracis-33615 202 25 , , PUNCT bracis-33615 202 26 31 31 NUM bracis-33615 202 27 false false ADJ bracis-33615 202 28 positives positive NOUN bracis-33615 202 29 , , PUNCT bracis-33615 202 30 and and CCONJ bracis-33615 202 31 140 140 NUM bracis-33615 202 32 true true ADJ bracis-33615 202 33 positives positive NOUN bracis-33615 202 34 were be AUX bracis-33615 202 35 recorded record VERB bracis-33615 202 36 . . PUNCT bracis-33615 203 1 for for ADP bracis-33615 203 2 knn knn PROPN bracis-33615 203 3 , , PUNCT bracis-33615 203 4 there there PRON bracis-33615 203 5 were be VERB bracis-33615 203 6 197 197 NUM bracis-33615 203 7 true true ADJ bracis-33615 203 8 negatives negative NOUN bracis-33615 203 9 , , PUNCT bracis-33615 203 10 72 72 NUM bracis-33615 203 11 false false ADJ bracis-33615 203 12 negatives negative NOUN bracis-33615 203 13 , , PUNCT bracis-33615 203 14 52 52 NUM bracis-33615 203 15 false false ADJ bracis-33615 203 16 positives positive NOUN bracis-33615 203 17 , , PUNCT bracis-33615 203 18 and and CCONJ bracis-33615 203 19 90 90 NUM bracis-33615 203 20 true true ADJ bracis-33615 203 21 positives positive NOUN bracis-33615 203 22 . . PUNCT bracis-33615 204 1 for for ADP bracis-33615 204 2 the the DET bracis-33615 204 3 neural neural ADJ bracis-33615 204 4 network network NOUN bracis-33615 204 5 , , PUNCT bracis-33615 204 6 only only ADV bracis-33615 204 7 196 196 NUM bracis-33615 204 8 true true ADJ bracis-33615 204 9 negatives negative NOUN bracis-33615 204 10 , , PUNCT bracis-33615 204 11 68 68 NUM bracis-33615 204 12 false false ADJ bracis-33615 204 13 negatives negative NOUN bracis-33615 204 14 , , PUNCT bracis-33615 204 15 53 53 NUM bracis-33615 204 16 false false ADJ bracis-33615 204 17 positives positive NOUN bracis-33615 204 18 , , PUNCT bracis-33615 204 19 and and CCONJ bracis-33615 204 20 94 94 NUM bracis-33615 204 21 true true ADJ bracis-33615 204 22 positives positive NOUN bracis-33615 204 23 were be AUX bracis-33615 204 24 identified identify VERB bracis-33615 204 25 . . PUNCT bracis-33615 205 1 these these DET bracis-33615 205 2 results result NOUN bracis-33615 205 3 provide provide VERB bracis-33615 205 4 a a DET bracis-33615 205 5 detailed detailed ADJ bracis-33615 205 6 overview overview NOUN bracis-33615 205 7 of of ADP bracis-33615 205 8 each each DET bracis-33615 205 9 algorithm algorithm NOUN bracis-33615 205 10 ’s ’s PART bracis-33615 205 11 performance performance NOUN bracis-33615 205 12 in in ADP bracis-33615 205 13 classifying classify VERB bracis-33615 205 14 data datum NOUN bracis-33615 205 15 . . PUNCT bracis-33615 206 1 overall overall ADV bracis-33615 206 2 , , PUNCT bracis-33615 206 3 although although SCONJ bracis-33615 206 4 the the DET bracis-33615 206 5 neural neural ADJ bracis-33615 206 6 network network NOUN bracis-33615 206 7 showed show VERB bracis-33615 206 8 a a DET bracis-33615 206 9 high high ADJ bracis-33615 206 10 number number NOUN bracis-33615 206 11 of of ADP bracis-33615 206 12 true true ADJ bracis-33615 206 13 positives positive NOUN bracis-33615 206 14 , , PUNCT bracis-33615 206 15 this this PRON bracis-33615 206 16 came come VERB bracis-33615 206 17 at at ADP bracis-33615 206 18 the the DET bracis-33615 206 19 cost cost NOUN bracis-33615 206 20 of of ADP bracis-33615 206 21 a a DET bracis-33615 206 22 large large ADJ bracis-33615 206 23 number number NOUN bracis-33615 206 24 of of ADP bracis-33615 206 25 false false ADJ bracis-33615 206 26 positives positive NOUN bracis-33615 206 27 , , PUNCT bracis-33615 206 28 indicating indicate VERB bracis-33615 206 29 a a DET bracis-33615 206 30 lack lack NOUN bracis-33615 206 31 of of ADP bracis-33615 206 32 accuracy accuracy NOUN bracis-33615 206 33 in in ADP bracis-33615 206 34 its its PRON bracis-33615 206 35 predictions prediction NOUN bracis-33615 206 36 . . PUNCT bracis-33615 207 1 meanwhile meanwhile ADV bracis-33615 207 2 , , PUNCT bracis-33615 207 3 the the DET bracis-33615 207 4 decision decision NOUN bracis-33615 207 5 tree tree NOUN bracis-33615 207 6 and and CCONJ bracis-33615 207 7 knn knn PROPN bracis-33615 207 8 demonstrated demonstrate VERB bracis-33615 207 9 a a DET bracis-33615 207 10 more more ADV bracis-33615 207 11 balanced balanced ADJ bracis-33615 207 12 ability ability NOUN bracis-33615 207 13 to to PART bracis-33615 207 14 correctly correctly ADV bracis-33615 207 15 classify classify VERB bracis-33615 207 16 instances instance NOUN bracis-33615 207 17 , , PUNCT bracis-33615 207 18 with with ADP bracis-33615 207 19 the the DET bracis-33615 207 20 decision decision NOUN bracis-33615 207 21 tree tree NOUN bracis-33615 207 22 performing perform VERB bracis-33615 207 23 slightly slightly ADV bracis-33615 207 24 better well ADJ bracis-33615 207 25 at at ADP bracis-33615 207 26 identifying identify VERB bracis-33615 207 27 true true ADJ bracis-33615 207 28 negatives negative NOUN bracis-33615 207 29 and and CCONJ bracis-33615 207 30 neural neural ADJ bracis-33615 207 31 network network NOUN bracis-33615 207 32 achieving achieve VERB bracis-33615 207 33 mixed mixed ADJ bracis-33615 207 34 results result NOUN bracis-33615 207 35 . . PUNCT bracis-33615 208 1 ultimately ultimately ADV bracis-33615 208 2 , , PUNCT bracis-33615 208 3 the the DET bracis-33615 208 4 choice choice NOUN bracis-33615 208 5 of of ADP bracis-33615 208 6 the the DET bracis-33615 208 7 most most ADV bracis-33615 208 8 appropriate appropriate ADJ bracis-33615 208 9 algorithm algorithm NOUN bracis-33615 208 10 will will AUX bracis-33615 208 11 depend depend VERB bracis-33615 208 12 on on ADP bracis-33615 208 13 the the DET bracis-33615 208 14 specific specific ADJ bracis-33615 208 15 characteristics characteristic NOUN bracis-33615 208 16 of of ADP bracis-33615 208 17 the the DET bracis-33615 208 18 data datum NOUN bracis-33615 208 19 set set VERB bracis-33615 208 20 and and CCONJ bracis-33615 208 21 the the DET bracis-33615 208 22 objectives objective NOUN bracis-33615 208 23 of of ADP bracis-33615 208 24 the the DET bracis-33615 208 25 application application NOUN bracis-33615 208 26 . . PUNCT bracis-33615 209 1 therefore therefore ADV bracis-33615 209 2 , , PUNCT bracis-33615 209 3 considering consider VERB bracis-33615 209 4 all all DET bracis-33615 209 5 the the DET bracis-33615 209 6 analyses analysis NOUN bracis-33615 209 7 , , PUNCT bracis-33615 209 8 the the DET bracis-33615 209 9 cart cart NOUN bracis-33615 209 10 decision decision NOUN bracis-33615 209 11 tree tree NOUN bracis-33615 209 12 algorithm algorithm NOUN bracis-33615 209 13 performed perform VERB bracis-33615 209 14 best well ADV bracis-33615 209 15 . . PUNCT bracis-33615 210 1 comparing compare VERB bracis-33615 210 2 the the DET bracis-33615 210 3 results result NOUN bracis-33615 210 4 of of ADP bracis-33615 210 5 this this DET bracis-33615 210 6 research research NOUN bracis-33615 210 7 with with ADP bracis-33615 210 8 previous previous ADJ bracis-33615 210 9 work work NOUN bracis-33615 210 10 , , PUNCT bracis-33615 210 11 in in ADP bracis-33615 210 12 previous previous ADJ bracis-33615 210 13 work work NOUN bracis-33615 210 14 , , PUNCT bracis-33615 210 15 the the DET bracis-33615 210 16 authors author NOUN bracis-33615 210 17 state state VERB bracis-33615 210 18 that that SCONJ bracis-33615 210 19 the the DET bracis-33615 210 20 full full ADJ bracis-33615 210 21 model model NOUN bracis-33615 210 22 was be AUX bracis-33615 210 23 applied apply VERB bracis-33615 210 24 to to ADP bracis-33615 210 25 the the DET bracis-33615 210 26 training training NOUN bracis-33615 210 27 set set NOUN bracis-33615 210 28 , , PUNCT bracis-33615 210 29 where where SCONJ bracis-33615 210 30 it it PRON bracis-33615 210 31 accurately accurately ADV bracis-33615 210 32 detected detect VERB bracis-33615 210 33 340 340 NUM bracis-33615 210 34 ( ( PUNCT bracis-33615 210 35 64.03 64.03 NUM bracis-33615 210 36 % % NOUN bracis-33615 210 37 ) ) PUNCT bracis-33615 210 38 game game NOUN bracis-33615 210 39 clips clip NOUN bracis-33615 210 40 , , PUNCT bracis-33615 210 41 and and CCONJ bracis-33615 210 42 misdiagnosed misdiagnose VERB bracis-33615 210 43 551 551 NUM bracis-33615 210 44 ( ( PUNCT bracis-33615 210 45 7.07 7.07 NUM bracis-33615 210 46 % % NOUN bracis-33615 210 47 ) ) PUNCT bracis-33615 210 48 non non NOUN bracis-33615 210 49 - - NOUN bracis-33615 210 50 games game NOUN bracis-33615 210 51 . . PUNCT bracis-33615 211 1 clips clip NOUN bracis-33615 211 2 , , PUNCT bracis-33615 211 3 and and CCONJ bracis-33615 211 4 obtained obtain VERB bracis-33615 211 5 a a DET bracis-33615 211 6 kappa kappa ADJ bracis-33615 211 7 coefficient coefficient NOUN bracis-33615 211 8 of of ADP bracis-33615 211 9 0.430 0.430 NUM bracis-33615 211 10 [ [ X bracis-33615 211 11 21 21 NUM bracis-33615 211 12 ] ] PUNCT bracis-33615 211 13 . . PUNCT bracis-33615 212 1 on on ADP bracis-33615 212 2 the the DET bracis-33615 212 3 test test NOUN bracis-33615 212 4 set set NOUN bracis-33615 212 5 , , PUNCT bracis-33615 212 6 the the DET bracis-33615 212 7 model model NOUN bracis-33615 212 8 achieved achieve VERB bracis-33615 212 9 an an DET bracis-33615 212 10 accuracy accuracy NOUN bracis-33615 212 11 of of ADP bracis-33615 212 12 93 93 NUM bracis-33615 212 13 ( ( PUNCT bracis-33615 212 14 52.54 52.54 NUM bracis-33615 212 15 % % NOUN bracis-33615 212 16 ) ) PUNCT bracis-33615 212 17 gaming gaming NOUN bracis-33615 212 18 clips clip NOUN bracis-33615 212 19 , , PUNCT bracis-33615 212 20 while while SCONJ bracis-33615 212 21 misdiagnosing misdiagnose VERB bracis-33615 212 22 210 210 NUM bracis-33615 212 23 ( ( PUNCT bracis-33615 212 24 8.67 8.67 NUM bracis-33615 212 25 % % NOUN bracis-33615 212 26 ) ) PUNCT bracis-33615 212 27 non non ADJ bracis-33615 212 28 - - ADJ bracis-33615 212 29 gaming gaming ADJ bracis-33615 212 30 clips clip NOUN bracis-33615 212 31 , , PUNCT bracis-33615 212 32 resulting result VERB bracis-33615 212 33 in in ADP bracis-33615 212 34 a a DET bracis-33615 212 35 kappa kappa ADJ bracis-33615 212 36 coefficient coefficient NOUN bracis-33615 212 37 of of ADP bracis-33615 212 38 0.330 0.330 NUM bracis-33615 212 39 . . PUNCT bracis-33615 213 1 this this DET bracis-33615 213 2 performance performance NOUN bracis-33615 213 3 was be AUX bracis-33615 213 4 comparable comparable ADJ bracis-33615 213 5 to to ADP bracis-33615 213 6 the the DET bracis-33615 213 7 baker baker NOUN bracis-33615 214 1 [ [ X bracis-33615 214 2 3 3 NUM bracis-33615 214 3 ] ] PUNCT bracis-33615 214 4 model model NOUN bracis-33615 214 5 . . PUNCT bracis-33615 215 1 in in ADP bracis-33615 215 2 this this DET bracis-33615 215 3 research research NOUN bracis-33615 215 4 , , PUNCT bracis-33615 215 5 the the DET bracis-33615 215 6 best good ADJ bracis-33615 215 7 algorithm algorithm NOUN bracis-33615 215 8 evaluated evaluate VERB bracis-33615 215 9 was be AUX bracis-33615 215 10 the the DET bracis-33615 215 11 cart cart NOUN bracis-33615 215 12 decision decision NOUN bracis-33615 215 13 tree tree NOUN bracis-33615 215 14 , , PUNCT bracis-33615 215 15 achieving achieve VERB bracis-33615 215 16 a a DET bracis-33615 215 17 hit hit VERB bracis-33615 215 18 rate rate NOUN bracis-33615 215 19 between between ADP bracis-33615 215 20 76 76 NUM bracis-33615 215 21 % % NOUN bracis-33615 215 22 and and CCONJ bracis-33615 215 23 100 100 NUM bracis-33615 215 24 % % NOUN bracis-33615 215 25 in in ADP bracis-33615 215 26 all all DET bracis-33615 215 27 metrics metric NOUN bracis-33615 215 28 evaluated evaluate VERB bracis-33615 215 29 . . PUNCT bracis-33615 216 1 this this DET bracis-33615 216 2 algorithm algorithm NOUN bracis-33615 216 3 identified identify VERB bracis-33615 216 4 45.99 45.99 NUM bracis-33615 216 5 % % NOUN bracis-33615 216 6 true true ADJ bracis-33615 216 7 positives positive NOUN bracis-33615 216 8 , , PUNCT bracis-33615 216 9 41.82 41.82 NUM bracis-33615 216 10 % % NOUN bracis-33615 216 11 true true ADJ bracis-33615 216 12 negatives negative NOUN bracis-33615 216 13 , , PUNCT bracis-33615 216 14 6.38 6.38 NUM bracis-33615 216 15 % % NOUN bracis-33615 216 16 false false ADJ bracis-33615 216 17 positives positive NOUN bracis-33615 216 18 , , PUNCT bracis-33615 216 19 and and CCONJ bracis-33615 216 20 5.78 5.78 NUM bracis-33615 216 21 % % NOUN bracis-33615 216 22 false false ADJ bracis-33615 216 23 negatives negative NOUN bracis-33615 216 24 . . PUNCT bracis-33615 217 1 furthermore furthermore ADV bracis-33615 217 2 , , PUNCT bracis-33615 217 3 our our PRON bracis-33615 217 4 classifier classifier NOUN bracis-33615 217 5 performed perform VERB bracis-33615 217 6 better well ADV bracis-33615 217 7 than than ADP bracis-33615 217 8 previous previous ADJ bracis-33615 217 9 work work NOUN bracis-33615 217 10 [ [ X bracis-33615 217 11 21 21 NUM bracis-33615 217 12 ] ] PUNCT bracis-33615 217 13 . . PUNCT bracis-33615 218 1 5 5 NUM bracis-33615 218 2 conclusion conclusion NOUN bracis-33615 218 3 in in ADP bracis-33615 218 4 this this DET bracis-33615 218 5 study study NOUN bracis-33615 218 6 , , PUNCT bracis-33615 218 7 we we PRON bracis-33615 218 8 investigated investigate VERB bracis-33615 218 9 “ " PUNCT bracis-33615 218 10 gaming game VERB bracis-33615 218 11 the the DET bracis-33615 218 12 system system NOUN bracis-33615 218 13 ” " PUNCT bracis-33615 218 14 behavior behavior NOUN bracis-33615 218 15 among among ADP bracis-33615 218 16 novice novice NOUN bracis-33615 218 17 programmers programmer NOUN bracis-33615 218 18 in in ADP bracis-33615 218 19 a a DET bracis-33615 218 20 public public ADJ bracis-33615 218 21 , , PUNCT bracis-33615 218 22 rural rural ADJ bracis-33615 218 23 school school NOUN bracis-33615 218 24 in in ADP bracis-33615 218 25 northeast northeast ADJ bracis-33615 218 26 brazil brazil PROPN bracis-33615 218 27 , , PUNCT bracis-33615 218 28 employing employ VERB bracis-33615 218 29 an an DET bracis-33615 218 30 experimental experimental ADJ bracis-33615 218 31 approach approach NOUN bracis-33615 218 32 and and CCONJ bracis-33615 218 33 developing develop VERB bracis-33615 218 34 a a DET bracis-33615 218 35 detector detector NOUN bracis-33615 218 36 using use VERB bracis-33615 218 37 a a DET bracis-33615 218 38 hybrid hybrid ADJ bracis-33615 218 39 approach approach NOUN bracis-33615 218 40 . . PUNCT bracis-33615 219 1 we we PRON bracis-33615 219 2 use use VERB bracis-33615 219 3 cognitive cognitive ADJ bracis-33615 219 4 task task NOUN bracis-33615 219 5 analysis analysis NOUN bracis-33615 219 6 to to PART bracis-33615 219 7 understand understand VERB bracis-33615 219 8 how how SCONJ bracis-33615 219 9 experts expert NOUN bracis-33615 219 10 encode encode VERB bracis-33615 219 11 sequences sequence NOUN bracis-33615 219 12 of of ADP bracis-33615 219 13 actions action NOUN bracis-33615 219 14 in in ADP bracis-33615 219 15 a a DET bracis-33615 219 16 learning learning NOUN bracis-33615 219 17 environment environment NOUN bracis-33615 219 18 , , PUNCT bracis-33615 219 19 distinguishing distinguish VERB bracis-33615 219 20 between between ADP bracis-33615 219 21 “ " PUNCT bracis-33615 219 22 gaming game VERB bracis-33615 219 23 the the DET bracis-33615 219 24 system system NOUN bracis-33615 219 25 ” " PUNCT bracis-33615 219 26 or or CCONJ bracis-33615 219 27 not not PART bracis-33615 219 28 , , PUNCT bracis-33615 219 29 and and CCONJ bracis-33615 219 30 implement implement VERB bracis-33615 219 31 a a DET bracis-33615 219 32 cognitive cognitive ADJ bracis-33615 219 33 model model NOUN bracis-33615 219 34 of of ADP bracis-33615 219 35 the the DET bracis-33615 219 36 process process NOUN bracis-33615 219 37 of of ADP bracis-33615 219 38 encoding encode VERB bracis-33615 219 39 these these DET bracis-33615 219 40 behaviors behavior NOUN bracis-33615 219 41 . . PUNCT bracis-33615 220 1 the the DET bracis-33615 220 2 identified identify VERB bracis-33615 220 3 patterns pattern NOUN bracis-33615 220 4 revealed reveal VERB bracis-33615 220 5 rules rule NOUN bracis-33615 220 6 for for ADP bracis-33615 220 7 five five NUM bracis-33615 220 8 “ " PUNCT bracis-33615 220 9 gaming game VERB bracis-33615 220 10 the the DET bracis-33615 220 11 system system NOUN bracis-33615 220 12 ” " PUNCT bracis-33615 220 13 attitudes attitude NOUN bracis-33615 220 14 , , PUNCT bracis-33615 220 15 including include VERB bracis-33615 220 16 two two NUM bracis-33615 220 17 new new ADJ bracis-33615 220 18 ones one NOUN bracis-33615 220 19 not not PART bracis-33615 220 20 present present ADJ bracis-33615 220 21 in in ADP bracis-33615 220 22 previous previous ADJ bracis-33615 220 23 models model NOUN bracis-33615 220 24 . . PUNCT bracis-33615 221 1 however however ADV bracis-33615 221 2 , , PUNCT bracis-33615 221 3 our our PRON bracis-33615 221 4 machine machine NOUN bracis-33615 221 5 learning learning NOUN bracis-33615 221 6 model model NOUN bracis-33615 221 7 showed show VERB bracis-33615 221 8 mixed mixed ADJ bracis-33615 221 9 results result NOUN bracis-33615 221 10 , , PUNCT bracis-33615 221 11 with with ADP bracis-33615 221 12 the the DET bracis-33615 221 13 neural neural ADJ bracis-33615 221 14 network network NOUN bracis-33615 221 15 having have VERB bracis-33615 221 16 high high ADJ bracis-33615 221 17 number number NOUN bracis-33615 221 18 of of ADP bracis-33615 221 19 true true ADJ bracis-33615 221 20 positives positive NOUN bracis-33615 221 21 but but CCONJ bracis-33615 221 22 at at ADP bracis-33615 221 23 the the DET bracis-33615 221 24 cost cost NOUN bracis-33615 221 25 of of ADP bracis-33615 221 26 a a DET bracis-33615 221 27 high high ADJ bracis-33615 221 28 number number NOUN bracis-33615 221 29 of of ADP bracis-33615 221 30 false false ADJ bracis-33615 221 31 positives positive NOUN bracis-33615 221 32 . . PUNCT bracis-33615 222 1 decision decision NOUN bracis-33615 222 2 tree tree NOUN bracis-33615 222 3 and and CCONJ bracis-33615 222 4 knn knn PROPN bracis-33615 222 5 demonstrated demonstrate VERB bracis-33615 222 6 a a DET bracis-33615 222 7 more more ADV bracis-33615 222 8 balanced balanced ADJ bracis-33615 222 9 classification classification NOUN bracis-33615 222 10 ability ability NOUN bracis-33615 222 11 . . PUNCT bracis-33615 223 1 overall overall ADV bracis-33615 223 2 , , PUNCT bracis-33615 223 3 the the DET bracis-33615 223 4 decision decision NOUN bracis-33615 223 5 tree tree NOUN bracis-33615 223 6 cart cart NOUN bracis-33615 223 7 algorithm algorithm NOUN bracis-33615 223 8 performed perform VERB bracis-33615 223 9 best well ADV bracis-33615 223 10 . . PUNCT bracis-33615 224 1 although although SCONJ bracis-33615 224 2 our our PRON bracis-33615 224 3 current current ADJ bracis-33615 224 4 model model NOUN bracis-33615 224 5 was be AUX bracis-33615 224 6 built build VERB bracis-33615 224 7 with with ADP bracis-33615 224 8 data datum NOUN bracis-33615 224 9 from from ADP bracis-33615 224 10 a a DET bracis-33615 224 11 specific specific ADJ bracis-33615 224 12 introductory introductory ADJ bracis-33615 224 13 programming programming NOUN bracis-33615 224 14 context context NOUN bracis-33615 224 15 , , PUNCT bracis-33615 224 16 it it PRON bracis-33615 224 17 represents represent VERB bracis-33615 224 18 a a DET bracis-33615 224 19 significant significant ADJ bracis-33615 224 20 contribution contribution NOUN bracis-33615 224 21 to to ADP bracis-33615 224 22 understanding understanding NOUN bracis-33615 224 23 and and CCONJ bracis-33615 224 24 detecting detect VERB bracis-33615 224 25 this this DET bracis-33615 224 26 behavior behavior NOUN bracis-33615 224 27 , , PUNCT bracis-33615 224 28 given give VERB bracis-33615 224 29 the the DET bracis-33615 224 30 difficulty difficulty NOUN bracis-33615 224 31 in in ADP bracis-33615 224 32 generalizing generalize VERB bracis-33615 224 33 “ " PUNCT bracis-33615 224 34 gaming game VERB bracis-33615 224 35 the the DET bracis-33615 224 36 system system NOUN bracis-33615 224 37 ” " PUNCT bracis-33615 224 38 detectors detector NOUN bracis-33615 224 39 reported report VERB bracis-33615 224 40 in in ADP bracis-33615 224 41 the the DET bracis-33615 224 42 literature literature NOUN bracis-33615 224 43 . . PUNCT bracis-33615 225 1 as as ADP bracis-33615 225 2 a a DET bracis-33615 225 3 future future ADJ bracis-33615 225 4 perspective perspective NOUN bracis-33615 225 5 , , PUNCT bracis-33615 225 6 we we PRON bracis-33615 225 7 plan plan VERB bracis-33615 225 8 to to PART bracis-33615 225 9 conduct conduct VERB bracis-33615 225 10 a a DET bracis-33615 225 11 comparative comparative ADJ bracis-33615 225 12 analysis analysis NOUN bracis-33615 225 13 of of ADP bracis-33615 225 14 data datum NOUN bracis-33615 225 15 from from ADP bracis-33615 225 16 public public ADJ bracis-33615 225 17 school school NOUN bracis-33615 225 18 students student NOUN bracis-33615 225 19 in in ADP bracis-33615 225 20 rural rural ADJ bracis-33615 225 21 and and CCONJ bracis-33615 225 22 urban urban ADJ bracis-33615 225 23 environments environment NOUN bracis-33615 225 24 , , PUNCT bracis-33615 225 25 looking look VERB bracis-33615 225 26 for for ADP bracis-33615 225 27 similar similar ADJ bracis-33615 225 28 socioeconomic socioeconomic ADJ bracis-33615 225 29 and and CCONJ bracis-33615 225 30 demographic demographic ADJ bracis-33615 225 31 contexts contexts NOUN bracis-33615 225 32 . . PUNCT bracis-33615 226 1 by by ADP bracis-33615 226 2 replicating replicate VERB bracis-33615 226 3 our our PRON bracis-33615 226 4 study study NOUN bracis-33615 226 5 in in ADP bracis-33615 226 6 different different ADJ bracis-33615 226 7 settings setting NOUN bracis-33615 226 8 , , PUNCT bracis-33615 226 9 we we PRON bracis-33615 226 10 hope hope VERB bracis-33615 226 11 to to PART bracis-33615 226 12 better well ADV bracis-33615 226 13 understand understand VERB bracis-33615 226 14 the the DET bracis-33615 226 15 observed observe VERB bracis-33615 226 16 behaviors behavior NOUN bracis-33615 226 17 and and CCONJ bracis-33615 226 18 identify identify VERB bracis-33615 226 19 possible possible ADJ bracis-33615 226 20 variations variation NOUN bracis-33615 226 21 or or CCONJ bracis-33615 226 22 distinct distinct ADJ bracis-33615 226 23 patterns pattern NOUN bracis-33615 226 24 across across ADP bracis-33615 226 25 these these DET bracis-33615 226 26 contexts contexts NOUN bracis-33615 226 27 . . PUNCT bracis-33615 227 1 this this PRON bracis-33615 227 2 will will AUX bracis-33615 227 3 allow allow VERB bracis-33615 227 4 us we PRON bracis-33615 227 5 to to PART bracis-33615 227 6 explore explore VERB bracis-33615 227 7 how how SCONJ bracis-33615 227 8 factors factor NOUN bracis-33615 227 9 such such ADJ bracis-33615 227 10 as as ADP bracis-33615 227 11 geographic geographic ADJ bracis-33615 227 12 location location NOUN bracis-33615 227 13 , , PUNCT bracis-33615 227 14 access access NOUN bracis-33615 227 15 to to ADP bracis-33615 227 16 educational educational ADJ bracis-33615 227 17 resources resource NOUN bracis-33615 227 18 , , PUNCT bracis-33615 227 19 and and CCONJ bracis-33615 227 20 demographic demographic ADJ bracis-33615 227 21 characteristics characteristic NOUN bracis-33615 227 22 can can AUX bracis-33615 227 23 influence influence VERB bracis-33615 227 24 the the DET bracis-33615 227 25 manifestation manifestation NOUN bracis-33615 227 26 of of ADP bracis-33615 227 27 “ " PUNCT bracis-33615 227 28 gaming game VERB bracis-33615 227 29 the the DET bracis-33615 227 30 system system NOUN bracis-33615 227 31 ” " PUNCT bracis-33615 227 32 behavior behavior NOUN bracis-33615 227 33 . . PUNCT bracis-33615 228 1 furthermore furthermore ADV bracis-33615 228 2 , , PUNCT bracis-33615 228 3 by by ADP bracis-33615 228 4 testing testing NOUN bracis-33615 228 5 and and CCONJ bracis-33615 228 6 evaluating evaluate VERB bracis-33615 228 7 our our PRON bracis-33615 228 8 detector detector NOUN bracis-33615 228 9 with with ADP bracis-33615 228 10 additional additional ADJ bracis-33615 228 11 datasets dataset NOUN bracis-33615 228 12 from from ADP bracis-33615 228 13 different different ADJ bracis-33615 228 14 environments environment NOUN bracis-33615 228 15 , , PUNCT bracis-33615 228 16 we we PRON bracis-33615 228 17 will will AUX bracis-33615 228 18 be be AUX bracis-33615 228 19 able able ADJ bracis-33615 228 20 to to PART bracis-33615 228 21 verify verify VERB bracis-33615 228 22 its its PRON bracis-33615 228 23 effectiveness effectiveness NOUN bracis-33615 228 24 and and CCONJ bracis-33615 228 25 generalizability generalizability NOUN bracis-33615 228 26 across across ADP bracis-33615 228 27 a a DET bracis-33615 228 28 variety variety NOUN bracis-33615 228 29 of of ADP bracis-33615 228 30 educational educational ADJ bracis-33615 228 31 contexts context NOUN bracis-33615 228 32 . . PUNCT bracis-33615 229 1 this this DET bracis-33615 229 2 broad broad ADJ bracis-33615 229 3 , , PUNCT bracis-33615 229 4 comparative comparative ADJ bracis-33615 229 5 approach approach NOUN bracis-33615 229 6 will will AUX bracis-33615 229 7 help help VERB bracis-33615 229 8 us we PRON bracis-33615 229 9 improve improve VERB bracis-33615 229 10 our our PRON bracis-33615 229 11 understanding understanding NOUN bracis-33615 229 12 of of ADP bracis-33615 229 13 “ " PUNCT bracis-33615 229 14 gaming game VERB bracis-33615 229 15 the the DET bracis-33615 229 16 system system NOUN bracis-33615 229 17 ” " PUNCT bracis-33615 229 18 behavior behavior NOUN bracis-33615 229 19 and and CCONJ bracis-33615 229 20 develop develop VERB bracis-33615 229 21 more more ADV bracis-33615 229 22 effective effective ADJ bracis-33615 229 23 strategies strategy NOUN bracis-33615 229 24 for for ADP bracis-33615 229 25 detecting detect VERB bracis-33615 229 26 and and CCONJ bracis-33615 229 27 addressing address VERB bracis-33615 229 28 it it PRON bracis-33615 229 29 in in ADP bracis-33615 229 30 different different ADJ bracis-33615 229 31 educational educational ADJ bracis-33615 229 32 settings setting NOUN bracis-33615 229 33 . . PUNCT bracis-33615 230 1 notes note VERB bracis-33615 230 2 1.https://ada-projeto.vercel.app/. 1.https://ada-projeto.vercel.app/. NUM bracis-33615 230 3 2.https://scikit-learn.org/stable/. 2.https://scikit-learn.org/stable/. NUM bracis-33615 230 4 references reference NOUN bracis-33615 230 5 aleven aleven NOUN bracis-33615 230 6 , , PUNCT bracis-33615 230 7 v. v. PROPN bracis-33615 230 8 , , PUNCT bracis-33615 230 9 mclaren mclaren PROPN bracis-33615 230 10 , , PUNCT bracis-33615 230 11 b. b. PROPN bracis-33615 230 12 , , PUNCT bracis-33615 230 13 roll roll NOUN bracis-33615 230 14 , , PUNCT bracis-33615 230 15 i. i. NOUN bracis-33615 230 16 , , PUNCT bracis-33615 230 17 koedinger koedinger NOUN bracis-33615 230 18 , , PUNCT bracis-33615 230 19 k. k. PROPN bracis-33615 230 20 : : PUNCT bracis-33615 230 21 toward toward ADP bracis-33615 230 22 tutoring tutor VERB bracis-33615 230 23 help help NOUN bracis-33615 230 24 seeking seek VERB bracis-33615 230 25 . . PUNCT bracis-33615 231 1 in in ADP bracis-33615 231 2 : : PUNCT bracis-33615 231 3 7th 7th ADJ bracis-33615 231 4 international international ADJ bracis-33615 231 5 conference conference NOUN bracis-33615 231 6 on on ADP bracis-33615 231 7 intelligent intelligent ADJ bracis-33615 231 8 tutoring tutoring NOUN bracis-33615 231 9 systems system NOUN bracis-33615 231 10 , , PUNCT bracis-33615 231 11 pp pp ADV bracis-33615 231 12 . . PUNCT bracis-33615 232 1 227–239 227–239 NUM bracis-33615 232 2 . . PUNCT bracis-33615 232 3 springer springer NOUN bracis-33615 232 4 , , PUNCT bracis-33615 232 5 berlin berlin PROPN bracis-33615 232 6 , , PUNCT bracis-33615 232 7 heidelberg heidelberg PROPN bracis-33615 232 8 ( ( PUNCT bracis-33615 232 9 2004 2004 NUM bracis-33615 232 10 ) ) PUNCT bracis-33615 232 11 google google PROPN bracis-33615 232 12 scholar scholar NOUN bracis-33615 232 13     SPACE bracis-33615 232 14 aleven aleven ADJ bracis-33615 232 15 , , PUNCT bracis-33615 232 16 v. v. PROPN bracis-33615 232 17 , , PUNCT bracis-33615 232 18 mclaren mclaren PROPN bracis-33615 232 19 , , PUNCT bracis-33615 232 20 b. b. PROPN bracis-33615 232 21 , , PUNCT bracis-33615 232 22 roll roll NOUN bracis-33615 232 23 , , PUNCT bracis-33615 232 24 i. i. NOUN bracis-33615 232 25 , , PUNCT bracis-33615 232 26 koedinger koedinger NOUN bracis-33615 232 27 , , PUNCT bracis-33615 232 28 k. k. PROPN bracis-33615 232 29 : : PUNCT bracis-33615 232 30 toward toward ADP bracis-33615 232 31 metacognitive metacognitive ADJ bracis-33615 232 32 tutoring tutoring NOUN bracis-33615 232 33 : : PUNCT bracis-33615 232 34 a a DET bracis-33615 232 35 model model NOUN bracis-33615 232 36 of of ADP bracis-33615 232 37 help help NOUN bracis-33615 232 38 seeking seek VERB bracis-33615 232 39 with with ADP bracis-33615 232 40 a a DET bracis-33615 232 41 cognitive cognitive ADJ bracis-33615 232 42 tutor tutor NOUN bracis-33615 232 43 . . PUNCT bracis-33615 233 1 int int NOUN bracis-33615 233 2 . . PUNCT bracis-33615 234 1 j. j. PROPN bracis-33615 234 2 artif artif PROPN bracis-33615 234 3 . . PUNCT bracis-33615 235 1 intell intell PROPN bracis-33615 235 2 . . PUNCT bracis-33615 236 1 educ educ PROPN bracis-33615 236 2 . . PUNCT bracis-33615 237 1 16(2 16(2 NUM bracis-33615 237 2 ) ) PUNCT bracis-33615 237 3 , , PUNCT bracis-33615 237 4 101–128 101–128 NUM bracis-33615 237 5 ( ( PUNCT bracis-33615 237 6 2006 2006 NUM bracis-33615 237 7 ) ) PUNCT bracis-33615 237 8 math math NOUN bracis-33615 237 9     SPACE bracis-33615 237 10 google google PROPN bracis-33615 237 11 scholar scholar NOUN bracis-33615 237 12     SPACE bracis-33615 237 13 baker baker PROPN bracis-33615 237 14 , , PUNCT bracis-33615 237 15 r. r. PROPN bracis-33615 237 16 , , PUNCT bracis-33615 237 17 de de PROPN bracis-33615 237 18 carvalho carvalho PROPN bracis-33615 237 19 , , PUNCT bracis-33615 237 20 a. a. NOUN bracis-33615 237 21 : : PUNCT bracis-33615 237 22 labeling labeling NOUN bracis-33615 237 23 student student NOUN bracis-33615 237 24 behavior behavior NOUN bracis-33615 237 25 faster fast ADV bracis-33615 237 26 and and CCONJ bracis-33615 237 27 more more ADV bracis-33615 237 28 precisely precisely ADV bracis-33615 237 29 with with ADP bracis-33615 237 30 text text NOUN bracis-33615 237 31 replays replay NOUN bracis-33615 237 32 . . PUNCT bracis-33615 238 1 in in ADP bracis-33615 238 2 : : PUNCT bracis-33615 238 3 educational educational ADJ bracis-33615 238 4 data datum NOUN bracis-33615 238 5 mining mining NOUN bracis-33615 238 6 2008 2008 NUM bracis-33615 238 7 , , PUNCT bracis-33615 238 8 pp pp PROPN bracis-33615 238 9 . . PUNCT bracis-33615 239 1 1–10 1–10 PROPN bracis-33615 239 2 . . PUNCT bracis-33615 240 1 montreal montreal PROPN bracis-33615 240 2 , , PUNCT bracis-33615 240 3 canada canada PROPN bracis-33615 240 4 ( ( PUNCT bracis-33615 240 5 2008 2008 NUM bracis-33615 240 6 ) ) PUNCT bracis-33615 240 7 google google PROPN bracis-33615 240 8 scholar scholar NOUN bracis-33615 240 9     SPACE bracis-33615 240 10 baker baker PROPN bracis-33615 240 11 , , PUNCT bracis-33615 240 12 r. r. PROPN bracis-33615 240 13 , , PUNCT bracis-33615 240 14 walonoski walonoski PROPN bracis-33615 240 15 , , PUNCT bracis-33615 240 16 j. j. PROPN bracis-33615 240 17 , , PUNCT bracis-33615 240 18 heffernan heffernan PROPN bracis-33615 240 19 , , PUNCT bracis-33615 240 20 n. n. NOUN bracis-33615 240 21 , , PUNCT bracis-33615 240 22 roll roll NOUN bracis-33615 240 23 , , PUNCT bracis-33615 240 24 i. i. NOUN bracis-33615 240 25 , , PUNCT bracis-33615 240 26 corbett corbett PROPN bracis-33615 240 27 , , PUNCT bracis-33615 240 28 a. a. PROPN bracis-33615 240 29 , , PUNCT bracis-33615 240 30 koedinger koedinger NOUN bracis-33615 240 31 , , PUNCT bracis-33615 240 32 k. k. PROPN bracis-33615 240 33 : : PUNCT bracis-33615 240 34 why why SCONJ bracis-33615 240 35 students student NOUN bracis-33615 240 36 engage engage VERB bracis-33615 240 37 in in ADP bracis-33615 240 38 gaming game VERB bracis-33615 240 39 the the DET bracis-33615 240 40 system system NOUN bracis-33615 240 41 behavior behavior NOUN bracis-33615 240 42 in in ADP bracis-33615 240 43 interactive interactive ADJ bracis-33615 240 44 learning learning NOUN bracis-33615 240 45 environments environment NOUN bracis-33615 240 46 . . PUNCT bracis-33615 241 1 j. j. PROPN bracis-33615 241 2 interact interact PROPN bracis-33615 241 3 . . PUNCT bracis-33615 242 1 learn learn VERB bracis-33615 242 2 . . PUNCT bracis-33615 243 1 res re NOUN bracis-33615 243 2 . . PUNCT bracis-33615 244 1 19(2 19(2 NUM bracis-33615 244 2 ) ) PUNCT bracis-33615 244 3 , , PUNCT bracis-33615 244 4 185–224 185–224 NUM bracis-33615 244 5 ( ( PUNCT bracis-33615 244 6 2008 2008 NUM bracis-33615 244 7 ) ) PUNCT bracis-33615 244 8 math math NOUN bracis-33615 244 9     SPACE bracis-33615 244 10 google google PROPN bracis-33615 244 11 scholar scholar NOUN bracis-33615 244 12     SPACE bracis-33615 244 13 baker baker PROPN bracis-33615 244 14 , , PUNCT bracis-33615 244 15 r.s r.s PROPN bracis-33615 244 16 . . PROPN bracis-33615 244 17 , , PUNCT bracis-33615 244 18 corbett corbett PROPN bracis-33615 244 19 , , PUNCT bracis-33615 244 20 a.t a.t PROPN bracis-33615 244 21 . . PROPN bracis-33615 244 22 , , PUNCT bracis-33615 244 23 koedinger koedinger PROPN bracis-33615 244 24 , , PUNCT bracis-33615 244 25 k.r k.r PROPN bracis-33615 244 26 . . PROPN bracis-33615 244 27 : : PUNCT bracis-33615 244 28 detecting detect VERB bracis-33615 244 29 student student NOUN bracis-33615 244 30 misuse misuse NOUN bracis-33615 244 31 of of ADP bracis-33615 244 32 intelligent intelligent ADJ bracis-33615 244 33 tutoring tutoring NOUN bracis-33615 244 34 systems system NOUN bracis-33615 244 35 . . PUNCT bracis-33615 245 1 in in ADP bracis-33615 245 2 : : PUNCT bracis-33615 245 3 7th 7th ADJ bracis-33615 245 4 international international ADJ bracis-33615 245 5 conference conference NOUN bracis-33615 245 6 on on ADP bracis-33615 245 7 intelligent intelligent ADJ bracis-33615 245 8 tutoring tutoring NOUN bracis-33615 245 9 systems system NOUN bracis-33615 245 10 , , PUNCT bracis-33615 245 11 pp pp ADV bracis-33615 245 12 . . PUNCT bracis-33615 246 1 531–540 531–540 NUM bracis-33615 246 2 . . PUNCT bracis-33615 246 3 springer springer NOUN bracis-33615 246 4 , , PUNCT bracis-33615 246 5 berlin berlin PROPN bracis-33615 246 6 , , PUNCT bracis-33615 246 7 heidelberg heidelberg PROPN bracis-33615 246 8 ( ( PUNCT bracis-33615 246 9 2004 2004 NUM bracis-33615 246 10 ) ) PUNCT bracis-33615 246 11 google google PROPN bracis-33615 246 12 scholar scholar NOUN bracis-33615 246 13     SPACE bracis-33615 246 14 baker baker PROPN bracis-33615 246 15 , , PUNCT bracis-33615 246 16 r.s r.s PROPN bracis-33615 246 17 . . PROPN bracis-33615 246 18 , , PUNCT bracis-33615 246 19 corbett corbett PROPN bracis-33615 246 20 , , PUNCT bracis-33615 246 21 a.t a.t PROPN bracis-33615 246 22 . . PROPN bracis-33615 246 23 , , PUNCT bracis-33615 246 24 koedinger koedinger PROPN bracis-33615 246 25 , , PUNCT bracis-33615 246 26 k.r k.r PROPN bracis-33615 246 27 . . PROPN bracis-33615 246 28 , , PUNCT bracis-33615 246 29 wagner wagner PROPN bracis-33615 246 30 , , PUNCT bracis-33615 246 31 a.z a.z PROPN bracis-33615 246 32 . . PROPN bracis-33615 246 33 : : PUNCT bracis-33615 246 34 off off ADP bracis-33615 246 35 - - PUNCT bracis-33615 246 36 task task NOUN bracis-33615 246 37 behavior behavior NOUN bracis-33615 246 38 in in ADP bracis-33615 246 39 the the DET bracis-33615 246 40 cognitive cognitive ADJ bracis-33615 246 41 tutor tutor NOUN bracis-33615 246 42 classroom classroom NOUN bracis-33615 246 43 : : PUNCT bracis-33615 246 44 when when SCONJ bracis-33615 246 45 students student NOUN bracis-33615 246 46 game game VERB bracis-33615 246 47 the the DET bracis-33615 246 48 system system NOUN bracis-33615 246 49 . . PUNCT bracis-33615 247 1 in in ADP bracis-33615 247 2 : : PUNCT bracis-33615 247 3 proceedings proceeding NOUN bracis-33615 247 4 of of ADP bracis-33615 247 5 the the DET bracis-33615 247 6 sigchi sigchi PROPN bracis-33615 247 7 conference conference NOUN bracis-33615 247 8 on on ADP bracis-33615 247 9 human human ADJ bracis-33615 247 10 factors factor NOUN bracis-33615 247 11 in in ADP bracis-33615 247 12 computing computing NOUN bracis-33615 247 13 systems system NOUN bracis-33615 247 14 , , PUNCT bracis-33615 247 15 pp pp ADJ bracis-33615 247 16 . . PUNCT bracis-33615 248 1 383–390 383–390 NUM bracis-33615 248 2 . . PUNCT bracis-33615 248 3 acm acm PROPN bracis-33615 248 4 , , PUNCT bracis-33615 248 5 vienna vienna PROPN bracis-33615 248 6 , , PUNCT bracis-33615 248 7 austria austria PROPN bracis-33615 248 8 ( ( PUNCT bracis-33615 248 9 2004 2004 NUM bracis-33615 248 10 ) ) PUNCT bracis-33615 248 11 google google PROPN bracis-33615 248 12 scholar scholar NOUN bracis-33615 248 13     SPACE bracis-33615 248 14 bartholomé bartholomé NOUN bracis-33615 248 15 , , PUNCT bracis-33615 248 16 t. t. PROPN bracis-33615 248 17 , , PUNCT bracis-33615 248 18 stahl stahl PROPN bracis-33615 248 19 , , PUNCT bracis-33615 248 20 e. e. PROPN bracis-33615 248 21 , , PUNCT bracis-33615 248 22 bromme bromme PROPN bracis-33615 248 23 , , PUNCT bracis-33615 248 24 r. r. PROPN bracis-33615 248 25 : : PUNCT bracis-33615 248 26 help help AUX bracis-33615 248 27 - - PUNCT bracis-33615 248 28 seeking seek VERB bracis-33615 248 29 in in ADP bracis-33615 248 30 interactive interactive ADJ bracis-33615 248 31 learning learning NOUN bracis-33615 248 32 environments environment NOUN bracis-33615 248 33 : : PUNCT bracis-33615 248 34 effectiveness effectiveness NOUN bracis-33615 248 35 of of ADP bracis-33615 248 36 help help NOUN bracis-33615 248 37 and and CCONJ bracis-33615 248 38 learner learner NOUN bracis-33615 248 39 - - PUNCT bracis-33615 248 40 related relate VERB bracis-33615 248 41 factors factor NOUN bracis-33615 248 42 in in ADP bracis-33615 248 43 a a DET bracis-33615 248 44 dyadic dyadic ADJ bracis-33615 248 45 setting setting NOUN bracis-33615 248 46 . . PUNCT bracis-33615 249 1 cogn cogn ADJ bracis-33615 249 2 . . PUNCT bracis-33615 250 1 learn learn VERB bracis-33615 250 2 . . PUNCT bracis-33615 251 1 styles style NOUN bracis-33615 251 2 4 4 NUM bracis-33615 251 3 , , PUNCT bracis-33615 251 4 81–88 81–88 NUM bracis-33615 251 5 ( ( PUNCT bracis-33615 251 6 2004 2004 NUM bracis-33615 251 7 ) ) PUNCT bracis-33615 251 8 math math NOUN bracis-33615 251 9     SPACE bracis-33615 251 10 google google PROPN bracis-33615 251 11 scholar scholar NOUN bracis-33615 251 12     SPACE bracis-33615 251 13 beck beck NOUN bracis-33615 251 14 , , PUNCT bracis-33615 251 15 j.e j.e PROPN bracis-33615 251 16 . . PROPN bracis-33615 251 17 : : PUNCT bracis-33615 251 18 using use VERB bracis-33615 251 19 response response NOUN bracis-33615 251 20 times time NOUN bracis-33615 251 21 to to PART bracis-33615 251 22 model model VERB bracis-33615 251 23 student student NOUN bracis-33615 251 24 disengagement disengagement NOUN bracis-33615 251 25 . . PUNCT bracis-33615 252 1 in in ADP bracis-33615 252 2 : : PUNCT bracis-33615 252 3 proceedings proceeding NOUN bracis-33615 252 4 of of ADP bracis-33615 252 5 the the DET bracis-33615 252 6 its2004 its2004 NOUN bracis-33615 252 7 workshop workshop NOUN bracis-33615 252 8 on on ADP bracis-33615 252 9 social social ADJ bracis-33615 252 10 and and CCONJ bracis-33615 252 11 emotional emotional ADJ bracis-33615 252 12 intelligence intelligence NOUN bracis-33615 252 13 in in ADP bracis-33615 252 14 learning learn VERB bracis-33615 252 15 environments environment NOUN bracis-33615 252 16 , , PUNCT bracis-33615 252 17 vol vol NOUN bracis-33615 252 18 . . PROPN bracis-33615 252 19 20 20 NUM bracis-33615 252 20 , , PUNCT bracis-33615 252 21 pp pp ADJ bracis-33615 252 22 . . PUNCT bracis-33615 253 1 88–95 88–95 NUM bracis-33615 253 2 . . PUNCT bracis-33615 254 1 maceio maceio PROPN bracis-33615 254 2 , , PUNCT bracis-33615 254 3 brazil brazil PROPN bracis-33615 254 4 ( ( PUNCT bracis-33615 254 5 2004 2004 NUM bracis-33615 254 6 ) ) PUNCT bracis-33615 254 7 google google PROPN bracis-33615 254 8 scholar scholar NOUN bracis-33615 254 9     SPACE bracis-33615 254 10 berrar berrar NOUN bracis-33615 254 11 , , PUNCT bracis-33615 254 12 d. d. PROPN bracis-33615 254 13 : : PUNCT bracis-33615 254 14 cross cross NOUN bracis-33615 254 15 - - NOUN bracis-33615 254 16 validation validation NOUN bracis-33615 254 17 . . PUNCT bracis-33615 255 1 in in ADP bracis-33615 255 2 : : PUNCT bracis-33615 255 3 encyclopedia encyclopedia NOUN bracis-33615 255 4 of of ADP bracis-33615 255 5 bioinformatics bioinformatics NOUN bracis-33615 255 6 and and CCONJ bracis-33615 255 7 computational computational ADJ bracis-33615 255 8 biology biology NOUN bracis-33615 255 9 , , PUNCT bracis-33615 255 10 pp pp ADJ bracis-33615 255 11 . . PUNCT bracis-33615 256 1 542–545 542–545 NUM bracis-33615 256 2 . . PUNCT bracis-33615 257 1 elsevier elsevier NOUN bracis-33615 257 2 , , PUNCT bracis-33615 257 3 oxford oxford PROPN bracis-33615 257 4 ( ( PUNCT bracis-33615 257 5 2019 2019 NUM bracis-33615 257 6 ) ) PUNCT bracis-33615 257 7 google google NOUN bracis-33615 257 8 scholar scholar NOUN bracis-33615 257 9     SPACE bracis-33615 257 10 burse burse NOUN bracis-33615 257 11 , , PUNCT bracis-33615 257 12 k. k. PROPN bracis-33615 257 13 , , PUNCT bracis-33615 257 14 yadav yadav PROPN bracis-33615 257 15 , , PUNCT bracis-33615 257 16 r.n r.n PROPN bracis-33615 257 17 . . PROPN bracis-33615 257 18 , , PUNCT bracis-33615 257 19 shrivastava shrivastava PROPN bracis-33615 257 20 , , PUNCT bracis-33615 257 21 s. s. PROPN bracis-33615 257 22 : : PUNCT bracis-33615 257 23 channel channel NOUN bracis-33615 257 24 equalization equalization NOUN bracis-33615 257 25 using use VERB bracis-33615 257 26 neural neural ADJ bracis-33615 257 27 networks network NOUN bracis-33615 257 28 : : PUNCT bracis-33615 257 29 a a DET bracis-33615 257 30 review review NOUN bracis-33615 257 31 . . PUNCT bracis-33615 258 1 ieee ieee PROPN bracis-33615 258 2 trans trans PROPN bracis-33615 258 3 . . PUNCT bracis-33615 259 1 syst syst PROPN bracis-33615 259 2 . . PUNCT bracis-33615 260 1 man man PROPN bracis-33615 260 2 cybern cybern PROPN bracis-33615 260 3 . . PUNCT bracis-33615 261 1 part part NOUN bracis-33615 261 2 c c PROPN bracis-33615 261 3 appl appl PROPN bracis-33615 261 4 . . PUNCT bracis-33615 262 1 rev rev PROPN bracis-33615 262 2 . . PROPN bracis-33615 262 3 40(3 40(3 NOUN bracis-33615 262 4 ) ) PUNCT bracis-33615 262 5 , , PUNCT bracis-33615 262 6 352–357 352–357 NUM bracis-33615 262 7 ( ( PUNCT bracis-33615 262 8 2010 2010 NUM bracis-33615 262 9 ) ) PUNCT bracis-33615 262 10 google google PROPN bracis-33615 262 11 scholar scholar NOUN bracis-33615 262 12     SPACE bracis-33615 262 13 cooke cooke PROPN bracis-33615 262 14 , , PUNCT bracis-33615 262 15 n.j n.j PROPN bracis-33615 262 16 . . PROPN bracis-33615 262 17 : : PUNCT bracis-33615 262 18 varieties variety NOUN bracis-33615 262 19 of of ADP bracis-33615 262 20 knowledge knowledge NOUN bracis-33615 262 21 elicitation elicitation NOUN bracis-33615 262 22 techniques technique NOUN bracis-33615 262 23 . . PUNCT bracis-33615 263 1 int int NOUN bracis-33615 263 2 . . PUNCT bracis-33615 264 1 j. j. PROPN bracis-33615 264 2 hum hum PROPN bracis-33615 264 3 . . PUNCT bracis-33615 265 1 comput comput NOUN bracis-33615 265 2 . . PUNCT bracis-33615 266 1 stud stud PROPN bracis-33615 266 2 . . PUNCT bracis-33615 267 1 41(6 41(6 NOUN bracis-33615 267 2 ) ) PUNCT bracis-33615 267 3 , , PUNCT bracis-33615 267 4 801–849 801–849 NUM bracis-33615 267 5 ( ( PUNCT bracis-33615 267 6 1994 1994 NUM bracis-33615 267 7 ) ) PUNCT bracis-33615 267 8 article article NOUN bracis-33615 267 9     SPACE bracis-33615 267 10 math math NOUN bracis-33615 267 11     SPACE bracis-33615 267 12 google google PROPN bracis-33615 267 13 scholar scholar NOUN bracis-33615 267 14     SPACE bracis-33615 267 15 baker baker PROPN bracis-33615 267 16 , , PUNCT bracis-33615 267 17 r.s r.s PROPN bracis-33615 267 18 . . PROPN bracis-33615 267 19 , , PUNCT bracis-33615 267 20 corbett corbett PROPN bracis-33615 267 21 , , PUNCT bracis-33615 267 22 a.t a.t PROPN bracis-33615 267 23 . . PROPN bracis-33615 267 24 , , PUNCT bracis-33615 267 25 roll roll NOUN bracis-33615 267 26 , , PUNCT bracis-33615 267 27 i. i. NOUN bracis-33615 267 28 , , PUNCT bracis-33615 267 29 koedinger koedinger PROPN bracis-33615 267 30 , , PUNCT bracis-33615 267 31 k.r k.r PROPN bracis-33615 267 32 . . PROPN bracis-33615 267 33 : : PUNCT bracis-33615 267 34 developing develop VERB bracis-33615 267 35 a a DET bracis-33615 267 36 generalizable generalizable ADJ bracis-33615 267 37 detector detector NOUN bracis-33615 267 38 of of ADP bracis-33615 267 39 when when SCONJ bracis-33615 267 40 students student NOUN bracis-33615 267 41 game game VERB bracis-33615 267 42 the the DET bracis-33615 267 43 system system NOUN bracis-33615 267 44 . . PUNCT bracis-33615 268 1 user user NOUN bracis-33615 268 2 model model PROPN bracis-33615 268 3 . . PUNCT bracis-33615 269 1 user user NOUN bracis-33615 269 2 - - PUNCT bracis-33615 269 3 adap adap PROPN bracis-33615 269 4 . . PUNCT bracis-33615 270 1 inter inter PROPN bracis-33615 270 2 . . PUNCT bracis-33615 271 1 18(3 18(3 NUM bracis-33615 271 2 ) ) PUNCT bracis-33615 271 3 , , PUNCT bracis-33615 271 4 287–314 287–314 NUM bracis-33615 271 5 ( ( PUNCT bracis-33615 271 6 2008 2008 NUM bracis-33615 271 7 ) ) PUNCT bracis-33615 271 8 article article NOUN bracis-33615 271 9     SPACE bracis-33615 271 10 google google PROPN bracis-33615 271 11 scholar scholar NOUN bracis-33615 271 12     SPACE bracis-33615 271 13 huang huang PROPN bracis-33615 271 14 , , PUNCT bracis-33615 271 15 y. y. PROPN bracis-33615 271 16 , , PUNCT bracis-33615 271 17 et et PROPN bracis-33615 271 18 al al PROPN bracis-33615 271 19 . . PUNCT bracis-33615 271 20 : : PUNCT bracis-33615 272 1 item item NOUN bracis-33615 272 2 response response NOUN bracis-33615 272 3 theory theory NOUN bracis-33615 272 4 - - PUNCT bracis-33615 272 5 based base VERB bracis-33615 272 6 gaming gaming NOUN bracis-33615 272 7 detection detection NOUN bracis-33615 272 8 . . PUNCT bracis-33615 273 1 in in ADP bracis-33615 273 2 : : PUNCT bracis-33615 273 3 15th 15th ADJ bracis-33615 273 4 international international ADJ bracis-33615 273 5 conference conference NOUN bracis-33615 273 6 on on ADP bracis-33615 273 7 educational educational ADJ bracis-33615 273 8 data datum NOUN bracis-33615 273 9 mining mining NOUN bracis-33615 273 10 , , PUNCT bracis-33615 273 11 pp pp ADP bracis-33615 273 12 . . PUNCT bracis-33615 273 13 1–10 1–10 NOUN bracis-33615 273 14 . . PUNCT bracis-33615 274 1 international international ADJ bracis-33615 274 2 educational educational ADJ bracis-33615 274 3 data data PROPN bracis-33615 274 4 mining mining NOUN bracis-33615 274 5 society society NOUN bracis-33615 274 6 , , PUNCT bracis-33615 274 7 durham durham PROPN bracis-33615 274 8 , , PUNCT bracis-33615 274 9 usa usa PROPN bracis-33615 274 10 ( ( PUNCT bracis-33615 274 11 2022 2022 NUM bracis-33615 274 12 ) ) PUNCT bracis-33615 274 13 google google PROPN bracis-33615 274 14 scholar scholar NOUN bracis-33615 274 15     SPACE bracis-33615 274 16 karumbaiah karumbaiah PROPN bracis-33615 274 17 , , PUNCT bracis-33615 274 18 s. s. PROPN bracis-33615 274 19 , , PUNCT bracis-33615 274 20 ocumpaugh ocumpaugh ADJ bracis-33615 274 21 , , PUNCT bracis-33615 274 22 j. j. PROPN bracis-33615 274 23 , , PUNCT bracis-33615 274 24 baker baker PROPN bracis-33615 274 25 , , PUNCT bracis-33615 274 26 r.s r.s PROPN bracis-33615 274 27 . . PUNCT bracis-33615 274 28 : : PUNCT bracis-33615 275 1 context context NOUN bracis-33615 275 2 matters matter VERB bracis-33615 275 3 : : PUNCT bracis-33615 275 4 differing differ VERB bracis-33615 275 5 implications implication NOUN bracis-33615 275 6 of of ADP bracis-33615 275 7 motivation motivation NOUN bracis-33615 275 8 and and CCONJ bracis-33615 275 9 help help AUX bracis-33615 275 10 - - PUNCT bracis-33615 275 11 seeking seek VERB bracis-33615 275 12 in in ADP bracis-33615 275 13 educational educational ADJ bracis-33615 275 14 technology technology NOUN bracis-33615 275 15 . . PUNCT bracis-33615 276 1 int int NOUN bracis-33615 276 2 . . PUNCT bracis-33615 277 1 j. j. PROPN bracis-33615 277 2 artif artif PROPN bracis-33615 277 3 . . PUNCT bracis-33615 278 1 intell intell PROPN bracis-33615 278 2 . . PUNCT bracis-33615 279 1 educ educ PROPN bracis-33615 279 2 . . PUNCT bracis-33615 280 1 32(3 32(3 NUM bracis-33615 280 2 ) ) PUNCT bracis-33615 280 3 , , PUNCT bracis-33615 280 4 685–724 685–724 NUM bracis-33615 280 5 ( ( PUNCT bracis-33615 280 6 2022 2022 NUM bracis-33615 280 7 ) ) PUNCT bracis-33615 280 8 article article NOUN bracis-33615 280 9     SPACE bracis-33615 280 10 math math NOUN bracis-33615 280 11     SPACE bracis-33615 280 12 google google PROPN bracis-33615 280 13 scholar scholar NOUN bracis-33615 280 14     SPACE bracis-33615 280 15 koch koch PROPN bracis-33615 280 16 , , PUNCT bracis-33615 280 17 c.j c.j PROPN bracis-33615 280 18 . . PROPN bracis-33615 280 19 , , PUNCT bracis-33615 280 20 kleinmann kleinmann PROPN bracis-33615 280 21 , , PUNCT bracis-33615 280 22 m. m. NOUN bracis-33615 280 23 : : PUNCT bracis-33615 280 24 a a DET bracis-33615 280 25 stitch stitch NOUN bracis-33615 280 26 in in ADP bracis-33615 280 27 time time NOUN bracis-33615 280 28 saves save VERB bracis-33615 280 29 nine nine NUM bracis-33615 280 30 : : PUNCT bracis-33615 280 31 behavioural behavioural ADJ bracis-33615 280 32 decision decision NOUN bracis-33615 280 33 - - PUNCT bracis-33615 280 34 making making NOUN bracis-33615 280 35 explanations explanation NOUN bracis-33615 280 36 for for ADP bracis-33615 280 37 time time NOUN bracis-33615 280 38 management management NOUN bracis-33615 280 39 problems problem NOUN bracis-33615 280 40 . . PUNCT bracis-33615 281 1 eur eur PROPN bracis-33615 281 2 . . PUNCT bracis-33615 282 1 j. j. PROPN bracis-33615 282 2 work work PROPN bracis-33615 282 3 organ organ PROPN bracis-33615 282 4 . . PUNCT bracis-33615 283 1 psy psy PROPN bracis-33615 283 2 . . PUNCT bracis-33615 284 1 11(2 11(2 X bracis-33615 284 2 ) ) PUNCT bracis-33615 284 3 , , PUNCT bracis-33615 284 4 199–217 199–217 NUM bracis-33615 284 5 ( ( PUNCT bracis-33615 284 6 2002 2002 NUM bracis-33615 284 7 ) ) PUNCT bracis-33615 284 8 article article NOUN bracis-33615 284 9     SPACE bracis-33615 284 10 math math NOUN bracis-33615 284 11     SPACE bracis-33615 284 12 google google PROPN bracis-33615 284 13 scholar scholar NOUN bracis-33615 284 14     SPACE bracis-33615 284 15 martinez martinez PROPN bracis-33615 284 16 miron miron PROPN bracis-33615 284 17 , , PUNCT bracis-33615 284 18 e.a e.a PROPN bracis-33615 284 19 . . PROPN bracis-33615 284 20 , , PUNCT bracis-33615 284 21 du du PROPN bracis-33615 284 22 boulay boulay PROPN bracis-33615 284 23 , , PUNCT bracis-33615 284 24 b. b. PROPN bracis-33615 284 25 , , PUNCT bracis-33615 284 26 luckin luckin PROPN bracis-33615 284 27 , , PUNCT bracis-33615 284 28 r. r. PROPN bracis-33615 284 29 : : PUNCT bracis-33615 284 30 goal goal NOUN bracis-33615 284 31 achievement achievement NOUN bracis-33615 284 32 orientation orientation NOUN bracis-33615 284 33 in in ADP bracis-33615 284 34 the the DET bracis-33615 284 35 design design NOUN bracis-33615 284 36 of of ADP bracis-33615 284 37 an an DET bracis-33615 284 38 ile ile NOUN bracis-33615 284 39 . . PUNCT bracis-33615 285 1 in in ADP bracis-33615 285 2 : : PUNCT bracis-33615 285 3 proceedings proceeding NOUN bracis-33615 285 4 of of ADP bracis-33615 285 5 the the DET bracis-33615 285 6 its2004 its2004 NOUN bracis-33615 285 7 workshop workshop NOUN bracis-33615 285 8 on on ADP bracis-33615 285 9 social social ADJ bracis-33615 285 10 and and CCONJ bracis-33615 285 11 emotional emotional ADJ bracis-33615 285 12 intelligence intelligence NOUN bracis-33615 285 13 in in ADP bracis-33615 285 14 learning learn VERB bracis-33615 285 15 environments environment NOUN bracis-33615 285 16 , , PUNCT bracis-33615 285 17 pp pp ADV bracis-33615 285 18 . . PUNCT bracis-33615 286 1 72–78 72–78 NOUN bracis-33615 286 2 . . PUNCT bracis-33615 286 3 maceio maceio PROPN bracis-33615 286 4 , , PUNCT bracis-33615 286 5 brazil brazil PROPN bracis-33615 286 6 ( ( PUNCT bracis-33615 286 7 2004 2004 NUM bracis-33615 286 8 ) ) PUNCT bracis-33615 286 9 google google PROPN bracis-33615 286 10 scholar scholar NOUN bracis-33615 286 11     SPACE bracis-33615 286 12 muldner muldner NOUN bracis-33615 286 13 , , PUNCT bracis-33615 286 14 k. k. PROPN bracis-33615 286 15 , , PUNCT bracis-33615 286 16 burleson burleson PROPN bracis-33615 286 17 , , PUNCT bracis-33615 286 18 w. w. PROPN bracis-33615 286 19 , , PUNCT bracis-33615 286 20 van van PROPN bracis-33615 286 21 de de PROPN bracis-33615 286 22 sande sande PROPN bracis-33615 286 23 , , PUNCT bracis-33615 286 24 b. b. PROPN bracis-33615 286 25 , , PUNCT bracis-33615 286 26 vanlehn vanlehn PROPN bracis-33615 286 27 , , PUNCT bracis-33615 286 28 k. k. PROPN bracis-33615 286 29 : : PUNCT bracis-33615 286 30 an an DET bracis-33615 286 31 analysis analysis NOUN bracis-33615 286 32 of of ADP bracis-33615 286 33 students student NOUN bracis-33615 286 34 ’ ’ PART bracis-33615 286 35 gaming gaming NOUN bracis-33615 286 36 behaviors behavior NOUN bracis-33615 286 37 in in ADP bracis-33615 286 38 an an DET bracis-33615 286 39 intelligent intelligent ADJ bracis-33615 286 40 tutoring tutoring NOUN bracis-33615 286 41 system system NOUN bracis-33615 286 42 : : PUNCT bracis-33615 286 43 predictors predictor NOUN bracis-33615 286 44 and and CCONJ bracis-33615 286 45 impacts impact NOUN bracis-33615 286 46 . . PUNCT bracis-33615 287 1 user user NOUN bracis-33615 287 2 model model PROPN bracis-33615 287 3 . . PUNCT bracis-33615 288 1 user user NOUN bracis-33615 288 2 - - PUNCT bracis-33615 288 3 adap adap PROPN bracis-33615 288 4 . . PUNCT bracis-33615 289 1 inter inter PROPN bracis-33615 289 2 . . PUNCT bracis-33615 290 1 21(1 21(1 NUM bracis-33615 290 2 ) ) PUNCT bracis-33615 290 3 , , PUNCT bracis-33615 290 4 99–135 99–135 NUM bracis-33615 290 5 ( ( PUNCT bracis-33615 290 6 2011 2011 NUM bracis-33615 290 7 ) ) PUNCT bracis-33615 290 8 article article NOUN bracis-33615 290 9     SPACE bracis-33615 290 10 google google PROPN bracis-33615 290 11 scholar scholar NOUN bracis-33615 290 12     SPACE bracis-33615 290 13 ogan ogan PROPN bracis-33615 290 14 , , PUNCT bracis-33615 290 15 a. a. PROPN bracis-33615 290 16 , , PUNCT bracis-33615 290 17 walker walker PROPN bracis-33615 290 18 , , PUNCT bracis-33615 290 19 e. e. PROPN bracis-33615 290 20 , , PUNCT bracis-33615 290 21 baker baker PROPN bracis-33615 290 22 , , PUNCT bracis-33615 290 23 r. r. PROPN bracis-33615 290 24 , , PUNCT bracis-33615 290 25 rodrigo rodrigo PROPN bracis-33615 290 26 , , PUNCT bracis-33615 290 27 m.m.t m.m.t PROPN bracis-33615 290 28 . . PROPN bracis-33615 290 29 , , PUNCT bracis-33615 290 30 soriano soriano PROPN bracis-33615 290 31 , , PUNCT bracis-33615 290 32 j.c j.c PROPN bracis-33615 290 33 . . PROPN bracis-33615 290 34 , , PUNCT bracis-33615 290 35 castro castro PROPN bracis-33615 290 36 , , PUNCT bracis-33615 290 37 m.j m.j PROPN bracis-33615 290 38 . . PROPN bracis-33615 290 39 : : PUNCT bracis-33615 290 40 towards towards ADP bracis-33615 290 41 understanding understand VERB bracis-33615 290 42 how how SCONJ bracis-33615 290 43 to to PART bracis-33615 290 44 assess assess VERB bracis-33615 290 45 help help NOUN bracis-33615 290 46 - - PUNCT bracis-33615 290 47 seeking seek VERB bracis-33615 290 48 behavior behavior NOUN bracis-33615 290 49 across across ADP bracis-33615 290 50 cultures culture NOUN bracis-33615 290 51 . . PUNCT bracis-33615 291 1 int int NOUN bracis-33615 291 2 . . PUNCT bracis-33615 292 1 j. j. PROPN bracis-33615 292 2 artif artif PROPN bracis-33615 292 3 . . PUNCT bracis-33615 293 1 intell intell PROPN bracis-33615 293 2 . . PUNCT bracis-33615 294 1 educ educ PROPN bracis-33615 294 2 . . PUNCT bracis-33615 295 1 25 25 NUM bracis-33615 295 2 , , PUNCT bracis-33615 295 3 229–248 229–248 NUM bracis-33615 295 4 ( ( PUNCT bracis-33615 295 5 2015 2015 NUM bracis-33615 295 6 ) ) PUNCT bracis-33615 295 7 article article NOUN bracis-33615 295 8     SPACE bracis-33615 295 9 google google PROPN bracis-33615 295 10 scholar scholar NOUN bracis-33615 295 11     SPACE bracis-33615 295 12 oliveira oliveira PROPN bracis-33615 295 13 , , PUNCT bracis-33615 295 14 d.a d.a PROPN bracis-33615 295 15 . . PROPN bracis-33615 295 16 , , PUNCT bracis-33615 295 17 de de PROPN bracis-33615 295 18 jesus jesus PROPN bracis-33615 295 19 , , PUNCT bracis-33615 295 20 a.m.c a.m.c PROPN bracis-33615 295 21 . . PROPN bracis-33615 295 22 , , PUNCT bracis-33615 295 23 et et PROPN bracis-33615 295 24 al al PROPN bracis-33615 295 25 . . PROPN bracis-33615 295 26 : : PUNCT bracis-33615 295 27 as as SCONJ bracis-33615 295 28 políticas políticas PROPN bracis-33615 295 29 de de X bracis-33615 295 30 avaliação avaliação PROPN bracis-33615 295 31 e e PROPN bracis-33615 295 32 responsabilização responsabilização VERB bracis-33615 295 33 no no DET bracis-33615 295 34 brasil brasil NOUN bracis-33615 295 35 : : PUNCT bracis-33615 295 36 uma uma PROPN bracis-33615 295 37 análise análise PROPN bracis-33615 295 38 da da PROPN bracis-33615 295 39 educação educação PROPN bracis-33615 295 40 básica básica PROPN bracis-33615 295 41 nos nos PROPN bracis-33615 295 42 estados estados PROPN bracis-33615 295 43 da da PROPN bracis-33615 295 44 região região PROPN bracis-33615 295 45 nordeste nordeste NOUN bracis-33615 295 46 . . PUNCT bracis-33615 296 1 revista revista PROPN bracis-33615 296 2 ibero ibero PROPN bracis-33615 296 3 - - PUNCT bracis-33615 296 4 americana americana PROPN bracis-33615 296 5 de de X bracis-33615 296 6 educação educação X bracis-33615 296 7 , , PUNCT bracis-33615 296 8 pp pp PROPN bracis-33615 296 9 . . PUNCT bracis-33615 297 1 1–20 1–20 PROPN bracis-33615 297 2 ( ( PUNCT bracis-33615 297 3 2020 2020 NUM bracis-33615 297 4 ) ) PUNCT bracis-33615 297 5 google google PROPN bracis-33615 297 6 scholar scholar NOUN bracis-33615 297 7     SPACE bracis-33615 297 8 paquette paquette PROPN bracis-33615 297 9 , , PUNCT bracis-33615 297 10 l. l. PROPN bracis-33615 297 11 , , PUNCT bracis-33615 297 12 baker baker PROPN bracis-33615 297 13 , , PUNCT bracis-33615 297 14 r.s r.s PROPN bracis-33615 297 15 . . PROPN bracis-33615 297 16 : : PUNCT bracis-33615 298 1 comparing compare VERB bracis-33615 298 2 machine machine NOUN bracis-33615 298 3 learning learn VERB bracis-33615 298 4 to to PART bracis-33615 298 5 knowledge knowledge VERB bracis-33615 298 6 engineering engineering NOUN bracis-33615 298 7 for for ADP bracis-33615 298 8 student student NOUN bracis-33615 298 9 behavior behavior NOUN bracis-33615 298 10 modeling modeling NOUN bracis-33615 298 11 : : PUNCT bracis-33615 298 12 a a DET bracis-33615 298 13 case case NOUN bracis-33615 298 14 study study NOUN bracis-33615 298 15 in in ADP bracis-33615 298 16 gaming game VERB bracis-33615 298 17 the the DET bracis-33615 298 18 system system NOUN bracis-33615 298 19 . . PUNCT bracis-33615 299 1 interact interact VERB bracis-33615 299 2 . . PUNCT bracis-33615 300 1 learn learn VERB bracis-33615 300 2 . . PUNCT bracis-33615 301 1 environ environ X bracis-33615 301 2 . . PUNCT bracis-33615 302 1 27(5–6 27(5–6 NUM bracis-33615 302 2 ) ) PUNCT bracis-33615 302 3 , , PUNCT bracis-33615 302 4 585–597 585–597 NUM bracis-33615 302 5 ( ( PUNCT bracis-33615 302 6 2019 2019 NUM bracis-33615 302 7 ) ) PUNCT bracis-33615 302 8 article article NOUN bracis-33615 302 9     SPACE bracis-33615 302 10 math math NOUN bracis-33615 302 11     SPACE bracis-33615 302 12 google google PROPN bracis-33615 302 13 scholar scholar NOUN bracis-33615 302 14     SPACE bracis-33615 302 15 paquette paquette PROPN bracis-33615 302 16 , , PUNCT bracis-33615 302 17 l. l. PROPN bracis-33615 302 18 , , PUNCT bracis-33615 302 19 de de X bracis-33615 302 20 carvalho carvalho PROPN bracis-33615 302 21 , , PUNCT bracis-33615 302 22 a.m. a.m. ADV bracis-33615 302 23 , , PUNCT bracis-33615 302 24 baker baker PROPN bracis-33615 302 25 , , PUNCT bracis-33615 302 26 r.s r.s PROPN bracis-33615 302 27 . . PROPN bracis-33615 302 28 : : PUNCT bracis-33615 302 29 towards towards ADP bracis-33615 302 30 understanding understand VERB bracis-33615 302 31 expert expert NOUN bracis-33615 302 32 coding coding NOUN bracis-33615 302 33 of of ADP bracis-33615 302 34 student student NOUN bracis-33615 302 35 disengagement disengagement NOUN bracis-33615 302 36 in in ADP bracis-33615 302 37 online online ADJ bracis-33615 302 38 learning learning NOUN bracis-33615 302 39 . . PUNCT bracis-33615 303 1 in in ADP bracis-33615 303 2 : : PUNCT bracis-33615 303 3 36th 36th ADJ bracis-33615 303 4 annual annual ADJ bracis-33615 303 5 conference conference NOUN bracis-33615 303 6 of of ADP bracis-33615 303 7 the the DET bracis-33615 303 8 cognitive cognitive ADJ bracis-33615 303 9 science science NOUN bracis-33615 303 10 society society NOUN bracis-33615 303 11 , , PUNCT bracis-33615 303 12 pp pp ADV bracis-33615 303 13 . . PUNCT bracis-33615 304 1 1–6 1–6 NUM bracis-33615 304 2 . . PUNCT bracis-33615 305 1 austin austin PROPN bracis-33615 305 2 , , PUNCT bracis-33615 305 3 tx tx PROPN bracis-33615 305 4 ( ( PUNCT bracis-33615 305 5 2014 2014 NUM bracis-33615 305 6 ) ) PUNCT bracis-33615 305 7 google google PROPN bracis-33615 305 8 scholar scholar NOUN bracis-33615 305 9     SPACE bracis-33615 305 10 pardos pardo NOUN bracis-33615 305 11 , , PUNCT bracis-33615 305 12 z.a z.a PROPN bracis-33615 305 13 . . PROPN bracis-33615 305 14 , , PUNCT bracis-33615 305 15 baker baker PROPN bracis-33615 305 16 , , PUNCT bracis-33615 305 17 r.s r.s PROPN bracis-33615 305 18 . . PROPN bracis-33615 305 19 , , PUNCT bracis-33615 305 20 san san PROPN bracis-33615 305 21 pedro pedro PROPN bracis-33615 305 22 , , PUNCT bracis-33615 305 23 m.o m.o PROPN bracis-33615 305 24 . . PROPN bracis-33615 305 25 , , PUNCT bracis-33615 305 26 gowda gowda PROPN bracis-33615 305 27 , , PUNCT bracis-33615 305 28 s.m s.m PROPN bracis-33615 305 29 . . PROPN bracis-33615 305 30 : : PUNCT bracis-33615 305 31 affective affective ADJ bracis-33615 305 32 states state NOUN bracis-33615 305 33 and and CCONJ bracis-33615 305 34 state state NOUN bracis-33615 305 35 tests test NOUN bracis-33615 305 36 : : PUNCT bracis-33615 305 37 investigating investigate VERB bracis-33615 305 38 how how SCONJ bracis-33615 305 39 affect affect VERB bracis-33615 305 40 and and CCONJ bracis-33615 305 41 engagement engagement NOUN bracis-33615 305 42 during during ADP bracis-33615 305 43 the the DET bracis-33615 305 44 school school NOUN bracis-33615 305 45 year year NOUN bracis-33615 305 46 predict predict VERB bracis-33615 305 47 end end NOUN bracis-33615 305 48 - - PUNCT bracis-33615 305 49 of of ADP bracis-33615 305 50 - - PUNCT bracis-33615 305 51 year year NOUN bracis-33615 305 52 learning learn VERB bracis-33615 305 53 outcomes outcome NOUN bracis-33615 305 54 . . PUNCT bracis-33615 306 1 j. j. PROPN bracis-33615 306 2 learn learn PROPN bracis-33615 306 3 . . PUNCT bracis-33615 307 1 anal anal ADJ bracis-33615 307 2 . . PUNCT bracis-33615 307 3 1(1 1(1 NUM bracis-33615 307 4 ) ) PUNCT bracis-33615 307 5 , , PUNCT bracis-33615 307 6 107–128 107–128 NUM bracis-33615 307 7 ( ( PUNCT bracis-33615 307 8 2014 2014 NUM bracis-33615 307 9 ) ) PUNCT bracis-33615 307 10 article article NOUN bracis-33615 307 11     SPACE bracis-33615 307 12 google google PROPN bracis-33615 307 13 scholar scholar NOUN bracis-33615 307 14     SPACE bracis-33615 307 15 ryan ryan PROPN bracis-33615 307 16 , , PUNCT bracis-33615 307 17 allison allison PROPN bracis-33615 307 18 m. m. PROPN bracis-33615 307 19 , , PUNCT bracis-33615 307 20 et et PROPN bracis-33615 307 21 al al PROPN bracis-33615 307 22 . . PROPN bracis-33615 307 23 : : PUNCT bracis-33615 307 24 do do VERB bracis-33615 307 25 gender gender NOUN bracis-33615 307 26 differences difference NOUN bracis-33615 307 27 in in ADP bracis-33615 307 28 help help NOUN bracis-33615 307 29 avoidance avoidance NOUN bracis-33615 307 30 vary vary VERB bracis-33615 307 31 by by ADP bracis-33615 307 32 ethnicity ethnicity NOUN bracis-33615 307 33 ? ? PUNCT bracis-33615 308 1 an an DET bracis-33615 308 2 examination examination NOUN bracis-33615 308 3 of of ADP bracis-33615 308 4 african african ADJ bracis-33615 308 5 american american ADJ bracis-33615 308 6 and and CCONJ bracis-33615 308 7 european european ADJ bracis-33615 308 8 american american ADJ bracis-33615 308 9 students student NOUN bracis-33615 308 10 during during ADP bracis-33615 308 11 early early ADJ bracis-33615 308 12 adolescence adolescence NOUN bracis-33615 308 13 . . PUNCT bracis-33615 309 1 dev dev PROPN bracis-33615 309 2 . . PUNCT bracis-33615 310 1 psychol psychol PROPN bracis-33615 310 2 . . PUNCT bracis-33615 310 3 45(4 45(4 NOUN bracis-33615 310 4 ) ) PUNCT bracis-33615 310 5 , , PUNCT bracis-33615 310 6 1152 1152 NUM bracis-33615 310 7 ( ( PUNCT bracis-33615 310 8 2009 2009 NUM bracis-33615 310 9 ) ) PUNCT bracis-33615 310 10 google google PROPN bracis-33615 310 11 scholar scholar NOUN bracis-33615 310 12     SPACE bracis-33615 310 13 richey richey PROPN bracis-33615 310 14 , , PUNCT bracis-33615 310 15 j.e j.e PROPN bracis-33615 310 16 . . PROPN bracis-33615 310 17 , , PUNCT bracis-33615 310 18 et et PROPN bracis-33615 310 19 al al PROPN bracis-33615 310 20 . . PROPN bracis-33615 310 21 : : PUNCT bracis-33615 311 1 gaming gaming NOUN bracis-33615 311 2 and and CCONJ bracis-33615 311 3 confusion confusion NOUN bracis-33615 311 4 explain explain VERB bracis-33615 311 5 learning learn VERB bracis-33615 311 6 advantages advantage NOUN bracis-33615 311 7 for for ADP bracis-33615 311 8 a a DET bracis-33615 311 9 math math NOUN bracis-33615 311 10 digital digital ADJ bracis-33615 311 11 learning learning NOUN bracis-33615 311 12 game game NOUN bracis-33615 311 13 . . PUNCT bracis-33615 312 1 in in ADP bracis-33615 312 2 : : PUNCT bracis-33615 312 3 22nd 22nd ADJ bracis-33615 312 4 international international ADJ bracis-33615 312 5 conference conference NOUN bracis-33615 312 6 on on ADP bracis-33615 312 7 artificial artificial ADJ bracis-33615 312 8 intelligence intelligence NOUN bracis-33615 312 9 in in ADP bracis-33615 312 10 education education NOUN bracis-33615 312 11 , , PUNCT bracis-33615 312 12 aied aie VERB bracis-33615 312 13 2021 2021 NUM bracis-33615 312 14 , , PUNCT bracis-33615 312 15 utrecht utrecht PROPN bracis-33615 312 16 , , PUNCT bracis-33615 312 17 the the DET bracis-33615 312 18 netherlands netherlands PROPN bracis-33615 312 19 , , PUNCT bracis-33615 312 20 june june PROPN bracis-33615 312 21 14–18 14–18 NUM bracis-33615 312 22 , , PUNCT bracis-33615 312 23 2021 2021 NUM bracis-33615 312 24 , , PUNCT bracis-33615 312 25 proceedings proceeding NOUN bracis-33615 312 26 , , PUNCT bracis-33615 312 27 part part NOUN bracis-33615 312 28 i i PRON bracis-33615 312 29 , , PUNCT bracis-33615 312 30 pp pp ADJ bracis-33615 312 31 . . PUNCT bracis-33615 313 1 342–355 342–355 NUM bracis-33615 313 2 . . PUNCT bracis-33615 313 3 springer springer NOUN bracis-33615 313 4 , , PUNCT bracis-33615 313 5 cham cham PROPN bracis-33615 313 6 ( ( PUNCT bracis-33615 313 7 2021 2021 NUM bracis-33615 313 8 ) ) PUNCT bracis-33615 313 9 google google PROPN bracis-33615 313 10 scholar scholar NOUN bracis-33615 313 11     SPACE bracis-33615 313 12 rodrigo rodrigo PROPN bracis-33615 313 13 , , PUNCT bracis-33615 313 14 m.m.t m.m.t PROPN bracis-33615 313 15 . . PROPN bracis-33615 313 16 , , PUNCT bracis-33615 313 17 et et PROPN bracis-33615 313 18 al al PROPN bracis-33615 313 19 . . PROPN bracis-33615 313 20 : : PUNCT bracis-33615 314 1 affective affective ADJ bracis-33615 314 2 and and CCONJ bracis-33615 314 3 behavioral behavioral ADJ bracis-33615 314 4 predictors predictor NOUN bracis-33615 314 5 of of ADP bracis-33615 314 6 novice novice NOUN bracis-33615 314 7 programmer programmer NOUN bracis-33615 314 8 achievement achievement NOUN bracis-33615 314 9 . . PUNCT bracis-33615 315 1 in in ADP bracis-33615 315 2 : : PUNCT bracis-33615 315 3 proceedings proceeding NOUN bracis-33615 315 4 of of ADP bracis-33615 315 5 the the DET bracis-33615 315 6 14th 14th ADJ bracis-33615 315 7 annual annual ADJ bracis-33615 315 8 acm acm NOUN bracis-33615 315 9 sigcse sigcse PROPN bracis-33615 315 10 conference conference NOUN bracis-33615 315 11 on on ADP bracis-33615 315 12 innovation innovation NOUN bracis-33615 315 13 and and CCONJ bracis-33615 315 14 technology technology NOUN bracis-33615 315 15 in in ADP bracis-33615 315 16 computer computer NOUN bracis-33615 315 17 science science NOUN bracis-33615 315 18 education education NOUN bracis-33615 315 19 , , PUNCT bracis-33615 315 20 pp pp ADJ bracis-33615 315 21 . . PUNCT bracis-33615 316 1 156–160 156–160 NUM bracis-33615 316 2 . . PUNCT bracis-33615 317 1 acm acm PROPN bracis-33615 317 2 , , PUNCT bracis-33615 317 3 paris paris PROPN bracis-33615 317 4 , , PUNCT bracis-33615 317 5 france france PROPN bracis-33615 317 6 ( ( PUNCT bracis-33615 317 7 2009 2009 NUM bracis-33615 317 8 ) ) PUNCT bracis-33615 317 9 google google PROPN bracis-33615 317 10 scholar scholar NOUN bracis-33615 317 11     SPACE bracis-33615 317 12 solomon solomon PROPN bracis-33615 317 13 , , PUNCT bracis-33615 317 14 p. p. NOUN bracis-33615 317 15 : : PUNCT bracis-33615 318 1 the the DET bracis-33615 318 2 think think VERB bracis-33615 318 3 aloud aloud ADJ bracis-33615 318 4 method method NOUN bracis-33615 318 5 : : PUNCT bracis-33615 318 6 a a DET bracis-33615 318 7 practical practical ADJ bracis-33615 318 8 guide guide NOUN bracis-33615 318 9 to to ADP bracis-33615 318 10 modelling model VERB bracis-33615 318 11 cognitive cognitive ADJ bracis-33615 318 12 processes process NOUN bracis-33615 318 13 : : PUNCT bracis-33615 318 14 mw mw PROPN bracis-33615 318 15 van van PROPN bracis-33615 318 16 someren someren PROPN bracis-33615 318 17 , , PUNCT bracis-33615 318 18 yf yf PROPN bracis-33615 318 19 barnard barnard PROPN bracis-33615 318 20 , , PUNCT bracis-33615 318 21 and and CCONJ bracis-33615 318 22 jac jac PROPN bracis-33615 318 23 sandberg sandberg PROPN bracis-33615 318 24 . . PROPN bracis-33615 319 1 knowledge knowledge PROPN bracis-33615 319 2 based base VERB bracis-33615 319 3 systems system NOUN bracis-33615 319 4 series series NOUN bracis-33615 319 5 , , PUNCT bracis-33615 319 6 academic academic ADJ bracis-33615 319 7 press press NOUN bracis-33615 319 8 , , PUNCT bracis-33615 319 9 san san PROPN bracis-33615 319 10 diego diego PROPN bracis-33615 319 11 ( ( PUNCT bracis-33615 319 12 1994 1994 NUM bracis-33615 319 13 ) ) PUNCT bracis-33615 319 14 math math NOUN bracis-33615 319 15     SPACE bracis-33615 319 16 google google PROPN bracis-33615 319 17 scholar scholar NOUN bracis-33615 319 18     SPACE bracis-33615 319 19 walonoski walonoski PROPN bracis-33615 319 20 , , PUNCT bracis-33615 319 21 j.a j.a PROPN bracis-33615 319 22 . . PROPN bracis-33615 319 23 , , PUNCT bracis-33615 319 24 heffernan heffernan PROPN bracis-33615 319 25 , , PUNCT bracis-33615 319 26 n.t n.t PROPN bracis-33615 319 27 . . PROPN bracis-33615 319 28 : : PUNCT bracis-33615 319 29 detection detection NOUN bracis-33615 319 30 and and CCONJ bracis-33615 319 31 analysis analysis NOUN bracis-33615 319 32 of of ADP bracis-33615 319 33 off off ADP bracis-33615 319 34 - - PUNCT bracis-33615 319 35 task task NOUN bracis-33615 319 36 gaming gaming NOUN bracis-33615 319 37 behavior behavior NOUN bracis-33615 319 38 in in ADP bracis-33615 319 39 intelligent intelligent ADJ bracis-33615 319 40 tutoring tutoring NOUN bracis-33615 319 41 systems system NOUN bracis-33615 319 42 . . PUNCT bracis-33615 320 1 in in ADP bracis-33615 320 2 : : PUNCT bracis-33615 320 3 international international ADJ bracis-33615 320 4 conference conference NOUN bracis-33615 320 5 on on ADP bracis-33615 320 6 intelligent intelligent ADJ bracis-33615 320 7 tutoring tutoring NOUN bracis-33615 320 8 systems system NOUN bracis-33615 320 9 , , PUNCT bracis-33615 320 10 pp pp ADP bracis-33615 320 11 . . PUNCT bracis-33615 321 1 382–391 382–391 NUM bracis-33615 321 2 . . PUNCT bracis-33615 321 3 springer springer NOUN bracis-33615 321 4 , , PUNCT bracis-33615 321 5 location location NOUN bracis-33615 321 6 ( ( PUNCT bracis-33615 321 7 2006 2006 NUM bracis-33615 321 8 ) ) PUNCT bracis-33615 321 9 google google PROPN bracis-33615 321 10 scholar scholar NOUN bracis-33615 321 11     SPACE bracis-33615 321 12 solyst solyst NOUN bracis-33615 321 13 , , PUNCT bracis-33615 321 14 j. j. PROPN bracis-33615 321 15 , , PUNCT bracis-33615 321 16 thakur thakur PROPN bracis-33615 321 17 , , PUNCT bracis-33615 321 18 t. t. PROPN bracis-33615 321 19 , , PUNCT bracis-33615 321 20 dutta dutta PROPN bracis-33615 321 21 , , PUNCT bracis-33615 321 22 m. m. NOUN bracis-33615 321 23 , , PUNCT bracis-33615 321 24 asano asano PROPN bracis-33615 321 25 , , PUNCT bracis-33615 321 26 y. y. PROPN bracis-33615 321 27 , , PUNCT bracis-33615 321 28 petersen petersen PROPN bracis-33615 321 29 , , PUNCT bracis-33615 321 30 a. a. PROPN bracis-33615 321 31 , , PUNCT bracis-33615 321 32 williams williams PROPN bracis-33615 321 33 , , PUNCT bracis-33615 321 34 j.j j.j PROPN bracis-33615 321 35 . . PROPN bracis-33615 321 36 : : PUNCT bracis-33615 321 37 procrastination procrastination NOUN bracis-33615 321 38 and and CCONJ bracis-33615 321 39 gaming gaming NOUN bracis-33615 321 40 in in ADP bracis-33615 321 41 an an DET bracis-33615 321 42 online online ADJ bracis-33615 321 43 homework homework NOUN bracis-33615 321 44 system system NOUN bracis-33615 321 45 of of ADP bracis-33615 321 46 an an DET bracis-33615 321 47 inverted inverted ADJ bracis-33615 321 48 cs1 cs1 NOUN bracis-33615 321 49 . . PUNCT bracis-33615 322 1 in in ADP bracis-33615 322 2 : : PUNCT bracis-33615 322 3 proceedings proceeding NOUN bracis-33615 322 4 of of ADP bracis-33615 322 5 the the DET bracis-33615 322 6 52nd 52nd PROPN bracis-33615 322 7 acm acm PROPN bracis-33615 322 8 technical technical ADJ bracis-33615 322 9 symposium symposium NOUN bracis-33615 322 10 on on ADP bracis-33615 322 11 computer computer NOUN bracis-33615 322 12 science science NOUN bracis-33615 322 13 education education NOUN bracis-33615 322 14 , , PUNCT bracis-33615 322 15 pp pp ADJ bracis-33615 322 16 . . PUNCT bracis-33615 323 1 789–795 789–795 NUM bracis-33615 323 2 ( ( PUNCT bracis-33615 323 3 2021 2021 NUM bracis-33615 323 4 ) ) PUNCT bracis-33615 323 5 google google NOUN bracis-33615 323 6 scholar scholar NOUN bracis-33615 323 7     SPACE bracis-33615 323 8 gong gong NOUN bracis-33615 323 9 , , PUNCT bracis-33615 323 10 y. y. PROPN bracis-33615 323 11 , , PUNCT bracis-33615 323 12 beck beck PROPN bracis-33615 323 13 , , PUNCT bracis-33615 323 14 j. j. PROPN bracis-33615 323 15 , , PUNCT bracis-33615 323 16 heffernan heffernan PROPN bracis-33615 323 17 , , PUNCT bracis-33615 323 18 n.t n.t PROPN bracis-33615 323 19 . . PROPN bracis-33615 323 20 , , PUNCT bracis-33615 323 21 forbes forbes PROPN bracis-33615 323 22 - - NOUN bracis-33615 323 23 summers summer NOUN bracis-33615 323 24 , , PUNCT bracis-33615 323 25 e. e. PROPN bracis-33615 323 26 : : PUNCT bracis-33615 323 27 the the DET bracis-33615 323 28 impact impact NOUN bracis-33615 323 29 of of ADP bracis-33615 323 30 gaming gaming NOUN bracis-33615 323 31 ( ( PUNCT bracis-33615 323 32 ? ? PUNCT bracis-33615 323 33 ) ) PUNCT bracis-33615 323 34 on on ADP bracis-33615 323 35 learning learn VERB bracis-33615 323 36 at at ADP bracis-33615 323 37 the the DET bracis-33615 323 38 fine fine ADV bracis-33615 323 39 - - PUNCT bracis-33615 323 40 grained grain VERB bracis-33615 323 41 level level NOUN bracis-33615 323 42 . . PUNCT bracis-33615 324 1 in in ADP bracis-33615 324 2 : : PUNCT bracis-33615 324 3 proceedings proceeding NOUN bracis-33615 324 4 of of ADP bracis-33615 324 5 the the DET bracis-33615 324 6 10th 10th ADJ bracis-33615 324 7 international international ADJ bracis-33615 324 8 conference conference NOUN bracis-33615 324 9 on on ADP bracis-33615 324 10 intelligent intelligent ADJ bracis-33615 324 11 tutoring tutoring NOUN bracis-33615 324 12 systems system NOUN bracis-33615 324 13 ( ( PUNCT bracis-33615 324 14 its2010 its2010 NOUN bracis-33615 324 15 ) ) PUNCT bracis-33615 324 16 part part NOUN bracis-33615 324 17 , , PUNCT bracis-33615 324 18 vol vol NOUN bracis-33615 324 19 . . PROPN bracis-33615 324 20 1 1 NUM bracis-33615 324 21 , , PUNCT bracis-33615 324 22 pp pp ADJ bracis-33615 324 23 . . PUNCT bracis-33615 325 1 194–203 194–203 NUM bracis-33615 325 2 ( ( PUNCT bracis-33615 325 3 2010 2010 NUM bracis-33615 325 4 ) ) PUNCT bracis-33615 325 5 google google PROPN bracis-33615 325 6 scholar scholar NOUN bracis-33615 325 7     SPACE bracis-33615 325 8 download download NOUN bracis-33615 325 9 references reference NOUN bracis-33615 325 10 author author NOUN bracis-33615 325 11 information information NOUN bracis-33615 325 12 authors author NOUN bracis-33615 325 13 and and CCONJ bracis-33615 325 14 affiliations affiliation NOUN bracis-33615 325 15 computer computer NOUN bracis-33615 325 16 center center NOUN bracis-33615 325 17 - - PUNCT bracis-33615 325 18 cin cin PROPN bracis-33615 325 19 , , PUNCT bracis-33615 325 20 federal federal ADJ bracis-33615 325 21 university university PROPN bracis-33615 325 22 of of ADP bracis-33615 325 23 pernambuco pernambuco PROPN bracis-33615 325 24 , , PUNCT bracis-33615 325 25 recife recife PROPN bracis-33615 325 26 , , PUNCT bracis-33615 325 27 brazil brazil PROPN bracis-33615 325 28 hemilis hemilis PROPN bracis-33615 326 1 joyse joyse PROPN bracis-33615 326 2 barbosa barbosa PROPN bracis-33615 326 3 rocha rocha PROPN bracis-33615 326 4     SPACE bracis-33615 326 5 & & CCONJ bracis-33615 326 6     SPACE bracis-33615 326 7 patricia patricia PROPN bracis-33615 326 8 cabral cabral PROPN bracis-33615 326 9 de de PROPN bracis-33615 326 10 azevedo azevedo PROPN bracis-33615 326 11 restelli restelli PROPN bracis-33615 326 12 tedesco tedesco PROPN bracis-33615 326 13 institute institute PROPN bracis-33615 326 14 of of ADP bracis-33615 326 15 computing computing PROPN bracis-33615 326 16 - - PUNCT bracis-33615 326 17 ic ic PROPN bracis-33615 326 18 , , PUNCT bracis-33615 326 19 federal federal ADJ bracis-33615 326 20 university university NOUN bracis-33615 326 21 of of ADP bracis-33615 326 22 alagoas alagoas ADJ bracis-33615 326 23 , , PUNCT bracis-33615 326 24 maceió maceió PROPN bracis-33615 326 25 , , PUNCT bracis-33615 326 26 brazil brazil PROPN bracis-33615 326 27 evandro evandro PROPN bracis-33615 326 28 de de PROPN bracis-33615 326 29 barros barros PROPN bracis-33615 326 30 costa costa PROPN bracis-33615 326 31 federal federal PROPN bracis-33615 326 32 institute institute PROPN bracis-33615 326 33 of of ADP bracis-33615 326 34 alagoas alagoas PROPN bracis-33615 326 35 , , PUNCT bracis-33615 326 36 maceió maceió PROPN bracis-33615 326 37 , , PUNCT bracis-33615 326 38 brazil brazil PROPN bracis-33615 326 39 hemilis hemilis PROPN bracis-33615 327 1 joyse joyse PROPN bracis-33615 327 2 barbosa barbosa PROPN bracis-33615 327 3 rocha rocha PROPN bracis-33615 327 4 authors authors PROPN bracis-33615 327 5 hemilis hemilis PROPN bracis-33615 327 6 joyse joyse PROPN bracis-33615 327 7 barbosa barbosa PROPN bracis-33615 327 8 rochaview rochaview PROPN bracis-33615 327 9 author author NOUN bracis-33615 327 10 publications publication NOUN bracis-33615 327 11 search search NOUN bracis-33615 327 12 author author NOUN bracis-33615 327 13 on on ADP bracis-33615 327 14 : : PUNCT bracis-33615 327 15 pubmed pubmed PROPN bracis-33615 327 16     SPACE bracis-33615 327 17 google google PROPN bracis-33615 327 18 scholar scholar NOUN bracis-33615 327 19 evandro evandro NOUN bracis-33615 327 20 de de PROPN bracis-33615 327 21 barros barros PROPN bracis-33615 327 22 costaview costaview NOUN bracis-33615 327 23 author author NOUN bracis-33615 327 24 publications publication NOUN bracis-33615 327 25 search search NOUN bracis-33615 327 26 author author NOUN bracis-33615 327 27 on on ADP bracis-33615 327 28 : : PUNCT bracis-33615 327 29 pubmed pubmed PROPN bracis-33615 327 30     SPACE bracis-33615 327 31 google google PROPN bracis-33615 327 32 scholar scholar NOUN bracis-33615 327 33 patricia patricia PROPN bracis-33615 327 34 cabral cabral PROPN bracis-33615 327 35 de de PROPN bracis-33615 327 36 azevedo azevedo PROPN bracis-33615 327 37 restelli restelli PROPN bracis-33615 327 38 tedescoview tedescoview VERB bracis-33615 327 39 author author NOUN bracis-33615 327 40 publications publication NOUN bracis-33615 327 41 search search NOUN bracis-33615 327 42 author author NOUN bracis-33615 327 43 on on ADP bracis-33615 327 44 : : PUNCT bracis-33615 327 45 pubmed pubmed PROPN bracis-33615 327 46     SPACE bracis-33615 327 47 google google PROPN bracis-33615 327 48 scholar scholar NOUN bracis-33615 327 49 corresponding correspond VERB bracis-33615 327 50 author author NOUN bracis-33615 327 51 correspondence correspondence NOUN bracis-33615 327 52 to to ADP bracis-33615 327 53 hemilis hemilis PROPN bracis-33615 327 54 joyse joyse PROPN bracis-33615 327 55 barbosa barbosa PROPN bracis-33615 327 56 rocha rocha PROPN bracis-33615 327 57 . . PUNCT bracis-33615 328 1 editor editor NOUN bracis-33615 328 2 information information NOUN bracis-33615 328 3 editors editor NOUN bracis-33615 328 4 and and CCONJ bracis-33615 328 5 affiliations affiliation NOUN bracis-33615 328 6 universidade universidade VERB bracis-33615 328 7 federal federal PROPN bracis-33615 328 8 fluminense fluminense PROPN bracis-33615 328 9 , , PUNCT bracis-33615 328 10 niterói niterói PROPN bracis-33615 328 11 , , PUNCT bracis-33615 328 12 brazil brazil PROPN bracis-33615 328 13 aline aline PROPN bracis-33615 328 14 paes paes PROPN bracis-33615 328 15 instituto instituto PROPN bracis-33615 328 16 tecnológico tecnológico PROPN bracis-33615 328 17 de de PROPN bracis-33615 328 18 aeronáutica aeronáutica PROPN bracis-33615 328 19 , , PUNCT bracis-33615 328 20 são são PROPN bracis-33615 328 21 josé josé PROPN bracis-33615 328 22 dos dos PROPN bracis-33615 328 23 campos campos PROPN bracis-33615 328 24 , , PUNCT bracis-33615 328 25 brazil brazil PROPN bracis-33615 328 26 filipe filipe PROPN bracis-33615 328 27 a. a. PROPN bracis-33615 328 28 n. n. PROPN bracis-33615 328 29 verri verri PROPN bracis-33615 328 30 rights right NOUN bracis-33615 328 31 and and CCONJ bracis-33615 328 32 permissions permission NOUN bracis-33615 328 33 reprints reprint NOUN bracis-33615 328 34 and and CCONJ bracis-33615 328 35 permissions permission VERB bracis-33615 328 36 copyright copyright NOUN bracis-33615 328 37 information information NOUN bracis-33615 328 38 © © ADP bracis-33615 328 39 2025 2025 NUM bracis-33615 328 40 the the DET bracis-33615 328 41 author(s author(s NOUN bracis-33615 328 42 ) ) PUNCT bracis-33615 328 43 , , PUNCT bracis-33615 328 44 under under ADP bracis-33615 328 45 exclusive exclusive ADJ bracis-33615 328 46 license license NOUN bracis-33615 328 47 to to ADP bracis-33615 328 48 springer springer NOUN bracis-33615 328 49 nature nature PROPN bracis-33615 328 50 switzerland switzerland PROPN bracis-33615 328 51 ag ag PROPN bracis-33615 328 52 about about ADP bracis-33615 328 53 this this DET bracis-33615 328 54 paper paper NOUN bracis-33615 328 55 cite cite VERB bracis-33615 328 56 this this DET bracis-33615 328 57 paper paper NOUN bracis-33615 328 58 rocha rocha PROPN bracis-33615 328 59 , , PUNCT bracis-33615 328 60 h.j.b h.j.b ADV bracis-33615 328 61 . . PUNCT bracis-33615 328 62 , , PUNCT bracis-33615 328 63 de de PROPN bracis-33615 328 64 barros barros PROPN bracis-33615 328 65 costa costa PROPN bracis-33615 328 66 , , PUNCT bracis-33615 328 67 e. e. PROPN bracis-33615 328 68 , , PUNCT bracis-33615 328 69 de de PROPN bracis-33615 328 70 azevedo azevedo PROPN bracis-33615 328 71 restelli restelli PROPN bracis-33615 328 72 tedesco tedesco PROPN bracis-33615 328 73 , , PUNCT bracis-33615 328 74 p.c p.c PROPN bracis-33615 328 75 . . PROPN bracis-33615 328 76 ( ( PUNCT bracis-33615 328 77 2025 2025 NUM bracis-33615 328 78 ) ) PUNCT bracis-33615 328 79 . . PUNCT bracis-33615 329 1 a a DET bracis-33615 329 2 knowledge knowledge NOUN bracis-33615 329 3 engineering engineering NOUN bracis-33615 329 4 - - PUNCT bracis-33615 329 5 based base VERB bracis-33615 329 6 approach approach NOUN bracis-33615 329 7 to to AUX bracis-33615 329 8     SPACE bracis-33615 329 9 detect detect VERB bracis-33615 329 10 gaming game VERB bracis-33615 329 11 the the DET bracis-33615 329 12     SPACE bracis-33615 329 13 system system NOUN bracis-33615 329 14 in in ADP bracis-33615 329 15     SPACE bracis-33615 329 16 novice novice NOUN bracis-33615 329 17 programmers programmer NOUN bracis-33615 329 18 . . PUNCT bracis-33615 330 1 in in ADP bracis-33615 330 2 : : PUNCT bracis-33615 330 3 paes paes PROPN bracis-33615 330 4 , , PUNCT bracis-33615 330 5 a. a. PROPN bracis-33615 330 6 , , PUNCT bracis-33615 330 7 verri verri NOUN bracis-33615 330 8 , , PUNCT bracis-33615 330 9 f.a.n f.a.n ADJ bracis-33615 330 10 . . PUNCT bracis-33615 330 11 ( ( PUNCT bracis-33615 330 12 eds ed NOUN bracis-33615 330 13 ) ) PUNCT bracis-33615 330 14 intelligent intelligent ADJ bracis-33615 330 15 systems system NOUN bracis-33615 330 16 . . PUNCT bracis-33615 330 17 bracis bracis PROPN bracis-33615 330 18 2024 2024 NUM bracis-33615 330 19 . . PUNCT bracis-33615 331 1 lecture lecture NOUN bracis-33615 331 2 notes note NOUN bracis-33615 331 3 in in ADP bracis-33615 331 4 computer computer NOUN bracis-33615 331 5 science science NOUN bracis-33615 331 6 ( ( PUNCT bracis-33615 331 7 ) ) PUNCT bracis-33615 331 8 , , PUNCT bracis-33615 331 9 vol vol NOUN bracis-33615 331 10 15414 15414 NUM bracis-33615 331 11 . . PUNCT bracis-33615 332 1 springer springer NOUN bracis-33615 332 2 , , PUNCT bracis-33615 332 3 cham cham PROPN bracis-33615 332 4 . . PUNCT bracis-33615 333 1 https://doi.org/10.1007/978-3-031-79035-5_2 https://doi.org/10.1007/978-3-031-79035-5_2 PROPN bracis-33615 333 2 download download PROPN bracis-33615 333 3 citation citation NOUN bracis-33615 333 4 .ris .ris PUNCT bracis-33615 334 1 .enw .enw PROPN bracis-33615 334 2 .bib .bib PUNCT bracis-33615 335 1 doi doi PROPN bracis-33615 335 2 : : PUNCT bracis-33615 335 3 https://doi.org/10.1007/978-3-031-79035-5_2 https://doi.org/10.1007/978-3-031-79035-5_2 NUM bracis-33615 335 4 published publish VERB bracis-33615 335 5 : : PUNCT bracis-33615 335 6 30 30 NUM bracis-33615 335 7 january january PROPN bracis-33615 335 8 2025 2025 NUM bracis-33615 335 9 publisher publisher NOUN bracis-33615 335 10 name name NOUN bracis-33615 335 11 : : PUNCT bracis-33615 335 12 springer springer NOUN bracis-33615 335 13 , , PUNCT bracis-33615 335 14 cham cham PROPN bracis-33615 335 15 print print PROPN bracis-33615 335 16 isbn isbn PROPN bracis-33615 335 17 : : PUNCT bracis-33615 335 18 978 978 NUM bracis-33615 335 19 - - SYM bracis-33615 335 20 3 3 NUM bracis-33615 335 21 - - PUNCT bracis-33615 335 22 031 031 NUM bracis-33615 335 23 - - PUNCT bracis-33615 335 24 79034 79034 NUM bracis-33615 335 25 - - SYM bracis-33615 335 26 8 8 NUM bracis-33615 335 27 online online ADJ bracis-33615 335 28 isbn isbn NOUN bracis-33615 335 29 : : PUNCT bracis-33615 335 30 978 978 NUM bracis-33615 335 31 - - SYM bracis-33615 335 32 3 3 NUM bracis-33615 335 33 - - PUNCT bracis-33615 335 34 031 031 NUM bracis-33615 335 35 - - PUNCT bracis-33615 335 36 79035 79035 NUM bracis-33615 335 37 - - PUNCT bracis-33615 335 38 5 5 NUM bracis-33615 335 39 ebook ebook NOUN bracis-33615 335 40 packages package NOUN bracis-33615 335 41 : : PUNCT bracis-33615 335 42 computer computer NOUN bracis-33615 335 43 sciencecomputer sciencecomputer NOUN bracis-33615 335 44 science science NOUN bracis-33615 335 45 ( ( PUNCT bracis-33615 335 46 r0 r0 NOUN bracis-33615 335 47 ) ) PUNCT bracis-33615 335 48 share share VERB bracis-33615 335 49 this this DET bracis-33615 335 50 paper paper NOUN bracis-33615 335 51 anyone anyone PRON bracis-33615 335 52 you you PRON bracis-33615 335 53 share share VERB bracis-33615 335 54 the the DET bracis-33615 335 55 following follow VERB bracis-33615 335 56 link link NOUN bracis-33615 335 57 with with ADP bracis-33615 335 58 will will AUX bracis-33615 335 59 be be AUX bracis-33615 335 60 able able ADJ bracis-33615 335 61 to to PART bracis-33615 335 62 read read VERB bracis-33615 335 63 this this DET bracis-33615 335 64 content content NOUN bracis-33615 335 65 : : PUNCT bracis-33615 335 66 get get VERB bracis-33615 335 67 shareable shareable ADJ bracis-33615 335 68 linksorry linksorry NOUN bracis-33615 335 69 , , PUNCT bracis-33615 335 70 a a DET bracis-33615 335 71 shareable shareable ADJ bracis-33615 335 72 link link NOUN bracis-33615 335 73 is be AUX bracis-33615 335 74 not not PART bracis-33615 335 75 currently currently ADV bracis-33615 335 76 available available ADJ bracis-33615 335 77 for for ADP bracis-33615 335 78 this this DET bracis-33615 335 79 article article NOUN bracis-33615 335 80 . . PUNCT bracis-33615 336 1 copy copy VERB bracis-33615 336 2 shareable shareable ADJ bracis-33615 336 3 link link NOUN bracis-33615 336 4 to to PART bracis-33615 336 5 clipboard clipboard NOUN bracis-33615 336 6 provided provide VERB bracis-33615 336 7 by by ADP bracis-33615 336 8 the the DET bracis-33615 336 9 springer springer NOUN bracis-33615 336 10 nature nature PROPN bracis-33615 336 11 sharedit sharedit PROPN bracis-33615 336 12 content content NOUN bracis-33615 336 13 - - PUNCT bracis-33615 336 14 sharing share VERB bracis-33615 336 15 initiative initiative NOUN bracis-33615 336 16 keywords keyword NOUN bracis-33615 336 17 gaming game VERB bracis-33615 336 18 the the DET bracis-33615 336 19 system system NOUN bracis-33615 336 20 novice novice NOUN bracis-33615 336 21 programmer programmer NOUN bracis-33615 336 22 detect detect NOUN bracis-33615 336 23 publish publish NOUN bracis-33615 336 24 with with ADP bracis-33615 336 25 us us PROPN bracis-33615 336 26 policies policy NOUN bracis-33615 336 27 and and CCONJ bracis-33615 336 28 ethics ethic NOUN bracis-33615 336 29 search search NOUN bracis-33615 336 30 search search NOUN bracis-33615 336 31 by by ADP bracis-33615 336 32 keyword keyword NOUN bracis-33615 336 33 or or CCONJ bracis-33615 336 34 author author NOUN bracis-33615 336 35 search search NOUN bracis-33615 336 36 navigation navigation NOUN bracis-33615 336 37 find find VERB bracis-33615 336 38 a a DET bracis-33615 336 39 journal journal NOUN bracis-33615 336 40 publish publish VERB bracis-33615 336 41 with with ADP bracis-33615 336 42 us we PRON bracis-33615 336 43 track track VERB bracis-33615 336 44 your your PRON bracis-33615 336 45 research research NOUN bracis-33615 336 46 discover discover VERB bracis-33615 336 47 content content NOUN bracis-33615 336 48 journals journal NOUN bracis-33615 336 49 a a DET bracis-33615 336 50 - - PUNCT bracis-33615 336 51 z z NOUN bracis-33615 336 52 books book NOUN bracis-33615 336 53 a a DET bracis-33615 336 54 - - PUNCT bracis-33615 336 55 z z NOUN bracis-33615 336 56 publish publish NOUN bracis-33615 336 57 with with ADP bracis-33615 336 58 us us PROPN bracis-33615 336 59 journal journal PROPN bracis-33615 336 60 finder finder PROPN bracis-33615 336 61 publish publish VERB bracis-33615 336 62 your your PRON bracis-33615 336 63 research research NOUN bracis-33615 336 64 language language NOUN bracis-33615 336 65 editing edit VERB bracis-33615 336 66 open open ADJ bracis-33615 336 67 access access NOUN bracis-33615 336 68 publishing publishing NOUN bracis-33615 336 69 products product NOUN bracis-33615 336 70 and and CCONJ bracis-33615 336 71 services service NOUN bracis-33615 336 72 our our PRON bracis-33615 336 73 products product NOUN bracis-33615 336 74 librarians librarian VERB bracis-33615 336 75 societies society NOUN bracis-33615 336 76 partners partner NOUN bracis-33615 336 77 and and CCONJ bracis-33615 336 78 advertisers advertiser NOUN bracis-33615 336 79 our our PRON bracis-33615 336 80 brands brand NOUN bracis-33615 336 81 springer springer NOUN bracis-33615 336 82 nature nature PROPN bracis-33615 336 83 portfolio portfolio PROPN bracis-33615 336 84 bmc bmc PROPN bracis-33615 336 85 palgrave palgrave PROPN bracis-33615 336 86 macmillan macmillan PROPN bracis-33615 336 87 apress apress PROPN bracis-33615 336 88 discover discover VERB bracis-33615 336 89 your your PRON bracis-33615 336 90 privacy privacy NOUN bracis-33615 336 91 choices choice NOUN bracis-33615 336 92 / / SYM bracis-33615 336 93 manage manage NOUN bracis-33615 336 94 cookies cookie NOUN bracis-33615 336 95 your your PRON bracis-33615 336 96 us us PROPN bracis-33615 337 1 state state NOUN bracis-33615 337 2 privacy privacy NOUN bracis-33615 337 3 rights right NOUN bracis-33615 337 4 accessibility accessibility NOUN bracis-33615 337 5 statement statement NOUN bracis-33615 337 6 terms term NOUN bracis-33615 337 7 and and CCONJ bracis-33615 337 8 conditions condition NOUN bracis-33615 337 9 privacy privacy NOUN bracis-33615 337 10 policy policy NOUN bracis-33615 337 11 help help NOUN bracis-33615 337 12 and and CCONJ bracis-33615 337 13 support support VERB bracis-33615 337 14 legal legal ADJ bracis-33615 337 15 notice notice NOUN bracis-33615 337 16 cancel cancel VERB bracis-33615 337 17 contracts contract NOUN bracis-33615 337 18 here here ADV bracis-33615 337 19 not not PART bracis-33615 337 20 affiliated affiliate VERB bracis-33615 337 21 © © PROPN bracis-33615 337 22 2025 2025 NUM bracis-33615 337 23 springer springer NOUN bracis-33615 337 24 nature nature NOUN