id sid tid token lemma pos bracis-19019 1 1 a a DET bracis-19019 1 2 conversational conversational ADJ bracis-19019 1 3 agent agent NOUN bracis-19019 1 4 to to PART bracis-19019 1 5     SPACE bracis-19019 1 6 support support VERB bracis-19019 1 7 hospital hospital NOUN bracis-19019 1 8 bed bed NOUN bracis-19019 1 9 allocation allocation NOUN bracis-19019 1 10 | | NOUN bracis-19019 1 11 springer springer NOUN bracis-19019 1 12 nature nature PROPN bracis-19019 1 13 link link PROPN bracis-19019 1 14 ( ( PUNCT bracis-19019 1 15 formerly formerly ADV bracis-19019 1 16 springerlink springerlink NOUN bracis-19019 1 17 ) ) PUNCT bracis-19019 1 18 skip skip VERB bracis-19019 1 19 to to ADP bracis-19019 1 20 main main ADJ bracis-19019 1 21 content content NOUN bracis-19019 1 22 advertisement advertisement NOUN bracis-19019 1 23 log log NOUN bracis-19019 1 24 in in ADP bracis-19019 1 25 menu menu NOUN bracis-19019 1 26 find find VERB bracis-19019 1 27 a a DET bracis-19019 1 28 journal journal NOUN bracis-19019 1 29 publish publish VERB bracis-19019 1 30 with with ADP bracis-19019 1 31 us we PRON bracis-19019 1 32 track track VERB bracis-19019 1 33 your your PRON bracis-19019 1 34 research research NOUN bracis-19019 1 35 search search NOUN bracis-19019 1 36 cart cart NOUN bracis-19019 1 37 home home NOUN bracis-19019 1 38 intelligent intelligent ADJ bracis-19019 1 39 systems system NOUN bracis-19019 1 40 conference conference NOUN bracis-19019 1 41 paper paper NOUN bracis-19019 1 42 a a DET bracis-19019 1 43 conversational conversational ADJ bracis-19019 1 44 agent agent NOUN bracis-19019 1 45 to to PART bracis-19019 1 46     SPACE bracis-19019 1 47 support support VERB bracis-19019 1 48 hospital hospital NOUN bracis-19019 1 49 bed bed NOUN bracis-19019 1 50 allocation allocation NOUN bracis-19019 1 51 conference conference NOUN bracis-19019 1 52 paper paper NOUN bracis-19019 1 53 first first ADV bracis-19019 1 54 online online ADV bracis-19019 1 55 : : PUNCT bracis-19019 1 56 28 28 NUM bracis-19019 1 57 november november PROPN bracis-19019 1 58 2021 2021 NUM bracis-19019 2 1 pp pp ADP bracis-19019 2 2 3–17 3–17 PROPN bracis-19019 2 3 cite cite VERB bracis-19019 2 4 this this DET bracis-19019 2 5 conference conference NOUN bracis-19019 2 6 paper paper NOUN bracis-19019 2 7 access access NOUN bracis-19019 2 8 provided provide VERB bracis-19019 2 9 by by ADP bracis-19019 2 10 university university PROPN bracis-19019 2 11 of of ADP bracis-19019 2 12 notre notre PROPN bracis-19019 2 13 dame dame PROPN bracis-19019 2 14 hesburgh hesburgh PROPN bracis-19019 2 15 library library PROPN bracis-19019 2 16 download download PROPN bracis-19019 2 17 book book NOUN bracis-19019 2 18 pdf pdf PROPN bracis-19019 2 19 download download NOUN bracis-19019 2 20 book book NOUN bracis-19019 2 21 epub epub PROPN bracis-19019 2 22 intelligent intelligent ADJ bracis-19019 2 23 systems system NOUN bracis-19019 2 24 ( ( PUNCT bracis-19019 2 25 bracis bracis NOUN bracis-19019 2 26 2021 2021 NUM bracis-19019 2 27 ) ) PUNCT bracis-19019 2 28 a a DET bracis-19019 2 29 conversational conversational ADJ bracis-19019 2 30 agent agent NOUN bracis-19019 2 31 to to PART bracis-19019 2 32     SPACE bracis-19019 2 33 support support VERB bracis-19019 2 34 hospital hospital NOUN bracis-19019 2 35 bed bed NOUN bracis-19019 2 36 allocation allocation NOUN bracis-19019 2 37 download download NOUN bracis-19019 2 38 book book NOUN bracis-19019 2 39 pdf pdf PROPN bracis-19019 2 40 download download NOUN bracis-19019 2 41 book book PROPN bracis-19019 2 42 epub epub PROPN bracis-19019 2 43 débora débora PROPN bracis-19019 2 44 c. c. PROPN bracis-19019 2 45 engelmann engelmann PROPN bracis-19019 2 46     SPACE bracis-19019 2 47 orcid orcid NOUN bracis-19019 2 48 : : PUNCT bracis-19019 2 49 orcid.org/0000-0002-6090-829410,11 orcid.org/0000-0002-6090-829410,11 PROPN bracis-19019 2 50 , , PUNCT bracis-19019 2 51 lucca lucca PROPN bracis-19019 2 52 dornelles dornelles PROPN bracis-19019 2 53 cezar cezar NOUN bracis-19019 2 54     SPACE bracis-19019 2 55 orcid orcid NOUN bracis-19019 2 56 : : PUNCT bracis-19019 2 57 orcid.org/0000-0001-6312-152910 orcid.org/0000-0001-6312-152910 NOUN bracis-19019 2 58 , , PUNCT bracis-19019 2 59 alison alison PROPN bracis-19019 2 60 r. r. PROPN bracis-19019 2 61 panisson panisson PROPN bracis-19019 2 62     SPACE bracis-19019 2 63 orcid orcid PROPN bracis-19019 2 64 : : PUNCT bracis-19019 2 65 orcid.org/0000-0002-9438-550812 orcid.org/0000-0002-9438-550812 NOUN bracis-19019 2 66 & & CCONJ bracis-19019 2 67 … … PUNCT bracis-19019 2 68 rafael rafael PROPN bracis-19019 2 69 h. h. PROPN bracis-19019 2 70 bordini bordini PROPN bracis-19019 2 71     SPACE bracis-19019 2 72 orcid orcid NOUN bracis-19019 2 73 : : PUNCT bracis-19019 2 74 orcid.org/0000-0001-8688-990110 orcid.org/0000-0001-8688-990110 NOUN bracis-19019 2 75     SPACE bracis-19019 2 76 show show VERB bracis-19019 2 77 authors author NOUN bracis-19019 2 78 part part NOUN bracis-19019 2 79 of of ADP bracis-19019 2 80 the the DET bracis-19019 2 81 book book NOUN bracis-19019 2 82 series series NOUN bracis-19019 2 83 : : PUNCT bracis-19019 2 84 lecture lecture NOUN bracis-19019 2 85 notes note NOUN bracis-19019 2 86 in in ADP bracis-19019 2 87 computer computer NOUN bracis-19019 2 88 science science NOUN bracis-19019 2 89 ( ( PUNCT bracis-19019 2 90 ( ( PUNCT bracis-19019 2 91 lnai lnai ADJ bracis-19019 2 92 , , PUNCT bracis-19019 2 93 volume volume NOUN bracis-19019 2 94 13073 13073 NUM bracis-19019 2 95 ) ) PUNCT bracis-19019 2 96 ) ) PUNCT bracis-19019 2 97 included include VERB bracis-19019 2 98 in in ADP bracis-19019 2 99 the the DET bracis-19019 2 100 following follow VERB bracis-19019 2 101 conference conference NOUN bracis-19019 2 102 series series NOUN bracis-19019 2 103 : : PUNCT bracis-19019 2 104 brazilian brazilian ADJ bracis-19019 2 105 conference conference NOUN bracis-19019 2 106 on on ADP bracis-19019 2 107 intelligent intelligent ADJ bracis-19019 2 108 systems system NOUN bracis-19019 2 109 865 865 NUM bracis-19019 2 110 accesses access NOUN bracis-19019 2 111 12 12 NUM bracis-19019 2 112 citations citation NOUN bracis-19019 2 113 abstract abstract ADJ bracis-19019 2 114 bed bed NOUN bracis-19019 2 115 allocation allocation NOUN bracis-19019 2 116 in in ADP bracis-19019 2 117 hospitals hospital NOUN bracis-19019 2 118 is be AUX bracis-19019 2 119 a a DET bracis-19019 2 120 critical critical ADJ bracis-19019 2 121 and and CCONJ bracis-19019 2 122 important important ADJ bracis-19019 2 123 problem problem NOUN bracis-19019 2 124 , , PUNCT bracis-19019 2 125 and and CCONJ bracis-19019 2 126 it it PRON bracis-19019 2 127 has have AUX bracis-19019 2 128 become become VERB bracis-19019 2 129 even even ADV bracis-19019 2 130 more more ADV bracis-19019 2 131 important important ADJ bracis-19019 2 132 since since SCONJ bracis-19019 2 133 last last ADJ bracis-19019 2 134 year year NOUN bracis-19019 2 135 because because SCONJ bracis-19019 2 136 of of ADP bracis-19019 2 137 the the DET bracis-19019 2 138 covid-19 covid-19 PROPN bracis-19019 2 139 pandemic pandemic NOUN bracis-19019 2 140 . . PUNCT bracis-19019 3 1 in in ADP bracis-19019 3 2 this this DET bracis-19019 3 3 paper paper NOUN bracis-19019 3 4 , , PUNCT bracis-19019 3 5 we we PRON bracis-19019 3 6 present present VERB bracis-19019 3 7 an an DET bracis-19019 3 8 approach approach NOUN bracis-19019 3 9 based base VERB bracis-19019 3 10 on on ADP bracis-19019 3 11 intelligent intelligent ADJ bracis-19019 3 12 - - PUNCT bracis-19019 3 13 agent agent NOUN bracis-19019 3 14 technologies technology NOUN bracis-19019 3 15 to to PART bracis-19019 3 16 assist assist VERB bracis-19019 3 17 hospital hospital NOUN bracis-19019 3 18 staff staff NOUN bracis-19019 3 19 in in ADP bracis-19019 3 20 charge charge NOUN bracis-19019 3 21 of of ADP bracis-19019 3 22 bed bed NOUN bracis-19019 3 23 allocation allocation NOUN bracis-19019 3 24 . . PUNCT bracis-19019 4 1 as as ADP bracis-19019 4 2 part part NOUN bracis-19019 4 3 of of ADP bracis-19019 4 4 this this DET bracis-19019 4 5 work work NOUN bracis-19019 4 6 , , PUNCT bracis-19019 4 7 we we PRON bracis-19019 4 8 developed develop VERB bracis-19019 4 9 a a DET bracis-19019 4 10 web web NOUN bracis-19019 4 11 - - PUNCT bracis-19019 4 12 based base VERB bracis-19019 4 13 simulation simulation NOUN bracis-19019 4 14 of of ADP bracis-19019 4 15 hospital hospital NOUN bracis-19019 4 16 bed bed NOUN bracis-19019 4 17 allocation allocation NOUN bracis-19019 4 18 system system NOUN bracis-19019 4 19 integrated integrate VERB bracis-19019 4 20 with with ADP bracis-19019 4 21 a a DET bracis-19019 4 22 chatbot chatbot NOUN bracis-19019 4 23 for for ADP bracis-19019 4 24 interaction interaction NOUN bracis-19019 4 25 with with ADP bracis-19019 4 26 the the DET bracis-19019 4 27 user user NOUN bracis-19019 4 28 . . PUNCT bracis-19019 5 1 as as ADP bracis-19019 5 2 a a DET bracis-19019 5 3 core core NOUN bracis-19019 5 4 component component NOUN bracis-19019 5 5 in in ADP bracis-19019 5 6 our our PRON bracis-19019 5 7 approach approach NOUN bracis-19019 5 8 , , PUNCT bracis-19019 5 9 an an DET bracis-19019 5 10 intelligent intelligent ADJ bracis-19019 5 11 agent agent NOUN bracis-19019 5 12 uses use VERB bracis-19019 5 13 the the DET bracis-19019 5 14 feedback feedback NOUN bracis-19019 5 15 of of ADP bracis-19019 5 16 a a DET bracis-19019 5 17 plan plan NOUN bracis-19019 5 18 validator validator NOUN bracis-19019 5 19 to to PART bracis-19019 5 20 check check VERB bracis-19019 5 21 if if SCONJ bracis-19019 5 22 there there PRON bracis-19019 5 23 are be VERB bracis-19019 5 24 any any DET bracis-19019 5 25 flaws flaw NOUN bracis-19019 5 26 in in ADP bracis-19019 5 27 a a DET bracis-19019 5 28 user user NOUN bracis-19019 5 29 - - PUNCT bracis-19019 5 30 made make VERB bracis-19019 5 31 allocation allocation NOUN bracis-19019 5 32 , , PUNCT bracis-19019 5 33 communicating communicate VERB bracis-19019 5 34 any any DET bracis-19019 5 35 detected detect VERB bracis-19019 5 36 problems problem NOUN bracis-19019 5 37 to to ADP bracis-19019 5 38 the the DET bracis-19019 5 39 user user NOUN bracis-19019 5 40 using use VERB bracis-19019 5 41 natural natural ADJ bracis-19019 5 42 language language NOUN bracis-19019 5 43 through through ADP bracis-19019 5 44 the the DET bracis-19019 5 45 chatbot chatbot NOUN bracis-19019 5 46 . . PUNCT bracis-19019 6 1 thus thus ADV bracis-19019 6 2 , , PUNCT bracis-19019 6 3 our our PRON bracis-19019 6 4 resulting result VERB bracis-19019 6 5 application application NOUN bracis-19019 6 6 not not PART bracis-19019 6 7 only only ADV bracis-19019 6 8 validates validate VERB bracis-19019 6 9 bed bed NOUN bracis-19019 6 10 allocation allocation NOUN bracis-19019 6 11 plans plan NOUN bracis-19019 6 12 but but CCONJ bracis-19019 6 13 also also ADV bracis-19019 6 14 interacts interact VERB bracis-19019 6 15 with with ADP bracis-19019 6 16 hospital hospital NOUN bracis-19019 6 17 professionals professional NOUN bracis-19019 6 18 using use VERB bracis-19019 6 19 natural natural ADJ bracis-19019 6 20 language language NOUN bracis-19019 6 21 communication communication NOUN bracis-19019 6 22 , , PUNCT bracis-19019 6 23 including include VERB bracis-19019 6 24 giving give VERB bracis-19019 6 25 explainable explainable ADJ bracis-19019 6 26 suggestions suggestion NOUN bracis-19019 6 27 of of ADP bracis-19019 6 28 better well ADJ bracis-19019 6 29 alternative alternative ADJ bracis-19019 6 30 allocations allocation NOUN bracis-19019 6 31 . . PUNCT bracis-19019 7 1 we we PRON bracis-19019 7 2 evaluated evaluate VERB bracis-19019 7 3 our our PRON bracis-19019 7 4 approach approach NOUN bracis-19019 7 5 with with ADP bracis-19019 7 6 professionals professional NOUN bracis-19019 7 7 responsible responsible ADJ bracis-19019 7 8 for for ADP bracis-19019 7 9 bed bed NOUN bracis-19019 7 10 allocation allocation NOUN bracis-19019 7 11 in in ADP bracis-19019 7 12 two two NUM bracis-19019 7 13 local local ADJ bracis-19019 7 14 hospitals hospital NOUN bracis-19019 7 15 and and CCONJ bracis-19019 7 16 a a DET bracis-19019 7 17 doctor doctor NOUN bracis-19019 7 18 who who PRON bracis-19019 7 19 provides provide VERB bracis-19019 7 20 consultancy consultancy NOUN bracis-19019 7 21 to to ADP bracis-19019 7 22 another another DET bracis-19019 7 23 local local ADJ bracis-19019 7 24 hospital hospital NOUN bracis-19019 7 25 . . PUNCT bracis-19019 8 1 the the DET bracis-19019 8 2 version version NOUN bracis-19019 8 3 of of ADP bracis-19019 8 4 the the DET bracis-19019 8 5 system system NOUN bracis-19019 8 6 reported report VERB bracis-19019 8 7 in in ADP bracis-19019 8 8 this this DET bracis-19019 8 9 paper paper NOUN bracis-19019 8 10 addresses address NOUN bracis-19019 8 11 all all DET bracis-19019 8 12 the the DET bracis-19019 8 13 suggestions suggestion NOUN bracis-19019 8 14 made make VERB bracis-19019 8 15 by by ADP bracis-19019 8 16 the the DET bracis-19019 8 17 specialists specialist NOUN bracis-19019 8 18 who who PRON bracis-19019 8 19 evaluated evaluate VERB bracis-19019 8 20 its its PRON bracis-19019 8 21 previous previous ADJ bracis-19019 8 22 version version NOUN bracis-19019 8 23 . . PUNCT bracis-19019 9 1 access access NOUN bracis-19019 9 2 provided provide VERB bracis-19019 9 3 by by ADP bracis-19019 9 4 university university PROPN bracis-19019 9 5 of of ADP bracis-19019 9 6 notre notre PROPN bracis-19019 9 7 dame dame PROPN bracis-19019 9 8 hesburgh hesburgh PROPN bracis-19019 9 9 library library PROPN bracis-19019 9 10 . . PUNCT bracis-19019 10 1 download download PROPN bracis-19019 10 2 conference conference NOUN bracis-19019 10 3 paper paper NOUN bracis-19019 10 4 pdf pdf NOUN bracis-19019 10 5 similar similar ADJ bracis-19019 10 6 content content NOUN bracis-19019 10 7 being be AUX bracis-19019 10 8 viewed view VERB bracis-19019 10 9 by by ADP bracis-19019 10 10 others other NOUN bracis-19019 10 11 optimizing optimize VERB bracis-19019 10 12 hospital hospital NOUN bracis-19019 10 13 bed bed NOUN bracis-19019 10 14 allocation allocation NOUN bracis-19019 10 15 for for ADP bracis-19019 10 16 coordinated coordinated ADJ bracis-19019 10 17 medical medical ADJ bracis-19019 10 18 efficiency efficiency NOUN bracis-19019 10 19 and and CCONJ bracis-19019 10 20 quality quality NOUN bracis-19019 10 21 improvement improvement NOUN bracis-19019 10 22 article article NOUN bracis-19019 10 23 21 21 NUM bracis-19019 10 24 october october PROPN bracis-19019 10 25 2024 2024 NUM bracis-19019 10 26 better well ADJ bracis-19019 10 27 medical medical ADJ bracis-19019 10 28 efficiency efficiency NOUN bracis-19019 10 29 by by ADP bracis-19019 10 30 means mean NOUN bracis-19019 10 31 of of ADP bracis-19019 10 32 hospital hospital NOUN bracis-19019 10 33 bed bed NOUN bracis-19019 10 34 management management NOUN bracis-19019 10 35 optimization optimization NOUN bracis-19019 10 36 — — PUNCT bracis-19019 10 37 a a DET bracis-19019 10 38 comparison comparison NOUN bracis-19019 10 39 of of ADP bracis-19019 10 40 artificial artificial ADJ bracis-19019 10 41 intelligence intelligence NOUN bracis-19019 10 42 techniques technique NOUN bracis-19019 10 43 chapter chapter NOUN bracis-19019 10 44 © © ADP bracis-19019 10 45 2023 2023 NUM bracis-19019 10 46 optimum optimum ADJ bracis-19019 10 47 utilization utilization NOUN bracis-19019 10 48 of of ADP bracis-19019 10 49 bed bed NOUN bracis-19019 10 50 resources resource NOUN bracis-19019 10 51 in in ADP bracis-19019 10 52 hospitals hospital NOUN bracis-19019 10 53 : : PUNCT bracis-19019 10 54 a a DET bracis-19019 10 55 stochastic stochastic ADJ bracis-19019 10 56 approach approach NOUN bracis-19019 10 57 chapter chapter NOUN bracis-19019 10 58 © © PROPN bracis-19019 10 59 2023 2023 NUM bracis-19019 10 60 explore explore VERB bracis-19019 10 61 related relate VERB bracis-19019 10 62 subjects subject NOUN bracis-19019 10 63 discover discover VERB bracis-19019 10 64 the the DET bracis-19019 10 65 latest late ADJ bracis-19019 10 66 articles article NOUN bracis-19019 10 67 , , PUNCT bracis-19019 10 68 books book NOUN bracis-19019 10 69 and and CCONJ bracis-19019 10 70 news news NOUN bracis-19019 10 71 in in ADP bracis-19019 10 72 related related ADJ bracis-19019 10 73 subjects subject NOUN bracis-19019 10 74 , , PUNCT bracis-19019 10 75 suggested suggest VERB bracis-19019 10 76 using use VERB bracis-19019 10 77 machine machine NOUN bracis-19019 10 78 learning learning NOUN bracis-19019 10 79 . . PUNCT bracis-19019 11 1 e e X bracis-19019 11 2 - - NOUN bracis-19019 11 3 health health NOUN bracis-19019 11 4 health health NOUN bracis-19019 11 5 care care NOUN bracis-19019 11 6 multiagent multiagent PROPN bracis-19019 11 7 systems systems PROPN bracis-19019 11 8 health health PROPN bracis-19019 11 9 care care NOUN bracis-19019 11 10 management management NOUN bracis-19019 11 11 practice practice NOUN bracis-19019 11 12 and and CCONJ bracis-19019 11 13 hospital hospital NOUN bracis-19019 11 14 management management NOUN bracis-19019 11 15 1 1 NUM bracis-19019 11 16 introduction introduction NOUN bracis-19019 11 17 bed bed NOUN bracis-19019 11 18 allocation allocation NOUN bracis-19019 11 19 is be AUX bracis-19019 11 20 a a DET bracis-19019 11 21 challenge challenge NOUN bracis-19019 11 22 faced face VERB bracis-19019 11 23 by by ADP bracis-19019 11 24 hospitals hospital NOUN bracis-19019 11 25 because because SCONJ bracis-19019 11 26 hospital hospital NOUN bracis-19019 11 27 beds bed NOUN bracis-19019 11 28 are be AUX bracis-19019 11 29 scarce scarce ADJ bracis-19019 11 30 , , PUNCT bracis-19019 11 31 and and CCONJ bracis-19019 11 32 when when SCONJ bracis-19019 11 33 poorly poorly ADV bracis-19019 11 34 managed manage VERB bracis-19019 11 35 , , PUNCT bracis-19019 11 36 it it PRON bracis-19019 11 37 can can AUX bracis-19019 11 38 lead lead VERB bracis-19019 11 39 to to ADP bracis-19019 11 40 long long ADJ bracis-19019 11 41 queues queue NOUN bracis-19019 11 42 or or CCONJ bracis-19019 11 43 chaos chaos NOUN bracis-19019 11 44 in in ADP bracis-19019 11 45 emergency emergency NOUN bracis-19019 11 46 rooms room NOUN bracis-19019 12 1 [ [ X bracis-19019 12 2 9 9 NUM bracis-19019 12 3 ] ] PUNCT bracis-19019 12 4 . . PUNCT bracis-19019 13 1 this this PRON bracis-19019 13 2 is be AUX bracis-19019 13 3 even even ADV bracis-19019 13 4 more more ADV bracis-19019 13 5 critical critical ADJ bracis-19019 13 6 considering consider VERB bracis-19019 13 7 that that SCONJ bracis-19019 13 8 developing develop VERB bracis-19019 13 9 countries country NOUN bracis-19019 13 10 face face VERB bracis-19019 13 11 growing grow VERB bracis-19019 13 12 financial financial ADJ bracis-19019 13 13 constraints constraint NOUN bracis-19019 13 14 making make VERB bracis-19019 13 15 planning planning NOUN bracis-19019 13 16 and and CCONJ bracis-19019 13 17 efficient efficient ADJ bracis-19019 13 18 allocation allocation NOUN bracis-19019 13 19 of of ADP bracis-19019 13 20 hospital hospital NOUN bracis-19019 13 21 beds bed NOUN bracis-19019 13 22 increasingly increasingly ADV bracis-19019 13 23 difficult difficult ADJ bracis-19019 13 24 [ [ PUNCT bracis-19019 13 25 11 11 NUM bracis-19019 13 26 , , PUNCT bracis-19019 13 27 20 20 NUM bracis-19019 13 28 ] ] PUNCT bracis-19019 13 29 . . PUNCT bracis-19019 14 1 also also ADV bracis-19019 14 2 , , PUNCT bracis-19019 14 3 the the DET bracis-19019 14 4 area area NOUN bracis-19019 14 5 responsible responsible ADJ bracis-19019 14 6 for for ADP bracis-19019 14 7 bed bed NOUN bracis-19019 14 8 allocation allocation NOUN bracis-19019 14 9 needs need VERB bracis-19019 14 10 to to PART bracis-19019 14 11 be be AUX bracis-19019 14 12 concerned concern VERB bracis-19019 14 13 with with ADP bracis-19019 14 14 several several ADJ bracis-19019 14 15 restrictions restriction NOUN bracis-19019 14 16 during during ADP bracis-19019 14 17 bed bed NOUN bracis-19019 14 18 allocation allocation NOUN bracis-19019 14 19 , , PUNCT bracis-19019 14 20 such such ADJ bracis-19019 14 21 as as ADP bracis-19019 14 22 the the DET bracis-19019 14 23 type type NOUN bracis-19019 14 24 of of ADP bracis-19019 14 25 medical medical ADJ bracis-19019 14 26 speciality speciality NOUN bracis-19019 14 27 , , PUNCT bracis-19019 14 28 whether whether SCONJ bracis-19019 14 29 the the DET bracis-19019 14 30 patient patient NOUN bracis-19019 14 31 is be AUX bracis-19019 14 32 surgical surgical ADJ bracis-19019 14 33 or or CCONJ bracis-19019 14 34 clinical clinical ADJ bracis-19019 14 35 , , PUNCT bracis-19019 14 36 gender gender NOUN bracis-19019 14 37 , , PUNCT bracis-19019 14 38 and and CCONJ bracis-19019 14 39 age age NOUN bracis-19019 14 40 of of ADP bracis-19019 14 41 the the DET bracis-19019 14 42 patient patient NOUN bracis-19019 14 43 [ [ X bracis-19019 14 44 17 17 NUM bracis-19019 14 45 ] ] PUNCT bracis-19019 14 46 . . PUNCT bracis-19019 15 1 this this PRON bracis-19019 15 2 makes make VERB bracis-19019 15 3 bed bed NOUN bracis-19019 15 4 management management NOUN bracis-19019 15 5 an an DET bracis-19019 15 6 essential essential ADJ bracis-19019 15 7 part part NOUN bracis-19019 15 8 of of ADP bracis-19019 15 9 the the DET bracis-19019 15 10 planning planning NOUN bracis-19019 15 11 and and CCONJ bracis-19019 15 12 controlling controlling NOUN bracis-19019 15 13 of of ADP bracis-19019 15 14 the the DET bracis-19019 15 15 operational operational ADJ bracis-19019 15 16 capacity capacity NOUN bracis-19019 15 17 , , PUNCT bracis-19019 15 18 and and CCONJ bracis-19019 15 19 an an DET bracis-19019 15 20 activity activity NOUN bracis-19019 15 21 that that PRON bracis-19019 15 22 demands demand VERB bracis-19019 15 23 the the DET bracis-19019 15 24 efficient efficient ADJ bracis-19019 15 25 use use NOUN bracis-19019 15 26 of of ADP bracis-19019 15 27 available available ADJ bracis-19019 15 28 resources resource NOUN bracis-19019 15 29     SPACE bracis-19019 16 1 [ [ X bracis-19019 16 2 18 18 NUM bracis-19019 16 3 ] ] PUNCT bracis-19019 16 4 . . PUNCT bracis-19019 17 1 effective effective ADJ bracis-19019 17 2 management management NOUN bracis-19019 17 3 of of ADP bracis-19019 17 4 hospital hospital NOUN bracis-19019 17 5 beds bed NOUN bracis-19019 17 6 has have AUX bracis-19019 17 7 been be AUX bracis-19019 17 8 the the DET bracis-19019 17 9 focus focus NOUN bracis-19019 17 10 of of ADP bracis-19019 17 11 much much ADJ bracis-19019 17 12 research research NOUN bracis-19019 17 13 such such ADJ bracis-19019 17 14 as as ADP bracis-19019 17 15 the the DET bracis-19019 17 16 imbeds imbed NOUN bracis-19019 17 17 model model NOUN bracis-19019 17 18 that that PRON bracis-19019 17 19 uses use VERB bracis-19019 17 20 artificial artificial ADJ bracis-19019 17 21 neural neural ADJ bracis-19019 17 22 networks network NOUN bracis-19019 17 23 and and CCONJ bracis-19019 17 24 multi multi ADJ bracis-19019 17 25 - - ADJ bracis-19019 17 26 attribute attribute NOUN bracis-19019 17 27 value value NOUN bracis-19019 17 28 theory theory NOUN bracis-19019 17 29 for for ADP bracis-19019 17 30 decision decision NOUN bracis-19019 17 31 making make VERB bracis-19019 17 32     SPACE bracis-19019 18 1 [ [ X bracis-19019 18 2 9 9 NUM bracis-19019 18 3 ] ] PUNCT bracis-19019 18 4 ; ; PUNCT bracis-19019 18 5 statistical statistical ADJ bracis-19019 18 6 and and CCONJ bracis-19019 18 7 data datum NOUN bracis-19019 18 8 mining mining NOUN bracis-19019 18 9 approaches approach NOUN bracis-19019 18 10     SPACE bracis-19019 19 1 [ [ X bracis-19019 19 2 19 19 NUM bracis-19019 19 3 ] ] X bracis-19019 19 4 ; ; PUNCT bracis-19019 19 5 an an DET bracis-19019 19 6 optimisation optimisation NOUN bracis-19019 19 7 model model NOUN bracis-19019 19 8 based base VERB bracis-19019 19 9 on on ADP bracis-19019 19 10 evolutionary evolutionary ADJ bracis-19019 19 11 algorithms algorithm NOUN bracis-19019 19 12 is be AUX bracis-19019 19 13 used use VERB bracis-19019 19 14 for for ADP bracis-19019 19 15 bed bed NOUN bracis-19019 19 16 allocation allocation NOUN bracis-19019 19 17 in in ADP bracis-19019 19 18     SPACE bracis-19019 19 19 [ [ X bracis-19019 19 20 13 13 NUM bracis-19019 19 21 ] ] PUNCT bracis-19019 19 22 ; ; PUNCT bracis-19019 19 23 and and CCONJ bracis-19019 19 24 also also ADV bracis-19019 19 25 literature literature NOUN bracis-19019 19 26 reviews review NOUN bracis-19019 19 27 have have AUX bracis-19019 19 28 been be AUX bracis-19019 19 29 carried carry VERB bracis-19019 19 30 out out ADP bracis-19019 19 31     SPACE bracis-19019 20 1 [ [ X bracis-19019 20 2 2 2 NUM bracis-19019 20 3 , , PUNCT bracis-19019 20 4 11 11 NUM bracis-19019 20 5 ] ] PUNCT bracis-19019 20 6 . . PUNCT bracis-19019 21 1 although although SCONJ bracis-19019 21 2 all all PRON bracis-19019 21 3 that that DET bracis-19019 21 4 work work NOUN bracis-19019 21 5 seeks seek VERB bracis-19019 21 6 to to PART bracis-19019 21 7 improve improve VERB bracis-19019 21 8 bed bed NOUN bracis-19019 21 9 management management NOUN bracis-19019 21 10 , , PUNCT bracis-19019 21 11 they they PRON bracis-19019 21 12 do do AUX bracis-19019 21 13 not not PART bracis-19019 21 14 provide provide VERB bracis-19019 21 15 easy easy ADJ bracis-19019 21 16 interaction interaction NOUN bracis-19019 21 17 nor nor CCONJ bracis-19019 21 18 decision decision NOUN bracis-19019 21 19 support support NOUN bracis-19019 21 20 so so SCONJ bracis-19019 21 21 that that SCONJ bracis-19019 21 22 the the DET bracis-19019 21 23 professional professional NOUN bracis-19019 21 24 in in ADP bracis-19019 21 25 charge charge NOUN bracis-19019 21 26 retains retain VERB bracis-19019 21 27 full full ADJ bracis-19019 21 28 control control NOUN bracis-19019 21 29 over over ADP bracis-19019 21 30 allocations allocation NOUN bracis-19019 21 31 . . PUNCT bracis-19019 22 1 keeping keep VERB bracis-19019 22 2 professionals professional NOUN bracis-19019 22 3 in in ADP bracis-19019 22 4 charge charge NOUN bracis-19019 22 5 is be AUX bracis-19019 22 6 important important ADJ bracis-19019 22 7 , , PUNCT bracis-19019 22 8 given give VERB bracis-19019 22 9 that that SCONJ bracis-19019 22 10 this this PRON bracis-19019 22 11 is be AUX bracis-19019 22 12 a a DET bracis-19019 22 13 domain domain NOUN bracis-19019 22 14 of of ADP bracis-19019 22 15 sensitive sensitive ADJ bracis-19019 22 16 decision decision NOUN bracis-19019 22 17 - - PUNCT bracis-19019 22 18 making making NOUN bracis-19019 22 19 , , PUNCT bracis-19019 22 20 hence hence ADV bracis-19019 22 21 there there PRON bracis-19019 22 22 is be VERB bracis-19019 22 23 much much ADJ bracis-19019 22 24 resistance resistance NOUN bracis-19019 22 25 to to ADP bracis-19019 22 26 replacing replace VERB bracis-19019 22 27 human human ADJ bracis-19019 22 28 operators operator NOUN bracis-19019 22 29 with with ADP bracis-19019 22 30 automated automate VERB bracis-19019 22 31 systems system NOUN bracis-19019 22 32 . . PUNCT bracis-19019 23 1 in in ADP bracis-19019 23 2 domains domain NOUN bracis-19019 23 3 like like ADP bracis-19019 23 4 healthcare healthcare NOUN bracis-19019 23 5 , , PUNCT bracis-19019 23 6 a a DET bracis-19019 23 7 mixed mix VERB bracis-19019 23 8 - - PUNCT bracis-19019 23 9 initiative initiative NOUN bracis-19019 23 10 system system NOUN bracis-19019 23 11 , , PUNCT bracis-19019 23 12 which which PRON bracis-19019 23 13 supports support VERB bracis-19019 23 14 human human ADJ bracis-19019 23 15 - - PUNCT bracis-19019 23 16 computer computer NOUN bracis-19019 23 17 interaction interaction NOUN bracis-19019 23 18 , , PUNCT bracis-19019 23 19 becomes become VERB bracis-19019 23 20 not not PART bracis-19019 23 21 just just ADV bracis-19019 23 22 useful useful ADJ bracis-19019 23 23     SPACE bracis-19019 24 1 [ [ X bracis-19019 24 2 10 10 NUM bracis-19019 24 3 ] ] PUNCT bracis-19019 24 4 but but CCONJ bracis-19019 24 5 essential essential ADJ bracis-19019 24 6 . . PUNCT bracis-19019 25 1 in in ADP bracis-19019 25 2 this this DET bracis-19019 25 3 domain domain NOUN bracis-19019 25 4 , , PUNCT bracis-19019 25 5 wrong wrong ADJ bracis-19019 25 6 decisions decision NOUN bracis-19019 25 7 can can AUX bracis-19019 25 8 lead lead VERB bracis-19019 25 9 to to ADP bracis-19019 25 10 the the DET bracis-19019 25 11 loss loss NOUN bracis-19019 25 12 of of ADP bracis-19019 25 13 lives life NOUN bracis-19019 25 14 . . PUNCT bracis-19019 26 1 that that PRON bracis-19019 26 2 is be AUX bracis-19019 26 3 why why SCONJ bracis-19019 26 4 it it PRON bracis-19019 26 5 is be AUX bracis-19019 26 6 important important ADJ bracis-19019 26 7 that that SCONJ bracis-19019 26 8 intelligent intelligent ADJ bracis-19019 26 9 systems system NOUN bracis-19019 26 10 can can AUX bracis-19019 26 11 support support VERB bracis-19019 26 12 the the DET bracis-19019 26 13 decisions decision NOUN bracis-19019 26 14 being be AUX bracis-19019 26 15 made make VERB bracis-19019 26 16 , , PUNCT bracis-19019 26 17 but but CCONJ bracis-19019 26 18 a a DET bracis-19019 26 19 human human NOUN bracis-19019 26 20 must must AUX bracis-19019 26 21 make make VERB bracis-19019 26 22 the the DET bracis-19019 26 23 final final ADJ bracis-19019 26 24 decisions decision NOUN bracis-19019 26 25 . . PUNCT bracis-19019 27 1 we we PRON bracis-19019 27 2 have have AUX bracis-19019 27 3 developed develop VERB bracis-19019 27 4 an an DET bracis-19019 27 5 intelligent intelligent ADJ bracis-19019 27 6 agent agent NOUN bracis-19019 27 7 to to PART bracis-19019 27 8 validate validate VERB bracis-19019 27 9 bed bed NOUN bracis-19019 27 10 allocation allocation NOUN bracis-19019 27 11 plans plan NOUN bracis-19019 27 12 and and CCONJ bracis-19019 27 13 to to PART bracis-19019 27 14 communicate communicate VERB bracis-19019 27 15 with with ADP bracis-19019 27 16 hospital hospital NOUN bracis-19019 27 17 professionals professional NOUN bracis-19019 27 18 using use VERB bracis-19019 27 19 natural natural ADJ bracis-19019 27 20 language language NOUN bracis-19019 27 21 . . PUNCT bracis-19019 28 1 although although SCONJ bracis-19019 28 2 humans human NOUN bracis-19019 28 3 still still ADV bracis-19019 28 4 make make VERB bracis-19019 28 5 the the DET bracis-19019 28 6 final final ADJ bracis-19019 28 7 decisions decision NOUN bracis-19019 28 8 , , PUNCT bracis-19019 28 9 an an DET bracis-19019 28 10 intelligent intelligent ADJ bracis-19019 28 11 agent agent NOUN bracis-19019 28 12 checks check NOUN bracis-19019 28 13 if if SCONJ bracis-19019 28 14 all all DET bracis-19019 28 15 allocation allocation NOUN bracis-19019 28 16 rules rule NOUN bracis-19019 28 17 are be AUX bracis-19019 28 18 being be AUX bracis-19019 28 19 complied comply VERB bracis-19019 28 20 with with ADP bracis-19019 28 21 and and CCONJ bracis-19019 28 22 warn warn VERB bracis-19019 28 23 the the DET bracis-19019 28 24 user user NOUN bracis-19019 28 25 if if SCONJ bracis-19019 28 26 they they PRON bracis-19019 28 27 are be AUX bracis-19019 28 28 not not PART bracis-19019 28 29 . . PUNCT bracis-19019 29 1 to to PART bracis-19019 29 2 make make VERB bracis-19019 29 3 this this PRON bracis-19019 29 4 possible possible ADJ bracis-19019 29 5 , , PUNCT bracis-19019 29 6 we we PRON bracis-19019 29 7 use use VERB bracis-19019 29 8 plan plan NOUN bracis-19019 29 9 validation validation NOUN bracis-19019 29 10 techniques technique NOUN bracis-19019 29 11 and and CCONJ bracis-19019 29 12 a a DET bracis-19019 29 13 chatbot chatbot NOUN bracis-19019 29 14 that that PRON bracis-19019 29 15 provides provide VERB bracis-19019 29 16 the the DET bracis-19019 29 17 agent agent NOUN bracis-19019 29 18 with with ADP bracis-19019 29 19 the the DET bracis-19019 29 20 ability ability NOUN bracis-19019 29 21 to to PART bracis-19019 29 22 communicate communicate VERB bracis-19019 29 23 with with ADP bracis-19019 29 24 the the DET bracis-19019 29 25 human human ADJ bracis-19019 29 26 operator operator NOUN bracis-19019 29 27 through through ADP bracis-19019 29 28 natural natural ADJ bracis-19019 29 29 language language NOUN bracis-19019 29 30 . . PUNCT bracis-19019 30 1 our our PRON bracis-19019 30 2 approach approach NOUN bracis-19019 30 3 performs perform VERB bracis-19019 30 4 the the DET bracis-19019 30 5 validation validation NOUN bracis-19019 30 6 of of ADP bracis-19019 30 7 the the DET bracis-19019 30 8 bed bed NOUN bracis-19019 30 9 allocation allocation NOUN bracis-19019 30 10 plan plan NOUN bracis-19019 30 11 using use VERB bracis-19019 30 12 a a DET bracis-19019 30 13 planning planning NOUN bracis-19019 30 14 domain domain NOUN bracis-19019 30 15 built build VERB bracis-19019 30 16 based base VERB bracis-19019 30 17 on on ADP bracis-19019 30 18 the the DET bracis-19019 30 19 allocation allocation NOUN bracis-19019 30 20 rules rule NOUN bracis-19019 30 21 used use VERB bracis-19019 30 22 in in ADP bracis-19019 30 23 each each PRON bracis-19019 30 24 of of ADP bracis-19019 30 25 the the DET bracis-19019 30 26 local local ADJ bracis-19019 30 27 hospitals hospital NOUN bracis-19019 30 28 that that PRON bracis-19019 30 29 cooperated cooperate VERB bracis-19019 30 30 with with ADP bracis-19019 30 31 our our PRON bracis-19019 30 32 work work NOUN bracis-19019 30 33 . . PUNCT bracis-19019 31 1 to to PART bracis-19019 31 2 use use VERB bracis-19019 31 3 different different ADJ bracis-19019 31 4 rules rule NOUN bracis-19019 31 5 for for ADP bracis-19019 31 6 other other ADJ bracis-19019 31 7 hospitals hospital NOUN bracis-19019 31 8 , , PUNCT bracis-19019 31 9 it it PRON bracis-19019 31 10 is be AUX bracis-19019 31 11 only only ADV bracis-19019 31 12 necessary necessary ADJ bracis-19019 31 13 to to PART bracis-19019 31 14 adapt adapt VERB bracis-19019 31 15 the the DET bracis-19019 31 16 planning planning NOUN bracis-19019 31 17 domain domain NOUN bracis-19019 31 18 and and CCONJ bracis-19019 31 19 the the DET bracis-19019 31 20 way way NOUN bracis-19019 31 21 the the DET bracis-19019 31 22 planning planning NOUN bracis-19019 31 23 problem problem NOUN bracis-19019 31 24 is be AUX bracis-19019 31 25 generated generate VERB bracis-19019 31 26 . . PUNCT bracis-19019 32 1 we we PRON bracis-19019 32 2 developed develop VERB bracis-19019 32 3 our our PRON bracis-19019 32 4 own own ADJ bracis-19019 32 5 pddl pddl NOUN bracis-19019 32 6 plan plan NOUN bracis-19019 32 7 validator validator NOUN bracis-19019 32 8 in in ADP bracis-19019 32 9 java java PROPN bracis-19019 32 10 , , PUNCT bracis-19019 32 11 so so SCONJ bracis-19019 32 12 that that SCONJ bracis-19019 32 13 it it PRON bracis-19019 32 14 interacts interact VERB bracis-19019 32 15 better well ADV bracis-19019 32 16 with with SCONJ bracis-19019 32 17 the the DET bracis-19019 32 18 chatbot chatbot NOUN bracis-19019 32 19 developed develop VERB bracis-19019 32 20 using use VERB bracis-19019 32 21 the the DET bracis-19019 32 22 jason jason PROPN bracis-19019 32 23 platform platform NOUN bracis-19019 32 24     SPACE bracis-19019 33 1 [ [ X bracis-19019 33 2 4 4 NUM bracis-19019 33 3 ] ] PUNCT bracis-19019 33 4 . . PUNCT bracis-19019 34 1 we we PRON bracis-19019 34 2 also also ADV bracis-19019 34 3 created create VERB bracis-19019 34 4 an an DET bracis-19019 34 5 automated automate VERB bracis-19019 34 6 generator generator NOUN bracis-19019 34 7 of of ADP bracis-19019 34 8 linear linear PROPN bracis-19019 34 9 programming programming NOUN bracis-19019 34 10 models model NOUN bracis-19019 34 11 for for ADP bracis-19019 34 12 generating generate VERB bracis-19019 34 13 optimal optimal ADJ bracis-19019 34 14 bed bed NOUN bracis-19019 34 15 allocations allocation NOUN bracis-19019 34 16 , , PUNCT bracis-19019 34 17 which which PRON bracis-19019 34 18 we we PRON bracis-19019 34 19 can can AUX bracis-19019 34 20 be be AUX bracis-19019 34 21 used use VERB bracis-19019 34 22 to to PART bracis-19019 34 23 provide provide VERB bracis-19019 34 24 suggestions suggestion NOUN bracis-19019 34 25 of of ADP bracis-19019 34 26 better well ADJ bracis-19019 34 27 alternative alternative ADJ bracis-19019 34 28 allocations allocation NOUN bracis-19019 34 29 when when SCONJ bracis-19019 34 30 requested request VERB bracis-19019 34 31 by by ADP bracis-19019 34 32 the the DET bracis-19019 34 33 human human ADJ bracis-19019 34 34 operators operator NOUN bracis-19019 34 35 , , PUNCT bracis-19019 34 36 for for ADP bracis-19019 34 37 example example NOUN bracis-19019 34 38 when when SCONJ bracis-19019 34 39 the the DET bracis-19019 34 40 chatbot chatbot NOUN bracis-19019 34 41 detected detect VERB bracis-19019 34 42 errors error NOUN bracis-19019 34 43 in in ADP bracis-19019 34 44 the the DET bracis-19019 34 45 allocations allocation NOUN bracis-19019 34 46 they they PRON bracis-19019 34 47 created create VERB bracis-19019 34 48 themselves themselves PRON bracis-19019 34 49 . . PUNCT bracis-19019 35 1 we we PRON bracis-19019 35 2 can can AUX bracis-19019 35 3 generate generate VERB bracis-19019 35 4 optimal optimal ADJ bracis-19019 35 5 allocations allocation NOUN bracis-19019 35 6 much much ADV bracis-19019 35 7 quicker quick ADV bracis-19019 35 8 with with ADP bracis-19019 35 9 a a DET bracis-19019 35 10 solver solver NOUN bracis-19019 35 11 such such ADJ bracis-19019 35 12 as as ADP bracis-19019 35 13 glpk glpk NOUN bracis-19019 35 14 than than ADP bracis-19019 35 15 with with ADP bracis-19019 35 16 a a DET bracis-19019 35 17 pddl pddl NOUN bracis-19019 35 18 planner planner NOUN bracis-19019 35 19 . . PUNCT bracis-19019 36 1 we we PRON bracis-19019 36 2 have have AUX bracis-19019 36 3 evaluated evaluate VERB bracis-19019 36 4 our our PRON bracis-19019 36 5 approach approach NOUN bracis-19019 36 6 with with ADP bracis-19019 36 7 professionals professional NOUN bracis-19019 36 8 responsible responsible ADJ bracis-19019 36 9 for for ADP bracis-19019 36 10 bed bed NOUN bracis-19019 36 11 allocation allocation NOUN bracis-19019 36 12 in in ADP bracis-19019 36 13 two two NUM bracis-19019 36 14 local local ADJ bracis-19019 36 15 hospitals hospital NOUN bracis-19019 36 16 . . PUNCT bracis-19019 37 1 also also ADV bracis-19019 37 2 , , PUNCT bracis-19019 37 3 the the DET bracis-19019 37 4 approach approach NOUN bracis-19019 37 5 was be AUX bracis-19019 37 6 evaluated evaluate VERB bracis-19019 37 7 by by ADP bracis-19019 37 8 a a DET bracis-19019 37 9 doctor doctor NOUN bracis-19019 37 10 who who PRON bracis-19019 37 11 provides provide VERB bracis-19019 37 12 consultancy consultancy NOUN bracis-19019 37 13 to to ADP bracis-19019 37 14 a a DET bracis-19019 37 15 local local ADJ bracis-19019 37 16 hospital hospital NOUN bracis-19019 37 17 . . PUNCT bracis-19019 38 1 with with ADP bracis-19019 38 2 their their PRON bracis-19019 38 3 feedback feedback NOUN bracis-19019 38 4 , , PUNCT bracis-19019 38 5 we we PRON bracis-19019 38 6 were be AUX bracis-19019 38 7 able able ADJ bracis-19019 38 8 to to PART bracis-19019 38 9 assess assess VERB bracis-19019 38 10 the the DET bracis-19019 38 11 efficacy efficacy NOUN bracis-19019 38 12 and and CCONJ bracis-19019 38 13 acceptance acceptance NOUN bracis-19019 38 14 of of ADP bracis-19019 38 15 our our PRON bracis-19019 38 16 approach approach NOUN bracis-19019 38 17 by by ADP bracis-19019 38 18 those those DET bracis-19019 38 19 professionals professional NOUN bracis-19019 38 20 ; ; PUNCT bracis-19019 38 21 they they PRON bracis-19019 38 22 considered consider VERB bracis-19019 38 23 our our PRON bracis-19019 38 24 approach approach NOUN bracis-19019 38 25 extremely extremely ADV bracis-19019 38 26 useful useful ADJ bracis-19019 38 27 and and CCONJ bracis-19019 38 28 usable usable ADJ bracis-19019 38 29 in in ADP bracis-19019 38 30 the the DET bracis-19019 38 31 daily daily ADJ bracis-19019 38 32 routine routine NOUN bracis-19019 38 33 of of ADP bracis-19019 38 34 the the DET bracis-19019 38 35 hospital hospital NOUN bracis-19019 38 36 . . PUNCT bracis-19019 39 1 the the DET bracis-19019 39 2 version version NOUN bracis-19019 39 3 of of ADP bracis-19019 39 4 the the DET bracis-19019 39 5 chatbot chatbot NOUN bracis-19019 39 6 described describe VERB bracis-19019 39 7 in in ADP bracis-19019 39 8 this this DET bracis-19019 39 9 paper paper NOUN bracis-19019 39 10 in in ADP bracis-19019 39 11 fact fact NOUN bracis-19019 39 12 addresses address VERB bracis-19019 39 13 all all DET bracis-19019 39 14 the the DET bracis-19019 39 15 suggestions suggestion NOUN bracis-19019 39 16 made make VERB bracis-19019 39 17 by by ADP bracis-19019 39 18 those those DET bracis-19019 39 19 professionals professional NOUN bracis-19019 39 20 to to PART bracis-19019 39 21 increase increase VERB bracis-19019 39 22 the the DET bracis-19019 39 23 usefulness usefulness NOUN bracis-19019 39 24 of of ADP bracis-19019 39 25 the the DET bracis-19019 39 26 chatbot chatbot NOUN bracis-19019 39 27 for for ADP bracis-19019 39 28 their their PRON bracis-19019 39 29 work work NOUN bracis-19019 39 30 . . PUNCT bracis-19019 40 1 the the DET bracis-19019 40 2 remainder remainder NOUN bracis-19019 40 3 of of ADP bracis-19019 40 4 this this DET bracis-19019 40 5 paper paper NOUN bracis-19019 40 6 is be AUX bracis-19019 40 7 structured structure VERB bracis-19019 40 8 as as SCONJ bracis-19019 40 9 follows follow VERB bracis-19019 40 10 . . PUNCT bracis-19019 41 1 section section NOUN bracis-19019 41 2     SPACE bracis-19019 41 3 2 2 NUM bracis-19019 41 4 shows show VERB bracis-19019 41 5 the the DET bracis-19019 41 6 bed bed NOUN bracis-19019 41 7 allocation allocation NOUN bracis-19019 41 8 scenario scenario NOUN bracis-19019 41 9 and and CCONJ bracis-19019 41 10 our our PRON bracis-19019 41 11 approach approach NOUN bracis-19019 41 12 . . PUNCT bracis-19019 42 1 section section NOUN bracis-19019 42 2     SPACE bracis-19019 42 3 3 3 NUM bracis-19019 42 4 presents present VERB bracis-19019 42 5 the the DET bracis-19019 42 6 results result NOUN bracis-19019 42 7 obtained obtain VERB bracis-19019 42 8 in in ADP bracis-19019 42 9 the the DET bracis-19019 42 10 evaluation evaluation NOUN bracis-19019 42 11 of of ADP bracis-19019 42 12 our our PRON bracis-19019 42 13 approach approach NOUN bracis-19019 42 14 . . PUNCT bracis-19019 43 1 section section NOUN bracis-19019 43 2     SPACE bracis-19019 43 3 4 4 NUM bracis-19019 43 4 explains explain VERB bracis-19019 43 5 the the DET bracis-19019 43 6 improvements improvement NOUN bracis-19019 43 7 made make VERB bracis-19019 43 8 . . PUNCT bracis-19019 44 1 section section NOUN bracis-19019 44 2     SPACE bracis-19019 44 3 6 6 NUM bracis-19019 44 4 provides provide VERB bracis-19019 44 5 some some DET bracis-19019 44 6 conclusions conclusion NOUN bracis-19019 44 7 . . PUNCT bracis-19019 45 1 2 2 NUM bracis-19019 45 2 materials material NOUN bracis-19019 45 3 and and CCONJ bracis-19019 45 4     SPACE bracis-19019 45 5 methods method NOUN bracis-19019 45 6 2.1 2.1 NUM bracis-19019 45 7 eliciting elicit VERB bracis-19019 45 8 bed bed NOUN bracis-19019 45 9 allocation allocation NOUN bracis-19019 45 10 rules rule NOUN bracis-19019 45 11 we we PRON bracis-19019 45 12 interviewed interview VERB bracis-19019 45 13 a a DET bracis-19019 45 14 person person NOUN bracis-19019 45 15 responsible responsible ADJ bracis-19019 45 16 for for ADP bracis-19019 45 17 bed bed NOUN bracis-19019 45 18 allocation allocation NOUN bracis-19019 45 19 at at ADP bracis-19019 45 20 hospital hospital NOUN bracis-19019 45 21 conceição conceição NOUN bracis-19019 45 22 in in ADP bracis-19019 45 23 porto porto PROPN bracis-19019 45 24 alegre alegre ADJ bracis-19019 45 25 rs rs PROPN bracis-19019 45 26 , , PUNCT bracis-19019 45 27 brazil brazil PROPN bracis-19019 45 28 . . PUNCT bracis-19019 46 1 this this DET bracis-19019 46 2 professional professional NOUN bracis-19019 46 3 ( ( PUNCT bracis-19019 46 4 referred refer VERB bracis-19019 46 5 to to ADP bracis-19019 46 6 as as ADP bracis-19019 46 7 ba1 ba1 PROPN bracis-19019 46 8 ) ) PUNCT bracis-19019 46 9 has have VERB bracis-19019 46 10 more more ADJ bracis-19019 46 11 than than ADP bracis-19019 46 12 seven seven NUM bracis-19019 46 13 years year NOUN bracis-19019 46 14 experience experience NOUN bracis-19019 46 15 in in ADP bracis-19019 46 16 this this DET bracis-19019 46 17 work work NOUN bracis-19019 46 18 . . PUNCT bracis-19019 47 1 our our PRON bracis-19019 47 2 objective objective NOUN bracis-19019 47 3 was be AUX bracis-19019 47 4 to to PART bracis-19019 47 5 understand understand VERB bracis-19019 47 6 the the DET bracis-19019 47 7 real real ADJ bracis-19019 47 8 scenario scenario NOUN bracis-19019 47 9 of of ADP bracis-19019 47 10 hospital hospital NOUN bracis-19019 47 11 bed bed NOUN bracis-19019 47 12 allocation allocation NOUN bracis-19019 47 13 . . PUNCT bracis-19019 48 1 fig fig NOUN bracis-19019 48 2 . . PUNCT bracis-19019 49 1 1 1 NUM bracis-19019 49 2 . . X bracis-19019 49 3 bed bed NOUN bracis-19019 49 4 allocation allocation NOUN bracis-19019 49 5 rules rule NOUN bracis-19019 49 6 . . PUNCT bracis-19019 50 1 full full ADJ bracis-19019 50 2 size size NOUN bracis-19019 50 3 image image NOUN bracis-19019 50 4 hospital hospital NOUN bracis-19019 50 5 conceição conceição NOUN bracis-19019 50 6 is be AUX bracis-19019 50 7 the the DET bracis-19019 50 8 largest large ADJ bracis-19019 50 9 unit unit NOUN bracis-19019 50 10 of of ADP bracis-19019 50 11 the the DET bracis-19019 50 12 conceição conceição PROPN bracis-19019 50 13 hospital hospital NOUN bracis-19019 50 14 group group NOUN bracis-19019 50 15 ( ( PUNCT bracis-19019 50 16 ghc ghc NOUN bracis-19019 50 17 ) ) PUNCT bracis-19019 50 18 . . PUNCT bracis-19019 51 1 it it PRON bracis-19019 51 2 offers offer VERB bracis-19019 51 3 all all DET bracis-19019 51 4 the the DET bracis-19019 51 5 specialities speciality NOUN bracis-19019 51 6 of of ADP bracis-19019 51 7 a a DET bracis-19019 51 8 general general ADJ bracis-19019 51 9 hospital hospital NOUN bracis-19019 51 10 in in ADP bracis-19019 51 11 its its PRON bracis-19019 51 12 outpatient outpatient NOUN bracis-19019 51 13 clinic clinic NOUN bracis-19019 51 14 , , PUNCT bracis-19019 51 15 as as ADV bracis-19019 51 16 well well ADV bracis-19019 51 17 as as ADP bracis-19019 51 18 an an DET bracis-19019 51 19 emergency emergency NOUN bracis-19019 51 20 room room NOUN bracis-19019 51 21 and and CCONJ bracis-19019 51 22 inpatients inpatient NOUN bracis-19019 51 23 . . PUNCT bracis-19019 52 1 it it PRON bracis-19019 52 2 maintains maintain VERB bracis-19019 52 3 a a DET bracis-19019 52 4 medical medical ADJ bracis-19019 52 5 emergency emergency NOUN bracis-19019 52 6 service service NOUN bracis-19019 52 7 with with ADP bracis-19019 52 8 doors door NOUN bracis-19019 52 9 open open VERB bracis-19019 52 10 24 24 NUM bracis-19019 52 11     SPACE bracis-19019 52 12 h h NOUN bracis-19019 52 13 a a DET bracis-19019 52 14 day day NOUN bracis-19019 52 15 and and CCONJ bracis-19019 52 16 has have VERB bracis-19019 52 17 784 784 NUM bracis-19019 52 18 beds bed NOUN bracis-19019 52 19     SPACE bracis-19019 52 20 [ [ X bracis-19019 52 21 8 8 NUM bracis-19019 52 22 ] ] PUNCT bracis-19019 52 23 . . PUNCT bracis-19019 53 1 for for ADP bracis-19019 53 2 contextualisation contextualisation NOUN bracis-19019 53 3 , , PUNCT bracis-19019 53 4 in in ADP bracis-19019 53 5 brazil brazil PROPN bracis-19019 53 6 there there PRON bracis-19019 53 7 are be VERB bracis-19019 53 8 three three NUM bracis-19019 53 9 types type NOUN bracis-19019 53 10 of of ADP bracis-19019 53 11 health health NOUN bracis-19019 53 12 systems system NOUN bracis-19019 53 13 : : PUNCT bracis-19019 53 14 private private ADJ bracis-19019 53 15 , , PUNCT bracis-19019 53 16 where where SCONJ bracis-19019 53 17 the the DET bracis-19019 53 18 patient patient NOUN bracis-19019 53 19 pays pay VERB bracis-19019 53 20 ; ; PUNCT bracis-19019 53 21 private private ADJ bracis-19019 53 22 health health NOUN bracis-19019 53 23 insurance insurance NOUN bracis-19019 53 24 , , PUNCT bracis-19019 53 25 where where SCONJ bracis-19019 53 26 the the DET bracis-19019 53 27 patient patient NOUN bracis-19019 53 28 pays pay VERB bracis-19019 53 29 monthly monthly ADV bracis-19019 53 30 and and CCONJ bracis-19019 53 31 this this DET bracis-19019 53 32 plan plan NOUN bracis-19019 53 33 covers cover VERB bracis-19019 53 34 the the DET bracis-19019 53 35 costs cost NOUN bracis-19019 53 36 of of ADP bracis-19019 53 37 the the DET bracis-19019 53 38 hospital hospital NOUN bracis-19019 53 39 ; ; PUNCT bracis-19019 53 40 and and CCONJ bracis-19019 53 41 sus sus NOUN bracis-19019 53 42 is be AUX bracis-19019 53 43 the the DET bracis-19019 53 44 national national ADJ bracis-19019 53 45 healthcare healthcare PROPN bracis-19019 53 46 system system NOUN bracis-19019 53 47 that that PRON bracis-19019 53 48 is be AUX bracis-19019 53 49 funded fund VERB bracis-19019 53 50 by by ADP bracis-19019 53 51 the the DET bracis-19019 53 52 federal federal ADJ bracis-19019 53 53 government government NOUN bracis-19019 53 54 . . PUNCT bracis-19019 54 1 80 80 NUM bracis-19019 54 2 % % NOUN bracis-19019 54 3 of of ADP bracis-19019 54 4 the the DET bracis-19019 54 5 population population NOUN bracis-19019 54 6 uses use VERB bracis-19019 54 7 sus sus PROPN bracis-19019 54 8     SPACE bracis-19019 54 9 [ [ X bracis-19019 54 10 17 17 NUM bracis-19019 54 11 ] ] PUNCT bracis-19019 54 12 . . PUNCT bracis-19019 55 1 the the DET bracis-19019 55 2 hospital hospital NOUN bracis-19019 55 3 conceição conceição NOUN bracis-19019 55 4 only only ADV bracis-19019 55 5 receives receive VERB bracis-19019 55 6 sus sus PROPN bracis-19019 55 7 patients patient NOUN bracis-19019 55 8 . . PUNCT bracis-19019 56 1 ba1 ba1 PROPN bracis-19019 56 2 is be AUX bracis-19019 56 3 part part NOUN bracis-19019 56 4 of of ADP bracis-19019 56 5 a a DET bracis-19019 56 6 department department NOUN bracis-19019 56 7 of of ADP bracis-19019 56 8 the the DET bracis-19019 56 9 hospital hospital NOUN bracis-19019 56 10 called call VERB bracis-19019 56 11 nir nir NOUN bracis-19019 56 12 ( ( PUNCT bracis-19019 56 13 portuguese portuguese ADJ bracis-19019 56 14 acronym acronym NOUN bracis-19019 56 15 for for ADP bracis-19019 56 16 internal internal ADJ bracis-19019 56 17 regulation regulation NOUN bracis-19019 56 18 centre centre NOUN bracis-19019 56 19 ) ) PUNCT bracis-19019 56 20 . . PUNCT bracis-19019 57 1 nir nir PROPN bracis-19019 57 2 is be AUX bracis-19019 57 3 an an DET bracis-19019 57 4 administrative administrative ADJ bracis-19019 57 5 unit unit NOUN bracis-19019 57 6 that that PRON bracis-19019 57 7 monitors monitor VERB bracis-19019 57 8 the the DET bracis-19019 57 9 patient patient NOUN bracis-19019 57 10 from from ADP bracis-19019 57 11 arrival arrival NOUN bracis-19019 57 12 at at ADP bracis-19019 57 13 the the DET bracis-19019 57 14 hospital hospital NOUN bracis-19019 57 15 , , PUNCT bracis-19019 57 16 during during ADP bracis-19019 57 17 the the DET bracis-19019 57 18 hospitalisation hospitalisation NOUN bracis-19019 57 19 process process NOUN bracis-19019 57 20 , , PUNCT bracis-19019 57 21 and and CCONJ bracis-19019 57 22 internal internal ADJ bracis-19019 57 23 and and CCONJ bracis-19019 57 24 external external ADJ bracis-19019 57 25 movement movement NOUN bracis-19019 57 26 until until ADP bracis-19019 57 27 discharge discharge NOUN bracis-19019 57 28 from from ADP bracis-19019 57 29 the the DET bracis-19019 57 30 hospital hospital NOUN bracis-19019 57 31 . . PUNCT bracis-19019 58 1 nir nir PROPN bracis-19019 58 2 has have VERB bracis-19019 58 3 a a DET bracis-19019 58 4 manual manual NOUN bracis-19019 58 5 created create VERB bracis-19019 58 6 in in ADP bracis-19019 58 7 cooperation cooperation NOUN bracis-19019 58 8 with with ADP bracis-19019 58 9 the the DET bracis-19019 58 10 health health PROPN bracis-19019 58 11 ministry ministry PROPN bracis-19019 58 12 to to PART bracis-19019 58 13 guide guide VERB bracis-19019 58 14 sus sus NOUN bracis-19019 58 15 managers manager NOUN bracis-19019 58 16 and and CCONJ bracis-19019 58 17 better well ADJ bracis-19019 58 18 conduct conduct VERB bracis-19019 58 19 the the DET bracis-19019 58 20 process process NOUN bracis-19019 58 21 of of ADP bracis-19019 58 22 creation creation NOUN bracis-19019 58 23 and and CCONJ bracis-19019 58 24 running running NOUN bracis-19019 58 25 of of ADP bracis-19019 58 26 nir nir ADJ bracis-19019 58 27 units unit NOUN bracis-19019 58 28     SPACE bracis-19019 59 1 [ [ X bracis-19019 59 2 12 12 NUM bracis-19019 59 3 ] ] PUNCT bracis-19019 59 4 . . PUNCT bracis-19019 60 1 the the DET bracis-19019 60 2 nir nir PROPN bracis-19019 60 3 has have VERB bracis-19019 60 4 full full ADJ bracis-19019 60 5 control control NOUN bracis-19019 60 6 over over ADP bracis-19019 60 7 hospital hospital NOUN bracis-19019 60 8 beds bed NOUN bracis-19019 60 9 . . PUNCT bracis-19019 61 1 the the DET bracis-19019 61 2 function function NOUN bracis-19019 61 3 of of ADP bracis-19019 61 4 the the DET bracis-19019 61 5 operational operational ADJ bracis-19019 61 6 nurse nurse NOUN bracis-19019 61 7 ( ( PUNCT bracis-19019 61 8 ba1 ba1 PROPN bracis-19019 61 9 ) ) PUNCT bracis-19019 61 10 is be AUX bracis-19019 61 11 the the DET bracis-19019 61 12 real real ADJ bracis-19019 61 13 - - PUNCT bracis-19019 61 14 time time NOUN bracis-19019 61 15 management management NOUN bracis-19019 61 16 of of ADP bracis-19019 61 17 free free ADJ bracis-19019 61 18 beds bed NOUN bracis-19019 61 19 . . PUNCT bracis-19019 62 1 ba1 ba1 PROPN bracis-19019 62 2 is be AUX bracis-19019 62 3 responsible responsible ADJ bracis-19019 62 4 for for ADP bracis-19019 62 5 authorising authorise VERB bracis-19019 62 6 new new ADJ bracis-19019 62 7 admissions admission NOUN bracis-19019 62 8 from from ADP bracis-19019 62 9 the the DET bracis-19019 62 10 requested request VERB bracis-19019 62 11 reservations reservation NOUN bracis-19019 62 12 , , PUNCT bracis-19019 62 13 the the DET bracis-19019 62 14 exchanges exchange NOUN bracis-19019 62 15 , , PUNCT bracis-19019 62 16 and and CCONJ bracis-19019 62 17 the the DET bracis-19019 62 18 blocking blocking NOUN bracis-19019 62 19 required require VERB bracis-19019 62 20 according accord VERB bracis-19019 62 21 to to ADP bracis-19019 62 22 the the DET bracis-19019 62 23 demand demand NOUN bracis-19019 62 24 and and CCONJ bracis-19019 62 25 availability availability NOUN bracis-19019 62 26 . . PUNCT bracis-19019 63 1 ba1 ba1 PROPN bracis-19019 63 2 currently currently ADV bracis-19019 63 3 uses use VERB bracis-19019 63 4 a a DET bracis-19019 63 5 locally locally ADV bracis-19019 63 6 developed develop VERB bracis-19019 63 7 system system NOUN bracis-19019 63 8 that that PRON bracis-19019 63 9 has have VERB bracis-19019 63 10 a a DET bracis-19019 63 11 feature feature NOUN bracis-19019 63 12 for for ADP bracis-19019 63 13 bed bed NOUN bracis-19019 63 14 management management NOUN bracis-19019 63 15 . . PUNCT bracis-19019 64 1 this this DET bracis-19019 64 2 system system NOUN bracis-19019 64 3 only only ADV bracis-19019 64 4 shows show VERB bracis-19019 64 5 which which PRON bracis-19019 64 6 patients patient NOUN bracis-19019 64 7 need need VERB bracis-19019 64 8 hospitalisation hospitalisation NOUN bracis-19019 64 9 and and CCONJ bracis-19019 64 10 which which DET bracis-19019 64 11 beds bed NOUN bracis-19019 64 12 are be AUX bracis-19019 64 13 currently currently ADV bracis-19019 64 14 available available ADJ bracis-19019 64 15 . . PUNCT bracis-19019 65 1 the the DET bracis-19019 65 2 rules rule NOUN bracis-19019 65 3 for for ADP bracis-19019 65 4 bed bed NOUN bracis-19019 65 5 allocation allocation NOUN bracis-19019 65 6 are be AUX bracis-19019 65 7 in in ADP bracis-19019 65 8 a a DET bracis-19019 65 9 document document NOUN bracis-19019 65 10 outside outside ADP bracis-19019 65 11 the the DET bracis-19019 65 12 system system NOUN bracis-19019 65 13 , , PUNCT bracis-19019 65 14 so so CCONJ bracis-19019 65 15 the the DET bracis-19019 65 16 person person NOUN bracis-19019 65 17 responsible responsible ADJ bracis-19019 65 18 for for ADP bracis-19019 65 19 allocation allocation NOUN bracis-19019 65 20 needs need VERB bracis-19019 65 21 to to PART bracis-19019 65 22 look look VERB bracis-19019 65 23 at at ADP bracis-19019 65 24 the the DET bracis-19019 65 25 document document NOUN bracis-19019 65 26 , , PUNCT bracis-19019 65 27 or or CCONJ bracis-19019 65 28 in in ADP bracis-19019 65 29 case case NOUN bracis-19019 65 30 of of ADP bracis-19019 65 31 ba1 ba1 PROPN bracis-19019 65 32 , , PUNCT bracis-19019 65 33 memorised memorise VERB bracis-19019 65 34 all all DET bracis-19019 65 35 those those DET bracis-19019 65 36 rules rule NOUN bracis-19019 65 37 . . PUNCT bracis-19019 66 1 bed bed NOUN bracis-19019 66 2 allocation allocation NOUN bracis-19019 66 3 errors error NOUN bracis-19019 66 4 often often ADV bracis-19019 66 5 occur occur VERB bracis-19019 66 6 because because SCONJ bracis-19019 66 7 some some DET bracis-19019 66 8 rule rule NOUN bracis-19019 66 9 is be AUX bracis-19019 66 10 overlooked overlook VERB bracis-19019 66 11 . . PUNCT bracis-19019 67 1 some some DET bracis-19019 67 2 errors error NOUN bracis-19019 67 3 can can AUX bracis-19019 67 4 cause cause VERB bracis-19019 67 5 delays delay NOUN bracis-19019 67 6 in in ADP bracis-19019 67 7 a a DET bracis-19019 67 8 patient patient NOUN bracis-19019 67 9 ’s ’s PART bracis-19019 67 10 accommodation accommodation NOUN bracis-19019 67 11 since since SCONJ bracis-19019 67 12 it it PRON bracis-19019 67 13 is be AUX bracis-19019 67 14 necessary necessary ADJ bracis-19019 67 15 to to PART bracis-19019 67 16 wait wait VERB bracis-19019 67 17 for for ADP bracis-19019 67 18 a a DET bracis-19019 67 19 new new ADJ bracis-19019 67 20 allocation allocation NOUN bracis-19019 67 21 , , PUNCT bracis-19019 67 22 besides besides SCONJ bracis-19019 67 23 all all DET bracis-19019 67 24 the the DET bracis-19019 67 25 unnecessary unnecessary ADJ bracis-19019 67 26 patient patient NOUN bracis-19019 67 27 movement movement NOUN bracis-19019 67 28 . . PUNCT bracis-19019 68 1 based base VERB bracis-19019 68 2 on on ADP bracis-19019 68 3 the the DET bracis-19019 68 4 information information NOUN bracis-19019 68 5 obtained obtain VERB bracis-19019 68 6 from from ADP bracis-19019 68 7 ba1 ba1 PROPN bracis-19019 68 8 and and CCONJ bracis-19019 68 9 the the DET bracis-19019 68 10 nir nir ADJ bracis-19019 68 11 manual manual NOUN bracis-19019 68 12 [ [ X bracis-19019 68 13 12 12 NUM bracis-19019 68 14 ] ] PUNCT bracis-19019 68 15 , , PUNCT bracis-19019 68 16 we we PRON bracis-19019 68 17 created create VERB bracis-19019 68 18 a a DET bracis-19019 68 19 diagram diagram NOUN bracis-19019 68 20 with with ADP bracis-19019 68 21 the the DET bracis-19019 68 22 main main ADJ bracis-19019 68 23 bed bed NOUN bracis-19019 68 24 allocation allocation NOUN bracis-19019 68 25 rules rule NOUN bracis-19019 68 26 ( ( PUNCT bracis-19019 68 27 see see VERB bracis-19019 68 28 fig fig NOUN bracis-19019 68 29 . . PUNCT bracis-19019 68 30     SPACE bracis-19019 68 31 1 1 NUM bracis-19019 68 32 ) ) PUNCT bracis-19019 68 33 . . PUNCT bracis-19019 69 1 the the DET bracis-19019 69 2 diagram diagram NOUN bracis-19019 69 3 shows show VERB bracis-19019 69 4 a a DET bracis-19019 69 5 large large ADJ bracis-19019 69 6 number number NOUN bracis-19019 69 7 of of ADP bracis-19019 69 8 rules rule NOUN bracis-19019 69 9 that that PRON bracis-19019 69 10 need need VERB bracis-19019 69 11 to to PART bracis-19019 69 12 be be AUX bracis-19019 69 13 considered consider VERB bracis-19019 69 14 for for ADP bracis-19019 69 15 an an DET bracis-19019 69 16 adequate adequate ADJ bracis-19019 69 17 allocation allocation NOUN bracis-19019 69 18 , , PUNCT bracis-19019 69 19 prioritising prioritise VERB bracis-19019 69 20 good good ADJ bracis-19019 69 21 care care NOUN bracis-19019 69 22 , , PUNCT bracis-19019 69 23 privacy privacy NOUN bracis-19019 69 24 , , PUNCT bracis-19019 69 25 and and CCONJ bracis-19019 69 26 the the DET bracis-19019 69 27 psychological psychological ADJ bracis-19019 69 28 state state NOUN bracis-19019 69 29 of of ADP bracis-19019 69 30 patients patient NOUN bracis-19019 69 31 . . PUNCT bracis-19019 70 1 when when SCONJ bracis-19019 70 2 there there PRON bracis-19019 70 3 is be VERB bracis-19019 70 4 overcrowding overcrowd VERB bracis-19019 70 5 in in ADP bracis-19019 70 6 the the DET bracis-19019 70 7 hospital hospital NOUN bracis-19019 70 8 , , PUNCT bracis-19019 70 9 some some DET bracis-19019 70 10 rules rule NOUN bracis-19019 70 11 may may AUX bracis-19019 70 12 be be AUX bracis-19019 70 13 ignored ignore VERB bracis-19019 70 14 . . PUNCT bracis-19019 71 1 in in ADP bracis-19019 71 2 contrast contrast NOUN bracis-19019 71 3 , , PUNCT bracis-19019 71 4 others other NOUN bracis-19019 71 5 can can AUX bracis-19019 71 6 never never ADV bracis-19019 71 7 be be AUX bracis-19019 71 8 relaxed relax VERB bracis-19019 71 9 – – PUNCT bracis-19019 71 10 for for ADP bracis-19019 71 11 example example NOUN bracis-19019 71 12 , , PUNCT bracis-19019 71 13 placing place VERB bracis-19019 71 14 a a DET bracis-19019 71 15 patient patient NOUN bracis-19019 71 16 who who PRON bracis-19019 71 17 needs need VERB bracis-19019 71 18 isolation isolation NOUN bracis-19019 71 19 in in ADP bracis-19019 71 20 a a DET bracis-19019 71 21 non non ADJ bracis-19019 71 22 - - ADJ bracis-19019 71 23 isolation isolation ADJ bracis-19019 71 24 area area NOUN bracis-19019 71 25 . . PUNCT bracis-19019 72 1 fig fig NOUN bracis-19019 72 2 . . PUNCT bracis-19019 73 1 2 2 NUM bracis-19019 73 2 . . NOUN bracis-19019 73 3 bed bed NOUN bracis-19019 73 4 allocation allocation NOUN bracis-19019 73 5 approach approach NOUN bracis-19019 73 6 . . PUNCT bracis-19019 74 1 full full ADJ bracis-19019 74 2 size size NOUN bracis-19019 74 3 image image NOUN bracis-19019 74 4 2.2 2.2 NUM bracis-19019 74 5 developing develop VERB bracis-19019 74 6 an an DET bracis-19019 74 7     SPACE bracis-19019 74 8 approach approach NOUN bracis-19019 74 9 to to ADP bracis-19019 74 10     SPACE bracis-19019 74 11 bed bed NOUN bracis-19019 74 12 allocation allocation NOUN bracis-19019 74 13 we we PRON bracis-19019 74 14 propose propose VERB bracis-19019 74 15 an an DET bracis-19019 74 16 approach approach NOUN bracis-19019 74 17 for for ADP bracis-19019 74 18 helping help VERB bracis-19019 74 19 the the DET bracis-19019 74 20 professionals professional NOUN bracis-19019 74 21 ensure ensure VERB bracis-19019 74 22 that that SCONJ bracis-19019 74 23 all all DET bracis-19019 74 24 bed bed NOUN bracis-19019 74 25 allocation allocation NOUN bracis-19019 74 26 rules rule NOUN bracis-19019 74 27 have have AUX bracis-19019 74 28 been be AUX bracis-19019 74 29 followed follow VERB bracis-19019 74 30 ( ( PUNCT bracis-19019 74 31 see see VERB bracis-19019 74 32 fig fig NOUN bracis-19019 74 33 . . PUNCT bracis-19019 74 34     SPACE bracis-19019 74 35 2 2 NUM bracis-19019 74 36 ) ) PUNCT bracis-19019 74 37 . . PUNCT bracis-19019 75 1 in in ADP bracis-19019 75 2 our our PRON bracis-19019 75 3 approach approach NOUN bracis-19019 75 4 , , PUNCT bracis-19019 75 5 healthcare healthcare NOUN bracis-19019 75 6 professionals professional NOUN bracis-19019 75 7 inform inform VERB bracis-19019 75 8 which which DET bracis-19019 75 9 patient patient NOUN bracis-19019 75 10 and and CCONJ bracis-19019 75 11 which which DET bracis-19019 75 12 bed bed NOUN bracis-19019 75 13 they they PRON bracis-19019 75 14 want want VERB bracis-19019 75 15 to to PART bracis-19019 75 16 allocate allocate VERB bracis-19019 75 17 the the DET bracis-19019 75 18 patient patient NOUN bracis-19019 75 19 for for SCONJ bracis-19019 75 20 the the DET bracis-19019 75 21 system system NOUN bracis-19019 75 22 to to PART bracis-19019 75 23 validate validate VERB bracis-19019 75 24 the the DET bracis-19019 75 25 allocation allocation NOUN bracis-19019 75 26 in in ADP bracis-19019 75 27 accordance accordance NOUN bracis-19019 75 28 to to ADP bracis-19019 75 29 a a DET bracis-19019 75 30 particular particular ADJ bracis-19019 75 31 set set NOUN bracis-19019 75 32 of of ADP bracis-19019 75 33 rules rule NOUN bracis-19019 75 34 . . PUNCT bracis-19019 76 1 this this PRON bracis-19019 76 2 is be AUX bracis-19019 76 3 done do VERB bracis-19019 76 4 as as SCONJ bracis-19019 76 5 follows follow VERB bracis-19019 76 6 : : PUNCT bracis-19019 76 7 our our PRON bracis-19019 76 8 system system NOUN bracis-19019 76 9 , , PUNCT bracis-19019 76 10 based base VERB bracis-19019 76 11 on on ADP bracis-19019 76 12 the the DET bracis-19019 76 13 allocation allocation NOUN bracis-19019 76 14 information information NOUN bracis-19019 76 15 ( ( PUNCT bracis-19019 76 16 bed bed NOUN bracis-19019 76 17 and and CCONJ bracis-19019 76 18 patient patient NOUN bracis-19019 76 19 ) ) PUNCT bracis-19019 76 20 , , PUNCT bracis-19019 76 21 automatically automatically ADV bracis-19019 76 22 generates generate VERB bracis-19019 76 23 a a DET bracis-19019 76 24 pddl pddl NOUN bracis-19019 76 25 ( ( PUNCT bracis-19019 76 26 planning planning NOUN bracis-19019 76 27 domain domain NOUN bracis-19019 76 28 definition definition NOUN bracis-19019 76 29 language language NOUN bracis-19019 76 30 ) ) PUNCT bracis-19019 76 31     SPACE bracis-19019 77 1 [ [ X bracis-19019 77 2 1 1 NUM bracis-19019 77 3 ] ] X bracis-19019 77 4 problem problem NOUN bracis-19019 77 5 file file NOUN bracis-19019 77 6 and and CCONJ bracis-19019 77 7 a a DET bracis-19019 77 8 pddl pddl NOUN bracis-19019 77 9 plan plan NOUN bracis-19019 77 10 file file NOUN bracis-19019 77 11 ; ; PUNCT bracis-19019 77 12 the the DET bracis-19019 77 13 particular particular ADJ bracis-19019 77 14 hospital hospital NOUN bracis-19019 77 15 rules rule NOUN bracis-19019 77 16 in in ADP bracis-19019 77 17 question question NOUN bracis-19019 77 18 are be AUX bracis-19019 77 19 represented represent VERB bracis-19019 77 20 as as ADP bracis-19019 77 21 a a DET bracis-19019 77 22 pddl pddl NOUN bracis-19019 77 23 domain domain NOUN bracis-19019 77 24 specification specification NOUN bracis-19019 77 25 . . PUNCT bracis-19019 78 1 the the DET bracis-19019 78 2 part part NOUN bracis-19019 78 3 of of ADP bracis-19019 78 4 the the DET bracis-19019 78 5 system system NOUN bracis-19019 78 6 with with ADP bracis-19019 78 7 patient patient NOUN bracis-19019 78 8 and and CCONJ bracis-19019 78 9 hospital hospital NOUN bracis-19019 78 10 information information NOUN bracis-19019 78 11 we we PRON bracis-19019 78 12 call call VERB bracis-19019 78 13 “ " PUNCT bracis-19019 78 14 web web NOUN bracis-19019 78 15 simulator”,footnote simulator”,footnote NOUN bracis-19019 78 16 1 1 NUM bracis-19019 78 17 because because SCONJ bracis-19019 78 18 it it PRON bracis-19019 78 19 is be AUX bracis-19019 78 20 implemented implement VERB bracis-19019 78 21 as as ADP bracis-19019 78 22 a a DET bracis-19019 78 23 web web NOUN bracis-19019 78 24 system system NOUN bracis-19019 78 25 to to PART bracis-19019 78 26 simulate simulate VERB bracis-19019 78 27 a a DET bracis-19019 78 28 hospital hospital NOUN bracis-19019 78 29 information information NOUN bracis-19019 78 30 system system NOUN bracis-19019 78 31 . . PUNCT bracis-19019 79 1 our our PRON bracis-19019 79 2 web web NOUN bracis-19019 79 3 simulator simulator NOUN bracis-19019 79 4 was be AUX bracis-19019 79 5 developed develop VERB bracis-19019 79 6 to to PART bracis-19019 79 7 facilitate facilitate VERB bracis-19019 79 8 interaction interaction NOUN bracis-19019 79 9 with with ADP bracis-19019 79 10 the the DET bracis-19019 79 11 user user NOUN bracis-19019 79 12 when when SCONJ bracis-19019 79 13 testing test VERB bracis-19019 79 14 our our PRON bracis-19019 79 15 approach approach NOUN bracis-19019 79 16 . . PUNCT bracis-19019 80 1 figure figure NOUN bracis-19019 80 2     SPACE bracis-19019 80 3 3 3 NUM bracis-19019 80 4 shows show VERB bracis-19019 80 5 the the DET bracis-19019 80 6 simulator simulator NOUN bracis-19019 80 7 bed bed NOUN bracis-19019 80 8 - - PUNCT bracis-19019 80 9 allocation allocation NOUN bracis-19019 80 10 screen screen NOUN bracis-19019 80 11 . . PUNCT bracis-19019 81 1 fig fig NOUN bracis-19019 81 2 . . PUNCT bracis-19019 82 1 3 3 X bracis-19019 82 2 . . X bracis-19019 82 3 web web NOUN bracis-19019 82 4 simulator simulator NOUN bracis-19019 82 5 – – PUNCT bracis-19019 82 6 bed bed NOUN bracis-19019 82 7 allocation allocation NOUN bracis-19019 82 8 screen screen NOUN bracis-19019 82 9 . . PUNCT bracis-19019 83 1 full full ADJ bracis-19019 83 2 size size NOUN bracis-19019 83 3 image image NOUN bracis-19019 83 4 our our PRON bracis-19019 83 5 approach approach NOUN bracis-19019 83 6 also also ADV bracis-19019 83 7 has have VERB bracis-19019 83 8 an an DET bracis-19019 83 9 intelligent intelligent ADJ bracis-19019 83 10 bdi bdi PROPN bracis-19019 83 11 agent agent NOUN bracis-19019 83 12 constructed construct VERB bracis-19019 83 13 with with ADP bracis-19019 83 14 jason jason PROPN bracis-19019 83 15     SPACE bracis-19019 84 1 [ [ X bracis-19019 84 2 4 4 NUM bracis-19019 84 3 ] ] PUNCT bracis-19019 84 4 , , PUNCT bracis-19019 84 5 which which PRON bracis-19019 84 6 has have VERB bracis-19019 84 7 access access NOUN bracis-19019 84 8 to to ADP bracis-19019 84 9 the the DET bracis-19019 84 10 pddl pddl NOUN bracis-19019 84 11 problem problem NOUN bracis-19019 84 12 file file NOUN bracis-19019 84 13 and and CCONJ bracis-19019 84 14 a a DET bracis-19019 84 15 pddl pddl NOUN bracis-19019 84 16 plan plan NOUN bracis-19019 84 17 file file NOUN bracis-19019 84 18 and and CCONJ bracis-19019 84 19 uses use VERB bracis-19019 84 20 them they PRON bracis-19019 84 21 to to PART bracis-19019 84 22 validate validate VERB bracis-19019 84 23 the the DET bracis-19019 84 24 allocation allocation NOUN bracis-19019 84 25 , , PUNCT bracis-19019 84 26 checking check VERB bracis-19019 84 27 if if SCONJ bracis-19019 84 28 any any DET bracis-19019 84 29 rules rule NOUN bracis-19019 84 30 are be AUX bracis-19019 84 31 being be AUX bracis-19019 84 32 broken.footnote broken.footnote ADV bracis-19019 84 33 2 2 NUM bracis-19019 84 34 to to PART bracis-19019 84 35 do do VERB bracis-19019 84 36 this this DET bracis-19019 84 37 validation validation NOUN bracis-19019 84 38 , , PUNCT bracis-19019 84 39 the the DET bracis-19019 84 40 jason jason PROPN bracis-19019 84 41 agent agent NOUN bracis-19019 84 42 originally originally ADV bracis-19019 84 43 used use VERB bracis-19019 84 44 the the DET bracis-19019 84 45 val val ADJ bracis-19019 84 46 validator validator NOUN bracis-19019 84 47     SPACE bracis-19019 85 1 [ [ X bracis-19019 85 2 7 7 NUM bracis-19019 85 3 , , PUNCT bracis-19019 85 4 10 10 NUM bracis-19019 85 5 ] ] PUNCT bracis-19019 85 6 , , PUNCT bracis-19019 85 7 which which PRON bracis-19019 85 8 outputs output VERB bracis-19019 85 9 a a DET bracis-19019 85 10 latex latex NOUN bracis-19019 85 11 report report NOUN bracis-19019 85 12 saved save VERB bracis-19019 85 13 to to ADP bracis-19019 85 14 a a DET bracis-19019 85 15 folder folder NOUN bracis-19019 85 16 that that PRON bracis-19019 85 17 will will AUX bracis-19019 85 18 be be AUX bracis-19019 85 19 analysed analyse VERB bracis-19019 85 20 by by ADP bracis-19019 85 21 the the DET bracis-19019 85 22 agent agent NOUN bracis-19019 85 23 ; ; PUNCT bracis-19019 85 24 we we PRON bracis-19019 85 25 later later ADV bracis-19019 85 26 mention mention VERB bracis-19019 85 27 how how SCONJ bracis-19019 85 28 this this PRON bracis-19019 85 29 has have AUX bracis-19019 85 30 been be AUX bracis-19019 85 31 reworked rework VERB bracis-19019 85 32 to to PART bracis-19019 85 33 improve improve VERB bracis-19019 85 34 performance performance NOUN bracis-19019 85 35 . . PUNCT bracis-19019 86 1 after after SCONJ bracis-19019 86 2 the the DET bracis-19019 86 3 report report NOUN bracis-19019 86 4 is be AUX bracis-19019 86 5 saved save VERB bracis-19019 86 6 , , PUNCT bracis-19019 86 7 the the DET bracis-19019 86 8 agent agent NOUN bracis-19019 86 9 reads read VERB bracis-19019 86 10 and and CCONJ bracis-19019 86 11 processes process NOUN bracis-19019 86 12 that that DET bracis-19019 86 13 file file NOUN bracis-19019 86 14 . . PUNCT bracis-19019 87 1 val val NOUN bracis-19019 87 2 is be AUX bracis-19019 87 3 a a DET bracis-19019 87 4 plan plan NOUN bracis-19019 87 5 validator validator NOUN bracis-19019 87 6 that that PRON bracis-19019 87 7 in in ADP bracis-19019 87 8 our our PRON bracis-19019 87 9 case case NOUN bracis-19019 87 10 checks check NOUN bracis-19019 87 11 if if SCONJ bracis-19019 87 12 any any DET bracis-19019 87 13 bed bed NOUN bracis-19019 87 14 allocation allocation NOUN bracis-19019 87 15 rule rule NOUN bracis-19019 87 16 has have AUX bracis-19019 87 17 been be AUX bracis-19019 87 18 broken break VERB bracis-19019 87 19 in in ADP bracis-19019 87 20 the the DET bracis-19019 87 21 user user NOUN bracis-19019 87 22 allocation allocation NOUN bracis-19019 87 23 . . PUNCT bracis-19019 88 1 val val PROPN bracis-19019 88 2 receives receive VERB bracis-19019 88 3 three three NUM bracis-19019 88 4 files file NOUN bracis-19019 88 5 as as ADP bracis-19019 88 6 input input NOUN bracis-19019 88 7 : : PUNCT bracis-19019 88 8 1 1 X bracis-19019 88 9 ) ) PUNCT bracis-19019 88 10 the the DET bracis-19019 88 11 plan plan NOUN bracis-19019 88 12 file file NOUN bracis-19019 88 13 containing contain VERB bracis-19019 88 14 the the DET bracis-19019 88 15 information information NOUN bracis-19019 88 16 of of ADP bracis-19019 88 17 the the DET bracis-19019 88 18 allocation allocation NOUN bracis-19019 88 19 made make VERB bracis-19019 88 20 ; ; PUNCT bracis-19019 88 21 2 2 X bracis-19019 88 22 ) ) PUNCT bracis-19019 88 23 the the DET bracis-19019 88 24 problem problem NOUN bracis-19019 88 25 file file NOUN bracis-19019 88 26 contains contain VERB bracis-19019 88 27 the the DET bracis-19019 88 28 current current ADJ bracis-19019 88 29 world world NOUN bracis-19019 88 30 state state NOUN bracis-19019 88 31 and and CCONJ bracis-19019 88 32 the the DET bracis-19019 88 33 goals goal NOUN bracis-19019 88 34 that that PRON bracis-19019 88 35 should should AUX bracis-19019 88 36 be be AUX bracis-19019 88 37 achieved achieve VERB bracis-19019 88 38 ; ; PUNCT bracis-19019 88 39 3 3 X bracis-19019 88 40 ) ) PUNCT bracis-19019 88 41 the the DET bracis-19019 88 42 domain domain NOUN bracis-19019 88 43 filefootnote filefootnote VERB bracis-19019 88 44 3 3 NUM bracis-19019 88 45 that that PRON bracis-19019 88 46 describes describe VERB bracis-19019 88 47 the the DET bracis-19019 88 48 rules rule NOUN bracis-19019 88 49 that that PRON bracis-19019 88 50 must must AUX bracis-19019 88 51 be be AUX bracis-19019 88 52 followed follow VERB bracis-19019 88 53 to to PART bracis-19019 88 54 perform perform VERB bracis-19019 88 55 the the DET bracis-19019 88 56 allocation allocation NOUN bracis-19019 88 57 . . PUNCT bracis-19019 89 1 fig fig NOUN bracis-19019 89 2 . . PUNCT bracis-19019 90 1 4 4 X bracis-19019 90 2 . . X bracis-19019 90 3 web web NOUN bracis-19019 90 4 simulator simulator NOUN bracis-19019 90 5 – – PUNCT bracis-19019 90 6 bed bed NOUN bracis-19019 90 7 allocation allocation NOUN bracis-19019 90 8 screen screen NOUN bracis-19019 90 9 with with ADP bracis-19019 90 10 chatbot chatbot NOUN bracis-19019 90 11 . . PUNCT bracis-19019 91 1 full full ADJ bracis-19019 91 2 size size NOUN bracis-19019 91 3 image image NOUN bracis-19019 91 4 this this DET bracis-19019 91 5 domain domain NOUN bracis-19019 91 6 file file NOUN bracis-19019 91 7 has have VERB bracis-19019 91 8 predicates predicate NOUN bracis-19019 91 9 that that PRON bracis-19019 91 10 describe describe VERB bracis-19019 91 11 the the DET bracis-19019 91 12 characteristics characteristic NOUN bracis-19019 91 13 of of ADP bracis-19019 91 14 beds bed NOUN bracis-19019 91 15 and and CCONJ bracis-19019 91 16 patients patient NOUN bracis-19019 91 17 . . PUNCT bracis-19019 92 1 the the DET bracis-19019 92 2 actions action NOUN bracis-19019 92 3 contained contain VERB bracis-19019 92 4 in in ADP bracis-19019 92 5 the the DET bracis-19019 92 6 domain domain NOUN bracis-19019 92 7 file file NOUN bracis-19019 92 8 are be AUX bracis-19019 92 9 responsible responsible ADJ bracis-19019 92 10 for for ADP bracis-19019 92 11 determining determine VERB bracis-19019 92 12 the the DET bracis-19019 92 13 behaviour behaviour NOUN bracis-19019 92 14 according accord VERB bracis-19019 92 15 to to ADP bracis-19019 92 16 the the DET bracis-19019 92 17 real real ADJ bracis-19019 92 18 hospital hospital NOUN bracis-19019 92 19 rules rule NOUN bracis-19019 92 20 . . PUNCT bracis-19019 93 1 after after ADP bracis-19019 93 2 analysing analyse VERB bracis-19019 93 3 the the DET bracis-19019 93 4 validation validation NOUN bracis-19019 93 5 report report NOUN bracis-19019 93 6 , , PUNCT bracis-19019 93 7 our our PRON bracis-19019 93 8 agent agent NOUN bracis-19019 93 9 creates create VERB bracis-19019 93 10 the the DET bracis-19019 93 11 response response NOUN bracis-19019 93 12 to to ADP bracis-19019 93 13 the the DET bracis-19019 93 14 user user NOUN bracis-19019 93 15 , , PUNCT bracis-19019 93 16 saying say VERB bracis-19019 93 17 whether whether SCONJ bracis-19019 93 18 or or CCONJ bracis-19019 93 19 not not PART bracis-19019 93 20 the the DET bracis-19019 93 21 plan plan NOUN bracis-19019 93 22 is be AUX bracis-19019 93 23 valid valid ADJ bracis-19019 93 24 , , PUNCT bracis-19019 93 25 and and CCONJ bracis-19019 93 26 if if SCONJ bracis-19019 93 27 it it PRON bracis-19019 93 28 is be AUX bracis-19019 93 29 not not PART bracis-19019 93 30 valid valid ADJ bracis-19019 93 31 , , PUNCT bracis-19019 93 32 it it PRON bracis-19019 93 33 also also ADV bracis-19019 93 34 tells tell VERB bracis-19019 93 35 the the DET bracis-19019 93 36 user user NOUN bracis-19019 93 37 which which DET bracis-19019 93 38 rule rule NOUN bracis-19019 93 39 was be AUX bracis-19019 93 40 being be AUX bracis-19019 93 41 broken break VERB bracis-19019 93 42 . . PUNCT bracis-19019 94 1 one one NUM bracis-19019 94 2 of of ADP bracis-19019 94 3 the the DET bracis-19019 94 4 limitation limitation NOUN bracis-19019 94 5 of of ADP bracis-19019 94 6 val val NOUN bracis-19019 94 7 , , PUNCT bracis-19019 94 8 which which PRON bracis-19019 94 9 led lead VERB bracis-19019 94 10 to to ADP bracis-19019 94 11 the the DET bracis-19019 94 12 development development NOUN bracis-19019 94 13 we we PRON bracis-19019 94 14 explain explain VERB bracis-19019 94 15 later later ADV bracis-19019 94 16 , , PUNCT bracis-19019 94 17 is be AUX bracis-19019 94 18 that that SCONJ bracis-19019 94 19 it it PRON bracis-19019 94 20 stops stop VERB bracis-19019 94 21 the the DET bracis-19019 94 22 validation validation NOUN bracis-19019 94 23 as as ADV bracis-19019 94 24 soon soon ADV bracis-19019 94 25 as as SCONJ bracis-19019 94 26 a a DET bracis-19019 94 27 broken broken ADJ bracis-19019 94 28 rule rule NOUN bracis-19019 94 29 is be AUX bracis-19019 94 30 found find VERB bracis-19019 94 31 , , PUNCT bracis-19019 94 32 so so CCONJ bracis-19019 94 33 if if SCONJ bracis-19019 94 34 there there PRON bracis-19019 94 35 are be VERB bracis-19019 94 36 more more ADV bracis-19019 94 37 broken broken ADJ bracis-19019 94 38 rules rule NOUN bracis-19019 94 39 , , PUNCT bracis-19019 94 40 our our PRON bracis-19019 94 41 agent agent NOUN bracis-19019 94 42 would would AUX bracis-19019 94 43 still still ADV bracis-19019 94 44 report report VERB bracis-19019 94 45 only only ADV bracis-19019 94 46 the the DET bracis-19019 94 47 first first ADJ bracis-19019 94 48 one one NUM bracis-19019 94 49 found find VERB bracis-19019 94 50 . . PUNCT bracis-19019 95 1 this this DET bracis-19019 95 2 response response NOUN bracis-19019 95 3 is be AUX bracis-19019 95 4 sent send VERB bracis-19019 95 5 to to ADP bracis-19019 95 6 the the DET bracis-19019 95 7 user user NOUN bracis-19019 95 8 through through ADP bracis-19019 95 9 a a DET bracis-19019 95 10 chatbot chatbot NOUN bracis-19019 95 11 using use VERB bracis-19019 95 12 the the DET bracis-19019 95 13 dialogflow dialogflow ADJ bracis-19019 95 14 platform platform NOUN bracis-19019 95 15 , , PUNCT bracis-19019 95 16 footnote footnote VERB bracis-19019 95 17 4 4 NUM bracis-19019 95 18 which which PRON bracis-19019 95 19 in in ADP bracis-19019 95 20 addition addition NOUN bracis-19019 95 21 to to ADP bracis-19019 95 22 responding respond VERB bracis-19019 95 23 , , PUNCT bracis-19019 95 24 asks ask VERB bracis-19019 95 25 whether whether SCONJ bracis-19019 95 26 the the DET bracis-19019 95 27 user user NOUN bracis-19019 95 28 wants want VERB bracis-19019 95 29 to to PART bracis-19019 95 30 confirm confirm VERB bracis-19019 95 31 the the DET bracis-19019 95 32 allocation allocation NOUN bracis-19019 95 33 ( ( PUNCT bracis-19019 95 34 see see VERB bracis-19019 95 35 fig fig NOUN bracis-19019 95 36 . . PUNCT bracis-19019 95 37     SPACE bracis-19019 95 38 4 4 NUM bracis-19019 95 39 ) ) PUNCT bracis-19019 95 40 . . PUNCT bracis-19019 96 1 if if SCONJ bracis-19019 96 2 the the DET bracis-19019 96 3 answer answer NOUN bracis-19019 96 4 is be AUX bracis-19019 96 5 positive positive ADJ bracis-19019 96 6 , , PUNCT bracis-19019 96 7 the the DET bracis-19019 96 8 chatbot chatbot NOUN bracis-19019 96 9 itself itself PRON bracis-19019 96 10 triggers trigger VERB bracis-19019 96 11 the the DET bracis-19019 96 12 routine routine NOUN bracis-19019 96 13 on on ADP bracis-19019 96 14 the the DET bracis-19019 96 15 system system NOUN bracis-19019 96 16 responsible responsible ADJ bracis-19019 96 17 for for ADP bracis-19019 96 18 completing complete VERB bracis-19019 96 19 the the DET bracis-19019 96 20 allocation allocation NOUN bracis-19019 96 21 . . PUNCT bracis-19019 97 1 if if SCONJ bracis-19019 97 2 the the DET bracis-19019 97 3 answer answer NOUN bracis-19019 97 4 is be AUX bracis-19019 97 5 no no PRON bracis-19019 97 6 , , PUNCT bracis-19019 97 7 the the DET bracis-19019 97 8 chatbot chatbot NOUN bracis-19019 97 9 just just ADV bracis-19019 97 10 cancels cancel VERB bracis-19019 97 11 the the DET bracis-19019 97 12 allocation allocation NOUN bracis-19019 97 13 , , PUNCT bracis-19019 97 14 leaving leave VERB bracis-19019 97 15 the the DET bracis-19019 97 16 system system NOUN bracis-19019 97 17 ’s ’s PART bracis-19019 97 18 validation validation NOUN bracis-19019 97 19 history history NOUN bracis-19019 97 20 saved save VERB bracis-19019 97 21 . . PUNCT bracis-19019 98 1 when when SCONJ bracis-19019 98 2 the the DET bracis-19019 98 3 user user NOUN bracis-19019 98 4 requests request VERB bracis-19019 98 5 the the DET bracis-19019 98 6 chatbot chatbot NOUN bracis-19019 98 7 to to PART bracis-19019 98 8 “ " PUNCT bracis-19019 98 9 check check VERB bracis-19019 98 10 if if SCONJ bracis-19019 98 11 my my PRON bracis-19019 98 12 allocation allocation NOUN bracis-19019 98 13 is be AUX bracis-19019 98 14 valid valid ADJ bracis-19019 98 15 ” " PUNCT bracis-19019 98 16 , , PUNCT bracis-19019 98 17 an an DET bracis-19019 98 18 intention intention NOUN bracis-19019 98 19 is be AUX bracis-19019 98 20 triggered trigger VERB bracis-19019 98 21 on on ADP bracis-19019 98 22 dialogflow dialogflow NOUN bracis-19019 98 23 ; ; PUNCT bracis-19019 98 24 we we PRON bracis-19019 98 25 call call VERB bracis-19019 98 26 it it PRON bracis-19019 98 27 “ " PUNCT bracis-19019 98 28 get get VERB bracis-19019 98 29 validation validation NOUN bracis-19019 98 30 result result NOUN bracis-19019 98 31 ” " PUNCT bracis-19019 98 32 . . PUNCT bracis-19019 99 1 this this DET bracis-19019 99 2 intention intention NOUN bracis-19019 99 3 calls call VERB bracis-19019 99 4 through through ADP bracis-19019 99 5 the the DET bracis-19019 99 6 webhook webhook NOUN bracis-19019 99 7 a a DET bracis-19019 99 8 function function NOUN bracis-19019 99 9 in in ADP bracis-19019 99 10 cloud cloud NOUN bracis-19019 99 11 functions function NOUN bracis-19019 99 12 that that PRON bracis-19019 99 13 searches search VERB bracis-19019 99 14 in in ADP bracis-19019 99 15 the the DET bracis-19019 99 16 database database NOUN bracis-19019 99 17 the the DET bracis-19019 99 18 last last ADJ bracis-19019 99 19 validation validation NOUN bracis-19019 99 20 carried carry VERB bracis-19019 99 21 out out ADP bracis-19019 99 22 by by ADP bracis-19019 99 23 our our PRON bracis-19019 99 24 jason jason PROPN bracis-19019 99 25 intelligent intelligent ADJ bracis-19019 99 26 agent agent NOUN bracis-19019 99 27 and and CCONJ bracis-19019 99 28 returns return NOUN bracis-19019 99 29 to to PART bracis-19019 99 30 dialogflow dialogflow VERB bracis-19019 99 31 the the DET bracis-19019 99 32 answer answer NOUN bracis-19019 99 33 elaborated elaborate VERB bracis-19019 99 34 by by ADP bracis-19019 99 35 it it PRON bracis-19019 99 36 . . PUNCT bracis-19019 100 1 in in ADP bracis-19019 100 2 addition addition NOUN bracis-19019 100 3 to to ADP bracis-19019 100 4 answering answer VERB bracis-19019 100 5 , , PUNCT bracis-19019 100 6 the the DET bracis-19019 100 7 chatbot chatbot NOUN bracis-19019 100 8 also also ADV bracis-19019 100 9 asks ask VERB bracis-19019 100 10 if if SCONJ bracis-19019 100 11 the the DET bracis-19019 100 12 user user NOUN bracis-19019 100 13 wants want VERB bracis-19019 100 14 to to PART bracis-19019 100 15 “ " PUNCT bracis-19019 100 16 confirm confirm VERB bracis-19019 100 17 the the DET bracis-19019 100 18 allocation allocation NOUN bracis-19019 100 19 ” " PUNCT bracis-19019 100 20 . . PUNCT bracis-19019 101 1 for for SCONJ bracis-19019 101 2 the the DET bracis-19019 101 3 chatbot chatbot NOUN bracis-19019 101 4 to to PART bracis-19019 101 5 wait wait VERB bracis-19019 101 6 for for ADP bracis-19019 101 7 the the DET bracis-19019 101 8 user user NOUN bracis-19019 101 9 ’s ’s PART bracis-19019 101 10 response response NOUN bracis-19019 101 11 , , PUNCT bracis-19019 101 12 we we PRON bracis-19019 101 13 use use VERB bracis-19019 101 14 dialogflow dialogflow ADJ bracis-19019 101 15 contexts contexts NOUN bracis-19019 101 16 . . PUNCT bracis-19019 102 1 for for ADP bracis-19019 102 2 the the DET bracis-19019 102 3 integration integration NOUN bracis-19019 102 4 between between ADP bracis-19019 102 5 the the DET bracis-19019 102 6 web web NOUN bracis-19019 102 7 simulator simulator NOUN bracis-19019 102 8 , , PUNCT bracis-19019 102 9 dialogflow dialogflow ADJ bracis-19019 102 10 , , PUNCT bracis-19019 102 11 and and CCONJ bracis-19019 102 12 firestore firestore NOUN bracis-19019 102 13 , , PUNCT bracis-19019 102 14 we we PRON bracis-19019 102 15 use use VERB bracis-19019 102 16 cloud cloud NOUN bracis-19019 102 17 functionsfootnote functionsfootnote NOUN bracis-19019 102 18 5 5 NUM bracis-19019 102 19 that that PRON bracis-19019 102 20 runs run VERB bracis-19019 102 21 on on ADP bracis-19019 102 22 a a DET bracis-19019 102 23 nodejs nodejs NOUN bracis-19019 102 24 platform platform NOUN bracis-19019 102 25 . . PUNCT bracis-19019 103 1 furthermore furthermore ADV bracis-19019 103 2 , , PUNCT bracis-19019 103 3 to to PART bracis-19019 103 4 integrate integrate VERB bracis-19019 103 5 the the DET bracis-19019 103 6 intelligent intelligent ADJ bracis-19019 103 7 agent agent NOUN bracis-19019 103 8 with with ADP bracis-19019 103 9 cloud cloud NOUN bracis-19019 103 10 functions function NOUN bracis-19019 103 11 , , PUNCT bracis-19019 103 12 we we PRON bracis-19019 103 13 use use VERB bracis-19019 103 14 an an DET bracis-19019 103 15 api api NOUN bracis-19019 103 16 developed develop VERB bracis-19019 103 17 in in ADP bracis-19019 103 18 asp.net asp.net ADJ bracis-19019 103 19 core.footnote core.footnote VERB bracis-19019 103 20 6 6 NUM bracis-19019 103 21 the the DET bracis-19019 103 22 information information NOUN bracis-19019 103 23 returned return VERB bracis-19019 103 24 by by ADP bracis-19019 103 25 the the DET bracis-19019 103 26 api api NOUN bracis-19019 103 27 , , PUNCT bracis-19019 103 28 as as ADV bracis-19019 103 29 well well ADV bracis-19019 103 30 as as ADP bracis-19019 103 31 the the DET bracis-19019 103 32 representation representation NOUN bracis-19019 103 33 of of ADP bracis-19019 103 34 the the DET bracis-19019 103 35 plan plan NOUN bracis-19019 103 36 and and CCONJ bracis-19019 103 37 problem problem NOUN bracis-19019 103 38 , , PUNCT bracis-19019 103 39 are be AUX bracis-19019 103 40 saved save VERB bracis-19019 103 41 in in ADP bracis-19019 103 42 the the DET bracis-19019 103 43 database database NOUN bracis-19019 103 44 so so SCONJ bracis-19019 103 45 that that SCONJ bracis-19019 103 46 the the DET bracis-19019 103 47 chatbot chatbot NOUN bracis-19019 103 48 can can AUX bracis-19019 103 49 access access VERB bracis-19019 103 50 it it PRON bracis-19019 103 51 when when SCONJ bracis-19019 103 52 prompted prompt VERB bracis-19019 103 53 . . PUNCT bracis-19019 104 1 once once ADV bracis-19019 104 2 this this DET bracis-19019 104 3 data data NOUN bracis-19019 104 4 is be AUX bracis-19019 104 5 saved save VERB bracis-19019 104 6 , , PUNCT bracis-19019 104 7 the the DET bracis-19019 104 8 simulator simulator NOUN bracis-19019 104 9 issues issue VERB bracis-19019 104 10 a a DET bracis-19019 104 11 warning warning NOUN bracis-19019 104 12 informing inform VERB bracis-19019 104 13 the the DET bracis-19019 104 14 user user NOUN bracis-19019 104 15 that that PRON bracis-19019 104 16 it it PRON bracis-19019 104 17 can can AUX bracis-19019 104 18 already already ADV bracis-19019 104 19 request request VERB bracis-19019 104 20 the the DET bracis-19019 104 21 validation validation NOUN bracis-19019 104 22 results result NOUN bracis-19019 104 23 to to ADP bracis-19019 104 24 the the DET bracis-19019 104 25 chatbot chatbot NOUN bracis-19019 104 26 . . PUNCT bracis-19019 105 1 3 3 NUM bracis-19019 105 2 evaluation evaluation NOUN bracis-19019 105 3 we we PRON bracis-19019 105 4 evaluated evaluate VERB bracis-19019 105 5 our our PRON bracis-19019 105 6 approach approach NOUN bracis-19019 105 7 in in ADP bracis-19019 105 8 three three NUM bracis-19019 105 9 phases phase NOUN bracis-19019 105 10 . . PUNCT bracis-19019 106 1 the the DET bracis-19019 106 2 first first ADJ bracis-19019 106 3 phase phase NOUN bracis-19019 106 4 was be AUX bracis-19019 106 5 carried carry VERB bracis-19019 106 6 out out ADP bracis-19019 106 7 with with ADP bracis-19019 106 8 two two NUM bracis-19019 106 9 professionals professional NOUN bracis-19019 106 10 responsible responsible ADJ bracis-19019 106 11 for for ADP bracis-19019 106 12 bed bed NOUN bracis-19019 106 13 allocation allocation NOUN bracis-19019 106 14 at at ADP bracis-19019 106 15 hospital hospital NOUN bracis-19019 106 16 conceição conceição NOUN bracis-19019 106 17 ; ; PUNCT bracis-19019 106 18 one one NUM bracis-19019 106 19 is be AUX bracis-19019 106 20 the the DET bracis-19019 106 21 same same ADJ bracis-19019 106 22 professional professional NOUN bracis-19019 106 23 who who PRON bracis-19019 106 24 previously previously ADV bracis-19019 106 25 informed inform VERB bracis-19019 106 26 us we PRON bracis-19019 106 27 of of ADP bracis-19019 106 28 the the DET bracis-19019 106 29 bed bed NOUN bracis-19019 106 30 allocation allocation NOUN bracis-19019 106 31 rules rule NOUN bracis-19019 106 32 . . PUNCT bracis-19019 107 1 the the DET bracis-19019 107 2 second second ADJ bracis-19019 107 3 phase phase NOUN bracis-19019 107 4 was be AUX bracis-19019 107 5 with with ADP bracis-19019 107 6 two two NUM bracis-19019 107 7 professionals professional NOUN bracis-19019 107 8 also also ADV bracis-19019 107 9 responsible responsible ADJ bracis-19019 107 10 for for ADP bracis-19019 107 11 bed bed NOUN bracis-19019 107 12 allocation allocation NOUN bracis-19019 107 13 but but CCONJ bracis-19019 107 14 at at ADP bracis-19019 107 15 hospital hospital NOUN bracis-19019 107 16 são são PROPN bracis-19019 107 17 lucas lucas PROPN bracis-19019 107 18 da da PROPN bracis-19019 107 19 pucrs pucrs PROPN bracis-19019 107 20 ( ( PUNCT bracis-19019 107 21 hsl hsl NOUN bracis-19019 107 22 ) ) PUNCT bracis-19019 107 23 . . PUNCT bracis-19019 108 1 finally finally ADV bracis-19019 108 2 , , PUNCT bracis-19019 108 3 we we PRON bracis-19019 108 4 evaluated evaluate VERB bracis-19019 108 5 our our PRON bracis-19019 108 6 chatbot chatbot NOUN bracis-19019 108 7 with with ADP bracis-19019 108 8 the the DET bracis-19019 108 9 help help NOUN bracis-19019 108 10 of of ADP bracis-19019 108 11 one one NUM bracis-19019 108 12 of of ADP bracis-19019 108 13 the the DET bracis-19019 108 14 doctors doctor NOUN bracis-19019 108 15 who who PRON bracis-19019 108 16 assisted assist VERB bracis-19019 108 17 in in ADP bracis-19019 108 18 the the DET bracis-19019 108 19 construction construction NOUN bracis-19019 108 20 of of ADP bracis-19019 108 21 the the DET bracis-19019 108 22 nir nir ADJ bracis-19019 108 23 manual manual NOUN bracis-19019 108 24     SPACE bracis-19019 109 1 [ [ X bracis-19019 109 2 12 12 NUM bracis-19019 109 3 ] ] PUNCT bracis-19019 109 4 . . PUNCT bracis-19019 110 1 for for ADP bracis-19019 110 2 all all DET bracis-19019 110 3 evaluations evaluation NOUN bracis-19019 110 4 , , PUNCT bracis-19019 110 5 we we PRON bracis-19019 110 6 fed feed VERB bracis-19019 110 7 the the DET bracis-19019 110 8 system system NOUN bracis-19019 110 9 with with ADP bracis-19019 110 10 simulated simulated ADJ bracis-19019 110 11 data datum NOUN bracis-19019 110 12 about about ADP bracis-19019 110 13 beds bed NOUN bracis-19019 110 14 , , PUNCT bracis-19019 110 15 doctors doctor NOUN bracis-19019 110 16 , , PUNCT bracis-19019 110 17 and and CCONJ bracis-19019 110 18 patients patient NOUN bracis-19019 110 19 . . PUNCT bracis-19019 111 1 based base VERB bracis-19019 111 2 on on ADP bracis-19019 111 3 the the DET bracis-19019 111 4 data datum NOUN bracis-19019 111 5 in in ADP bracis-19019 111 6 the the DET bracis-19019 111 7 system system NOUN bracis-19019 111 8 , , PUNCT bracis-19019 111 9 we we PRON bracis-19019 111 10 asked ask VERB bracis-19019 111 11 that that SCONJ bracis-19019 111 12 professionals professional NOUN bracis-19019 111 13 use use VERB bracis-19019 111 14 the the DET bracis-19019 111 15 simulator simulator NOUN bracis-19019 111 16 to to PART bracis-19019 111 17 check check VERB bracis-19019 111 18 out out ADP bracis-19019 111 19 the the DET bracis-19019 111 20 simulated simulated ADJ bracis-19019 111 21 hospital hospital NOUN bracis-19019 111 22 situation situation NOUN bracis-19019 111 23 and and CCONJ bracis-19019 111 24 ask ask VERB bracis-19019 111 25 the the DET bracis-19019 111 26 chatbot chatbot NOUN bracis-19019 111 27 to to PART bracis-19019 111 28 validate validate VERB bracis-19019 111 29 the the DET bracis-19019 111 30 bed bed NOUN bracis-19019 111 31 allocation allocation NOUN bracis-19019 111 32 they they PRON bracis-19019 111 33 created create VERB bracis-19019 111 34 and and CCONJ bracis-19019 111 35 then then ADV bracis-19019 111 36 evaluate evaluate VERB bracis-19019 111 37 the the DET bracis-19019 111 38 feedback feedback NOUN bracis-19019 111 39 that that PRON bracis-19019 111 40 the the DET bracis-19019 111 41 chatbot chatbot NOUN bracis-19019 111 42 gave give VERB bracis-19019 111 43 . . PUNCT bracis-19019 112 1 furthermore furthermore ADV bracis-19019 112 2 , , PUNCT bracis-19019 112 3 we we PRON bracis-19019 112 4 performed perform VERB bracis-19019 112 5 a a DET bracis-19019 112 6 semi semi ADJ bracis-19019 112 7 - - ADJ bracis-19019 112 8 structured structured ADJ bracis-19019 112 9 interview interview NOUN bracis-19019 112 10 in in ADP bracis-19019 112 11 order order NOUN bracis-19019 112 12 to to PART bracis-19019 112 13 collect collect VERB bracis-19019 112 14 the the DET bracis-19019 112 15 feedback feedback NOUN bracis-19019 112 16 of of ADP bracis-19019 112 17 these these DET bracis-19019 112 18 professionals professional NOUN bracis-19019 112 19 about about ADP bracis-19019 112 20 the the DET bracis-19019 112 21 use use NOUN bracis-19019 112 22 of of ADP bracis-19019 112 23 the the DET bracis-19019 112 24 system system NOUN bracis-19019 112 25 . . PUNCT bracis-19019 113 1 all all DET bracis-19019 113 2 professionals professional NOUN bracis-19019 113 3 signed sign VERB bracis-19019 113 4 a a DET bracis-19019 113 5 consent consent NOUN bracis-19019 113 6 form form NOUN bracis-19019 113 7 for for ADP bracis-19019 113 8 participation participation NOUN bracis-19019 113 9 . . PUNCT bracis-19019 114 1 3.1 3.1 NUM bracis-19019 114 2 first first ADJ bracis-19019 114 3 phase phase NOUN bracis-19019 114 4 we we PRON bracis-19019 114 5 evaluated evaluate VERB bracis-19019 114 6 the the DET bracis-19019 114 7 approach approach NOUN bracis-19019 114 8 with with ADP bracis-19019 114 9 each each DET bracis-19019 114 10 professional professional NOUN bracis-19019 114 11 individually individually ADV bracis-19019 114 12 . . PUNCT bracis-19019 115 1 the the DET bracis-19019 115 2 first first ADJ bracis-19019 115 3 professional professional ADJ bracis-19019 115 4 ( ( PUNCT bracis-19019 115 5 bd1 bd1 NOUN bracis-19019 115 6 ) ) PUNCT bracis-19019 115 7 , , PUNCT bracis-19019 115 8 who who PRON bracis-19019 115 9 informed inform VERB bracis-19019 115 10 us we PRON bracis-19019 115 11 about about ADP bracis-19019 115 12 the the DET bracis-19019 115 13 allocation allocation NOUN bracis-19019 115 14 rules rule NOUN bracis-19019 115 15 , , PUNCT bracis-19019 115 16 has have VERB bracis-19019 115 17 7 7 NUM bracis-19019 115 18 years year NOUN bracis-19019 115 19 of of ADP bracis-19019 115 20 experience experience NOUN bracis-19019 115 21 in in ADP bracis-19019 115 22 bed bed NOUN bracis-19019 115 23 allocation allocation NOUN bracis-19019 115 24 . . PUNCT bracis-19019 116 1 the the DET bracis-19019 116 2 second second ADJ bracis-19019 116 3 professional professional NOUN bracis-19019 116 4 has have VERB bracis-19019 116 5 more more ADJ bracis-19019 116 6 than than ADP bracis-19019 116 7 4 4 NUM bracis-19019 116 8 years year NOUN bracis-19019 116 9 experience experience NOUN bracis-19019 116 10 in in ADP bracis-19019 116 11 bed bed NOUN bracis-19019 116 12 allocation allocation NOUN bracis-19019 116 13 . . PUNCT bracis-19019 117 1 we we PRON bracis-19019 117 2 highlight highlight VERB bracis-19019 117 3 some some DET bracis-19019 117 4 points point NOUN bracis-19019 117 5 reported report VERB bracis-19019 117 6 by by ADP bracis-19019 117 7 those those DET bracis-19019 117 8 professionals professional NOUN bracis-19019 117 9 : : PUNCT bracis-19019 117 10 chatbot chatbot NOUN bracis-19019 117 11 and and CCONJ bracis-19019 117 12 allocation allocation NOUN bracis-19019 117 13 rules rule NOUN bracis-19019 117 14 : : PUNCT bracis-19019 117 15 interaction interaction NOUN bracis-19019 117 16 with with ADP bracis-19019 117 17 chatbot chatbot NOUN bracis-19019 117 18 is be AUX bracis-19019 117 19 extremely extremely ADV bracis-19019 117 20 easy easy ADJ bracis-19019 117 21 . . PUNCT bracis-19019 118 1 the the DET bracis-19019 118 2 information information NOUN bracis-19019 118 3 about about ADP bracis-19019 118 4 bed bed NOUN bracis-19019 118 5 allocation allocation NOUN bracis-19019 118 6 problems problem NOUN bracis-19019 118 7 that that PRON bracis-19019 118 8 the the DET bracis-19019 118 9 chatbot chatbot NOUN bracis-19019 118 10 points point VERB bracis-19019 118 11 out out ADP bracis-19019 118 12 are be AUX bracis-19019 118 13 very very ADV bracis-19019 118 14 useful useful ADJ bracis-19019 118 15 and and CCONJ bracis-19019 118 16 really really ADV bracis-19019 118 17 what what PRON bracis-19019 118 18 they they PRON bracis-19019 118 19 use use VERB bracis-19019 118 20 in in ADP bracis-19019 118 21 practice practice NOUN bracis-19019 118 22 . . PUNCT bracis-19019 119 1 they they PRON bracis-19019 119 2 agree agree VERB bracis-19019 119 3 that that SCONJ bracis-19019 119 4 it it PRON bracis-19019 119 5 is be AUX bracis-19019 119 6 not not PART bracis-19019 119 7 viable viable ADJ bracis-19019 119 8 a a DET bracis-19019 119 9 system system NOUN bracis-19019 119 10 that that PRON bracis-19019 119 11 allocates allocate VERB bracis-19019 119 12 alone alone ADV bracis-19019 119 13 without without ADP bracis-19019 119 14 a a DET bracis-19019 119 15 final final ADJ bracis-19019 119 16 decision decision NOUN bracis-19019 119 17 made make VERB bracis-19019 119 18 by by ADP bracis-19019 119 19 a a DET bracis-19019 119 20 human human ADJ bracis-19019 119 21 operator operator NOUN bracis-19019 119 22 . . PUNCT bracis-19019 120 1 they they PRON bracis-19019 120 2 would would AUX bracis-19019 120 3 be be AUX bracis-19019 120 4 willing willing ADJ bracis-19019 120 5 to to PART bracis-19019 120 6 use use VERB bracis-19019 120 7 our our PRON bracis-19019 120 8 system system NOUN bracis-19019 120 9 in in ADP bracis-19019 120 10 their their PRON bracis-19019 120 11 daily daily ADJ bracis-19019 120 12 activities activity NOUN bracis-19019 120 13 . . PUNCT bracis-19019 121 1 suggestions suggestion NOUN bracis-19019 121 2 : : PUNCT bracis-19019 121 3 consider consider VERB bracis-19019 121 4 patients patient NOUN bracis-19019 121 5 ’ ' PUNCT bracis-19019 121 6 priorities priority NOUN bracis-19019 121 7 . . PUNCT bracis-19019 122 1 the the DET bracis-19019 122 2 validation validation NOUN bracis-19019 122 3 performed perform VERB bracis-19019 122 4 by by ADP bracis-19019 122 5 the the DET bracis-19019 122 6 system system NOUN bracis-19019 122 7 is be AUX bracis-19019 122 8 useful useful ADJ bracis-19019 122 9 , , PUNCT bracis-19019 122 10 but but CCONJ bracis-19019 122 11 it it PRON bracis-19019 122 12 would would AUX bracis-19019 122 13 be be AUX bracis-19019 122 14 even even ADV bracis-19019 122 15 more more ADV bracis-19019 122 16 valuable valuable ADJ bracis-19019 122 17 if if SCONJ bracis-19019 122 18 it it PRON bracis-19019 122 19 suggested suggest VERB bracis-19019 122 20 how how SCONJ bracis-19019 122 21 to to PART bracis-19019 122 22 correct correct VERB bracis-19019 122 23 the the DET bracis-19019 122 24 allocation allocation NOUN bracis-19019 122 25 if if SCONJ bracis-19019 122 26 any any DET bracis-19019 122 27 rules rule NOUN bracis-19019 122 28 were be AUX bracis-19019 122 29 broken break VERB bracis-19019 122 30 , , PUNCT bracis-19019 122 31 providing provide VERB bracis-19019 122 32 allocation allocation NOUN bracis-19019 122 33 suggestions suggestion NOUN bracis-19019 122 34 that that PRON bracis-19019 122 35 do do AUX bracis-19019 122 36 not not PART bracis-19019 122 37 break break VERB bracis-19019 122 38 the the DET bracis-19019 122 39 rules rule NOUN bracis-19019 122 40 . . PUNCT bracis-19019 123 1 3.2 3.2 NUM bracis-19019 123 2 second second ADJ bracis-19019 123 3 phase phase NOUN bracis-19019 123 4 we we PRON bracis-19019 123 5 then then ADV bracis-19019 123 6 evaluated evaluate VERB bracis-19019 123 7 our our PRON bracis-19019 123 8 approach approach NOUN bracis-19019 123 9 with with ADP bracis-19019 123 10 two two NUM bracis-19019 123 11 professionals professional NOUN bracis-19019 123 12 at at ADP bracis-19019 123 13 the the DET bracis-19019 123 14 same same ADJ bracis-19019 123 15 time time NOUN bracis-19019 123 16 . . PUNCT bracis-19019 124 1 both both DET bracis-19019 124 2 professionals professional NOUN bracis-19019 124 3 have have VERB bracis-19019 124 4 more more ADJ bracis-19019 124 5 than than ADP bracis-19019 124 6 one one NUM bracis-19019 124 7 year year NOUN bracis-19019 124 8 of of ADP bracis-19019 124 9 experience experience NOUN bracis-19019 124 10 in in ADP bracis-19019 124 11 the the DET bracis-19019 124 12 bed bed NOUN bracis-19019 124 13 allocation allocation NOUN bracis-19019 124 14 function function NOUN bracis-19019 124 15 . . PUNCT bracis-19019 125 1 we we PRON bracis-19019 125 2 also also ADV bracis-19019 125 3 asked ask VERB bracis-19019 125 4 questions question NOUN bracis-19019 125 5 related relate VERB bracis-19019 125 6 to to ADP bracis-19019 125 7 the the DET bracis-19019 125 8 allocation allocation NOUN bracis-19019 125 9 process process NOUN bracis-19019 125 10 to to PART bracis-19019 125 11 understand understand VERB bracis-19019 125 12 the the DET bracis-19019 125 13 differences difference NOUN bracis-19019 125 14 between between ADP bracis-19019 125 15 the the DET bracis-19019 125 16 reality reality NOUN bracis-19019 125 17 of of ADP bracis-19019 125 18 this this DET bracis-19019 125 19 hospital hospital NOUN bracis-19019 125 20 and and CCONJ bracis-19019 125 21 hospital hospital NOUN bracis-19019 125 22 conceição conceição NOUN bracis-19019 125 23 . . PUNCT bracis-19019 126 1 the the DET bracis-19019 126 2 main main ADJ bracis-19019 126 3 difference difference NOUN bracis-19019 126 4 is be AUX bracis-19019 126 5 that that SCONJ bracis-19019 126 6 hsl hsl PROPN bracis-19019 126 7 serves serve VERB bracis-19019 126 8 the the DET bracis-19019 126 9 three three NUM bracis-19019 126 10 types type NOUN bracis-19019 126 11 of of ADP bracis-19019 126 12 health health NOUN bracis-19019 126 13 systems system NOUN bracis-19019 126 14 . . PUNCT bracis-19019 127 1 we we PRON bracis-19019 127 2 highlight highlight VERB bracis-19019 127 3 some some DET bracis-19019 127 4 important important ADJ bracis-19019 127 5 considerations consideration NOUN bracis-19019 127 6 reported report VERB bracis-19019 127 7 in in ADP bracis-19019 127 8 this this DET bracis-19019 127 9 interview interview NOUN bracis-19019 127 10 : : PUNCT bracis-19019 127 11 chatbot chatbot NOUN bracis-19019 127 12 and and CCONJ bracis-19019 127 13 allocation allocation NOUN bracis-19019 127 14 rules rule NOUN bracis-19019 127 15 : : PUNCT bracis-19019 127 16 they they PRON bracis-19019 127 17 would would AUX bracis-19019 127 18 not not PART bracis-19019 127 19 like like VERB bracis-19019 127 20 a a DET bracis-19019 127 21 system system NOUN bracis-19019 127 22 that that PRON bracis-19019 127 23 allocates allocate VERB bracis-19019 127 24 beds bed NOUN bracis-19019 127 25 autonomously autonomously ADV bracis-19019 127 26 , , PUNCT bracis-19019 127 27 and and CCONJ bracis-19019 127 28 prefer prefer VERB bracis-19019 127 29 one one NUM bracis-19019 127 30 that that PRON bracis-19019 127 31 only only ADV bracis-19019 127 32 make make VERB bracis-19019 127 33 recommendations recommendation NOUN bracis-19019 127 34 when when SCONJ bracis-19019 127 35 requested request VERB bracis-19019 127 36 . . PUNCT bracis-19019 128 1 they they PRON bracis-19019 128 2 believe believe VERB bracis-19019 128 3 that that SCONJ bracis-19019 128 4 the the DET bracis-19019 128 5 agent agent NOUN bracis-19019 128 6 can can AUX bracis-19019 128 7 help help VERB bracis-19019 128 8 them they PRON bracis-19019 128 9 in in ADP bracis-19019 128 10 the the DET bracis-19019 128 11 daily daily ADJ bracis-19019 128 12 routine routine NOUN bracis-19019 128 13 . . PUNCT bracis-19019 129 1 they they PRON bracis-19019 129 2 are be AUX bracis-19019 129 3 willing willing ADJ bracis-19019 129 4 to to PART bracis-19019 129 5 use use VERB bracis-19019 129 6 our our PRON bracis-19019 129 7 system system NOUN bracis-19019 129 8 in in ADP bracis-19019 129 9 their their PRON bracis-19019 129 10 daily daily ADJ bracis-19019 129 11 activities activity NOUN bracis-19019 129 12 if if SCONJ bracis-19019 129 13 it it PRON bracis-19019 129 14 remains remain VERB bracis-19019 129 15 not not PART bracis-19019 129 16 necessary necessary ADJ bracis-19019 129 17 to to PART bracis-19019 129 18 talk talk VERB bracis-19019 129 19 much much ADV bracis-19019 129 20 to to ADP bracis-19019 129 21 the the DET bracis-19019 129 22 robot robot NOUN bracis-19019 129 23 or or CCONJ bracis-19019 129 24 chatbot chatbot NOUN bracis-19019 129 25 . . PUNCT bracis-19019 130 1 suggestions suggestion NOUN bracis-19019 130 2 : : PUNCT bracis-19019 130 3 their their PRON bracis-19019 130 4 current current ADJ bracis-19019 130 5 system system NOUN bracis-19019 130 6 does do AUX bracis-19019 130 7 not not PART bracis-19019 130 8 distinguish distinguish VERB bracis-19019 130 9 between between ADP bracis-19019 130 10 sus sus PROPN bracis-19019 130 11 beds bed NOUN bracis-19019 130 12 , , PUNCT bracis-19019 130 13 private private ADJ bracis-19019 130 14 health health NOUN bracis-19019 130 15 insurance insurance NOUN bracis-19019 130 16 , , PUNCT bracis-19019 130 17 and and CCONJ bracis-19019 130 18 private private ADJ bracis-19019 130 19 ; ; PUNCT bracis-19019 130 20 it it PRON bracis-19019 130 21 would would AUX bracis-19019 130 22 be be AUX bracis-19019 130 23 important important ADJ bracis-19019 130 24 that that SCONJ bracis-19019 130 25 the the DET bracis-19019 130 26 chatbot chatbot NOUN bracis-19019 130 27 had have VERB bracis-19019 130 28 this this DET bracis-19019 130 29 knowledge knowledge NOUN bracis-19019 130 30 . . PUNCT bracis-19019 131 1 considering consider VERB bracis-19019 131 2 the the DET bracis-19019 131 3 rules rule NOUN bracis-19019 131 4 of of ADP bracis-19019 131 5 patient patient ADJ bracis-19019 131 6 prioritisation prioritisation NOUN bracis-19019 131 7 is be AUX bracis-19019 131 8 extremely extremely ADV bracis-19019 131 9 important important ADJ bracis-19019 131 10 to to ADP bracis-19019 131 11 them they PRON bracis-19019 131 12 . . PUNCT bracis-19019 132 1 they they PRON bracis-19019 132 2 suggested suggest VERB bracis-19019 132 3 that that SCONJ bracis-19019 132 4 the the DET bracis-19019 132 5 system system NOUN bracis-19019 132 6 should should AUX bracis-19019 132 7 give give VERB bracis-19019 132 8 priority priority NOUN bracis-19019 132 9 to to ADP bracis-19019 132 10 the the DET bracis-19019 132 11 relocation relocation NOUN bracis-19019 132 12 of of ADP bracis-19019 132 13 a a DET bracis-19019 132 14 patient patient NOUN bracis-19019 132 15 released release VERB bracis-19019 132 16 from from ADP bracis-19019 132 17 the the DET bracis-19019 132 18 icu icu PROPN bracis-19019 132 19 rather rather ADV bracis-19019 132 20 than than ADP bracis-19019 132 21 other other ADJ bracis-19019 132 22 patients patient NOUN bracis-19019 132 23 who who PRON bracis-19019 132 24 need need VERB bracis-19019 132 25 a a DET bracis-19019 132 26 bed bed NOUN bracis-19019 132 27 of of ADP bracis-19019 132 28 that that DET bracis-19019 132 29 type type NOUN bracis-19019 132 30 . . PUNCT bracis-19019 133 1 interpret interpret VERB bracis-19019 133 2 natural natural ADJ bracis-19019 133 3 language language NOUN bracis-19019 133 4 written write VERB bracis-19019 133 5 texts text NOUN bracis-19019 133 6 in in ADP bracis-19019 133 7 the the DET bracis-19019 133 8 patient patient NOUN bracis-19019 133 9 ’s ’s PART bracis-19019 133 10 evolution evolution NOUN bracis-19019 133 11 to to PART bracis-19019 133 12 retrieve retrieve VERB bracis-19019 133 13 relevant relevant ADJ bracis-19019 133 14 information information NOUN bracis-19019 133 15 . . PUNCT bracis-19019 134 1 generate generate VERB bracis-19019 134 2 warnings warning NOUN bracis-19019 134 3 when when SCONJ bracis-19019 134 4 a a DET bracis-19019 134 5 patient patient NOUN bracis-19019 134 6 has have AUX bracis-19019 134 7 been be AUX bracis-19019 134 8 in in ADP bracis-19019 134 9 the the DET bracis-19019 134 10 icu icu PROPN bracis-19019 134 11 more more ADJ bracis-19019 134 12 than than ADP bracis-19019 134 13 8 8 NUM bracis-19019 134 14 days day NOUN bracis-19019 134 15 or or CCONJ bracis-19019 134 16 more more ADJ bracis-19019 134 17 than than ADP bracis-19019 134 18 30 30 NUM bracis-19019 134 19 days day NOUN bracis-19019 134 20 in in ADP bracis-19019 134 21 the the DET bracis-19019 134 22 same same ADJ bracis-19019 134 23 bed bed NOUN bracis-19019 134 24 . . PUNCT bracis-19019 135 1 based base VERB bracis-19019 135 2 on on ADP bracis-19019 135 3 the the DET bracis-19019 135 4 patients patient NOUN bracis-19019 135 5 ’ ' PUNCT bracis-19019 135 6 discharge discharge NOUN bracis-19019 135 7 plan plan NOUN bracis-19019 135 8 for for ADP bracis-19019 135 9 the the DET bracis-19019 135 10 following following ADJ bracis-19019 135 11 day day NOUN bracis-19019 135 12 and and CCONJ bracis-19019 135 13 the the DET bracis-19019 135 14 scheduling scheduling NOUN bracis-19019 135 15 of of ADP bracis-19019 135 16 procedures procedure NOUN bracis-19019 135 17 , , PUNCT bracis-19019 135 18 the the DET bracis-19019 135 19 agent agent NOUN bracis-19019 135 20 could could AUX bracis-19019 135 21 advise advise VERB bracis-19019 135 22 if if SCONJ bracis-19019 135 23 beds bed NOUN bracis-19019 135 24 will will AUX bracis-19019 135 25 be be AUX bracis-19019 135 26 missing miss VERB bracis-19019 135 27 . . PUNCT bracis-19019 136 1 tell tell VERB bracis-19019 136 2 when when SCONJ bracis-19019 136 3 a a DET bracis-19019 136 4 patient patient NOUN bracis-19019 136 5 was be AUX bracis-19019 136 6 discharged discharge VERB bracis-19019 136 7 for for ADP bracis-19019 136 8 more more ADJ bracis-19019 136 9 than than ADP bracis-19019 136 10 30 30 NUM bracis-19019 136 11     SPACE bracis-19019 136 12 min min NOUN bracis-19019 137 1 but but CCONJ bracis-19019 137 2 the the DET bracis-19019 137 3 bed bed NOUN bracis-19019 137 4 has have AUX bracis-19019 137 5 not not PART bracis-19019 137 6 yet yet ADV bracis-19019 137 7 been be AUX bracis-19019 137 8 vacated vacate VERB bracis-19019 137 9 . . PUNCT bracis-19019 138 1 tell tell VERB bracis-19019 138 2 when when SCONJ bracis-19019 138 3 a a DET bracis-19019 138 4 bed bed NOUN bracis-19019 138 5 is be AUX bracis-19019 138 6 interdicted interdict VERB bracis-19019 138 7 for for ADP bracis-19019 138 8 more more ADJ bracis-19019 138 9 than than ADP bracis-19019 138 10 24 24 NUM bracis-19019 138 11     SPACE bracis-19019 138 12 h. h. NOUN bracis-19019 138 13 the the DET bracis-19019 138 14 agent agent NOUN bracis-19019 138 15 should should AUX bracis-19019 138 16 also also ADV bracis-19019 138 17 knows know VERB bracis-19019 138 18 the the DET bracis-19019 138 19 business business NOUN bracis-19019 138 20 rules rule NOUN bracis-19019 138 21 ( ( PUNCT bracis-19019 138 22 regarding regard VERB bracis-19019 138 23 private private ADJ bracis-19019 138 24 health health NOUN bracis-19019 138 25 insurance insurance NOUN bracis-19019 138 26 ) ) PUNCT bracis-19019 138 27 so so SCONJ bracis-19019 138 28 that that SCONJ bracis-19019 138 29 it it PRON bracis-19019 138 30 can can AUX bracis-19019 138 31 validate validate VERB bracis-19019 138 32 them they PRON bracis-19019 138 33 too too ADV bracis-19019 138 34 . . PUNCT bracis-19019 139 1 3.3 3.3 NUM bracis-19019 139 2 third third ADJ bracis-19019 139 3 phase phase NOUN bracis-19019 139 4 we we PRON bracis-19019 139 5 performed perform VERB bracis-19019 139 6 an an DET bracis-19019 139 7 evaluation evaluation NOUN bracis-19019 139 8 with with ADP bracis-19019 139 9 the the DET bracis-19019 139 10 doctor doctor NOUN bracis-19019 139 11 who who PRON bracis-19019 139 12 graduated graduate VERB bracis-19019 139 13 over over ADP bracis-19019 139 14 10 10 NUM bracis-19019 139 15 years year NOUN bracis-19019 139 16 ago ago ADV bracis-19019 139 17 and and CCONJ bracis-19019 139 18 has have VERB bracis-19019 139 19 more more ADJ bracis-19019 139 20 than than ADP bracis-19019 139 21 a a PRON bracis-19019 139 22 year year NOUN bracis-19019 139 23 of of ADP bracis-19019 139 24 experience experience NOUN bracis-19019 139 25 as as ADP bracis-19019 139 26 consultant consultant NOUN bracis-19019 139 27 medical medical ADJ bracis-19019 139 28 doctor doctor NOUN bracis-19019 139 29 . . PUNCT bracis-19019 140 1 we we PRON bracis-19019 140 2 highlight highlight VERB bracis-19019 140 3 some some DET bracis-19019 140 4 important important ADJ bracis-19019 140 5 considerations consideration NOUN bracis-19019 140 6 reported report VERB bracis-19019 140 7 in in ADP bracis-19019 140 8 this this DET bracis-19019 140 9 interview interview NOUN bracis-19019 140 10 : : PUNCT bracis-19019 140 11 chatbot chatbot NOUN bracis-19019 140 12 and and CCONJ bracis-19019 140 13 allocation allocation NOUN bracis-19019 140 14 rules rule NOUN bracis-19019 140 15 : : PUNCT bracis-19019 140 16 the the DET bracis-19019 140 17 rules rule NOUN bracis-19019 140 18 are be AUX bracis-19019 140 19 well well ADJ bracis-19019 140 20 in in ADP bracis-19019 140 21 line line NOUN bracis-19019 140 22 with with ADP bracis-19019 140 23 what what PRON bracis-19019 140 24 are be AUX bracis-19019 140 25 current current ADJ bracis-19019 140 26 practices practice NOUN bracis-19019 140 27 . . PUNCT bracis-19019 141 1 it it PRON bracis-19019 141 2 is be AUX bracis-19019 141 3 feasible feasible ADJ bracis-19019 141 4 , , PUNCT bracis-19019 141 5 and and CCONJ bracis-19019 141 6 it it PRON bracis-19019 141 7 is be AUX bracis-19019 141 8 even even ADV bracis-19019 141 9 necessary necessary ADJ bracis-19019 141 10 to to PART bracis-19019 141 11 reduce reduce VERB bracis-19019 141 12 the the DET bracis-19019 141 13 variability variability NOUN bracis-19019 141 14 in in ADP bracis-19019 141 15 the the DET bracis-19019 141 16 conduction conduction NOUN bracis-19019 141 17 of of ADP bracis-19019 141 18 bed bed NOUN bracis-19019 141 19 allocation allocation NOUN bracis-19019 141 20 processes process NOUN bracis-19019 141 21 . . PUNCT bracis-19019 142 1 they they PRON bracis-19019 142 2 informed inform VERB bracis-19019 142 3 us we PRON bracis-19019 142 4 that that SCONJ bracis-19019 142 5 they they PRON bracis-19019 142 6 would would AUX bracis-19019 142 7 use use VERB bracis-19019 142 8 our our PRON bracis-19019 142 9 system system NOUN bracis-19019 142 10 , , PUNCT bracis-19019 142 11 because because SCONJ bracis-19019 142 12 this this DET bracis-19019 142 13 type type NOUN bracis-19019 142 14 of of ADP bracis-19019 142 15 software software NOUN bracis-19019 142 16 would would AUX bracis-19019 142 17 make make VERB bracis-19019 142 18 the the DET bracis-19019 142 19 process process NOUN bracis-19019 142 20 very very ADV bracis-19019 142 21 fast fast ADV bracis-19019 142 22 , , PUNCT bracis-19019 142 23 in in ADP bracis-19019 142 24 addition addition NOUN bracis-19019 142 25 to to ADP bracis-19019 142 26 the the DET bracis-19019 142 27 accuracy accuracy NOUN bracis-19019 142 28 and and CCONJ bracis-19019 142 29 availability availability NOUN bracis-19019 142 30 to to PART bracis-19019 142 31 work work VERB bracis-19019 142 32 24 24 NUM bracis-19019 142 33     SPACE bracis-19019 142 34 h h NOUN bracis-19019 142 35 a a DET bracis-19019 142 36 day day NOUN bracis-19019 142 37 , , PUNCT bracis-19019 142 38 seven seven NUM bracis-19019 142 39 days day NOUN bracis-19019 142 40 a a DET bracis-19019 142 41 week week NOUN bracis-19019 142 42 . . PUNCT bracis-19019 143 1 suggestions suggestion NOUN bracis-19019 143 2 : : PUNCT bracis-19019 143 3 define define VERB bracis-19019 143 4 the the DET bracis-19019 143 5 bed bed NOUN bracis-19019 143 6 typology typology NOUN bracis-19019 143 7 and and CCONJ bracis-19019 143 8 not not PART bracis-19019 143 9 ask ask VERB bracis-19019 143 10 the the DET bracis-19019 143 11 doctor doctor NOUN bracis-19019 143 12 to to PART bracis-19019 143 13 define define VERB bracis-19019 143 14 it it PRON bracis-19019 143 15 , , PUNCT bracis-19019 143 16 but but CCONJ bracis-19019 143 17 validate validate VERB bracis-19019 143 18 the the DET bracis-19019 143 19 typology typology NOUN bracis-19019 143 20 . . PUNCT bracis-19019 144 1 suggest suggest VERB bracis-19019 144 2 an an DET bracis-19019 144 3 allocation allocation NOUN bracis-19019 144 4 to to ADP bracis-19019 144 5 the the DET bracis-19019 144 6 user user NOUN bracis-19019 144 7 . . PUNCT bracis-19019 145 1 not not PART bracis-19019 145 2 that that SCONJ bracis-19019 145 3 the the DET bracis-19019 145 4 agent agent NOUN bracis-19019 145 5 should should AUX bracis-19019 145 6 make make VERB bracis-19019 145 7 an an DET bracis-19019 145 8 allocation allocation NOUN bracis-19019 145 9 alone alone ADV bracis-19019 145 10 , , PUNCT bracis-19019 145 11 but but CCONJ bracis-19019 145 12 it it PRON bracis-19019 145 13 would would AUX bracis-19019 145 14 be be AUX bracis-19019 145 15 good good ADJ bracis-19019 145 16 to to PART bracis-19019 145 17 give give VERB bracis-19019 145 18 suggestions suggestion NOUN bracis-19019 145 19 that that SCONJ bracis-19019 145 20 someone someone PRON bracis-19019 145 21 would would AUX bracis-19019 145 22 confirm confirm VERB bracis-19019 145 23 . . PUNCT bracis-19019 146 1 offer offer VERB bracis-19019 146 2 options option NOUN bracis-19019 146 3 of of ADP bracis-19019 146 4 frequent frequent ADJ bracis-19019 146 5 - - PUNCT bracis-19019 146 6 asked ask VERB bracis-19019 146 7 questions question NOUN bracis-19019 146 8 , , PUNCT bracis-19019 146 9 instead instead ADV bracis-19019 146 10 of of ADP bracis-19019 146 11 user user NOUN bracis-19019 146 12 typing typing NOUN bracis-19019 146 13 or or CCONJ bracis-19019 146 14 talking talk VERB bracis-19019 146 15 to to ADP bracis-19019 146 16 the the DET bracis-19019 146 17 chatbot chatbot NOUN bracis-19019 146 18 all all DET bracis-19019 146 19 the the DET bracis-19019 146 20 time time NOUN bracis-19019 146 21 . . PUNCT bracis-19019 147 1 when when SCONJ bracis-19019 147 2 there there PRON bracis-19019 147 3 is be VERB bracis-19019 147 4 a a DET bracis-19019 147 5 list list NOUN bracis-19019 147 6 of of ADP bracis-19019 147 7 patients patient NOUN bracis-19019 147 8 in in ADP bracis-19019 147 9 the the DET bracis-19019 147 10 emergency emergency NOUN bracis-19019 147 11 room room NOUN bracis-19019 147 12 waiting wait VERB bracis-19019 147 13 for for ADP bracis-19019 147 14 a a DET bracis-19019 147 15 bed bed NOUN bracis-19019 147 16 and and CCONJ bracis-19019 147 17 a a DET bracis-19019 147 18 bed bed NOUN bracis-19019 147 19 that that PRON bracis-19019 147 20 is be AUX bracis-19019 147 21 suitable suitable ADJ bracis-19019 147 22 for for SCONJ bracis-19019 147 23 any any PRON bracis-19019 147 24 of of ADP bracis-19019 147 25 these these DET bracis-19019 147 26 emergency emergency NOUN bracis-19019 147 27 patients patient NOUN bracis-19019 147 28 becomes become VERB bracis-19019 147 29 vacant vacant ADJ bracis-19019 147 30 , , PUNCT bracis-19019 147 31 the the DET bracis-19019 147 32 system system NOUN bracis-19019 147 33 should should AUX bracis-19019 147 34 warn warn VERB bracis-19019 147 35 the the DET bracis-19019 147 36 operator operator NOUN bracis-19019 147 37 . . PUNCT bracis-19019 148 1 generate generate VERB bracis-19019 148 2 a a DET bracis-19019 148 3 bed bed NOUN bracis-19019 148 4 availability availability NOUN bracis-19019 148 5 forecast forecast NOUN bracis-19019 148 6 , , PUNCT bracis-19019 148 7 for for ADP bracis-19019 148 8 example example NOUN bracis-19019 148 9 , , PUNCT bracis-19019 148 10 for for ADP bracis-19019 148 11 the the DET bracis-19019 148 12 next next ADJ bracis-19019 148 13 six six NUM bracis-19019 148 14 hours hour NOUN bracis-19019 148 15 according accord VERB bracis-19019 148 16 to to ADP bracis-19019 148 17 the the DET bracis-19019 148 18 discharge discharge NOUN bracis-19019 148 19 forecasts forecast NOUN bracis-19019 148 20 contained contain VERB bracis-19019 148 21 in in ADP bracis-19019 148 22 the the DET bracis-19019 148 23 system system NOUN bracis-19019 148 24 . . PUNCT bracis-19019 149 1 4 4 NUM bracis-19019 149 2 improvements improvement NOUN bracis-19019 149 3 based base VERB bracis-19019 149 4 on on ADP bracis-19019 149 5     SPACE bracis-19019 149 6 the the DET bracis-19019 149 7     SPACE bracis-19019 149 8 evaluation evaluation NOUN bracis-19019 149 9 some some DET bracis-19019 149 10 suggestions suggestion NOUN bracis-19019 149 11 made make VERB bracis-19019 149 12 during during ADP bracis-19019 149 13 the the DET bracis-19019 149 14 evaluation evaluation NOUN bracis-19019 149 15 were be AUX bracis-19019 149 16 considered consider VERB bracis-19019 149 17 of of ADP bracis-19019 149 18 major major ADJ bracis-19019 149 19 importance importance NOUN bracis-19019 149 20 and and CCONJ bracis-19019 149 21 , , PUNCT bracis-19019 149 22 in in ADP bracis-19019 149 23 order order NOUN bracis-19019 149 24 to to PART bracis-19019 149 25 achieve achieve VERB bracis-19019 149 26 them they PRON bracis-19019 149 27 , , PUNCT bracis-19019 149 28 we we PRON bracis-19019 149 29 have have AUX bracis-19019 149 30 carried carry VERB bracis-19019 149 31 out out ADP bracis-19019 149 32 some some DET bracis-19019 149 33 improvements improvement NOUN bracis-19019 149 34 in in ADP bracis-19019 149 35 our our PRON bracis-19019 149 36 system system NOUN bracis-19019 149 37 . . PUNCT bracis-19019 150 1 to to PART bracis-19019 150 2 facilitate facilitate VERB bracis-19019 150 3 communication communication NOUN bracis-19019 150 4 between between ADP bracis-19019 150 5 the the DET bracis-19019 150 6 jason jason PROPN bracis-19019 150 7 agent agent NOUN bracis-19019 150 8 and and CCONJ bracis-19019 150 9 dialogflow dialogflow NOUN bracis-19019 150 10 , , PUNCT bracis-19019 150 11 we we PRON bracis-19019 150 12 started start VERB bracis-19019 150 13 using use VERB bracis-19019 150 14 dial4jacafootnote dial4jacafootnote NOUN bracis-19019 150 15 7 7 NUM bracis-19019 150 16     SPACE bracis-19019 150 17 [ [ X bracis-19019 150 18 5 5 NUM bracis-19019 150 19 , , PUNCT bracis-19019 150 20 6 6 NUM bracis-19019 150 21 ] ] PUNCT bracis-19019 150 22 , , PUNCT bracis-19019 150 23 a a DET bracis-19019 150 24 general general ADJ bracis-19019 150 25 integration integration NOUN bracis-19019 150 26 between between ADP bracis-19019 150 27 jacamo jacamo PROPN bracis-19019 150 28 and and CCONJ bracis-19019 150 29 dialogflow dialogflow NOUN bracis-19019 150 30 that that PRON bracis-19019 150 31 has have AUX bracis-19019 150 32 recently recently ADV bracis-19019 150 33 become become VERB bracis-19019 150 34 available available ADJ bracis-19019 150 35 . . PUNCT bracis-19019 151 1 to to PART bracis-19019 151 2 solve solve VERB bracis-19019 151 3 the the DET bracis-19019 151 4 limitation limitation NOUN bracis-19019 151 5 imposed impose VERB bracis-19019 151 6 by by ADP bracis-19019 151 7 the the DET bracis-19019 151 8 val val ADJ bracis-19019 151 9 validator validator NOUN bracis-19019 151 10 , , PUNCT bracis-19019 151 11 which which PRON bracis-19019 151 12 did do AUX bracis-19019 151 13 not not PART bracis-19019 151 14 return return VERB bracis-19019 151 15 a a DET bracis-19019 151 16 complete complete ADJ bracis-19019 151 17 list list NOUN bracis-19019 151 18 with with ADP bracis-19019 151 19 all all DET bracis-19019 151 20 the the DET bracis-19019 151 21 allocation allocation NOUN bracis-19019 151 22 problems problem NOUN bracis-19019 151 23 that that SCONJ bracis-19019 151 24 the the DET bracis-19019 151 25 plan plan NOUN bracis-19019 151 26 has have VERB bracis-19019 151 27 , , PUNCT bracis-19019 151 28 we we PRON bracis-19019 151 29 implemented implement VERB bracis-19019 151 30 a a DET bracis-19019 151 31 new new ADJ bracis-19019 151 32 pddl pddl NOUN bracis-19019 151 33 validator validator NOUN bracis-19019 151 34 that that PRON bracis-19019 151 35 will will AUX bracis-19019 151 36 be be AUX bracis-19019 151 37 presented present VERB bracis-19019 151 38 next next ADV bracis-19019 151 39 . . PUNCT bracis-19019 152 1 moreover moreover ADV bracis-19019 152 2 , , PUNCT bracis-19019 152 3 to to PART bracis-19019 152 4 enable enable VERB bracis-19019 152 5 our our PRON bracis-19019 152 6 agent agent NOUN bracis-19019 152 7 to to PART bracis-19019 152 8 make make VERB bracis-19019 152 9 optimised optimise VERB bracis-19019 152 10 suggestions suggestion NOUN bracis-19019 152 11 for for ADP bracis-19019 152 12 bed bed NOUN bracis-19019 152 13 allocations allocation NOUN bracis-19019 152 14 , , PUNCT bracis-19019 152 15 we we PRON bracis-19019 152 16 implemented implement VERB bracis-19019 152 17 an an DET bracis-19019 152 18 optimal optimal ADJ bracis-19019 152 19 bed bed NOUN bracis-19019 152 20 allocation allocation NOUN bracis-19019 152 21 technique technique NOUN bracis-19019 152 22 using use VERB bracis-19019 152 23 linear linear ADJ bracis-19019 152 24 programming programming NOUN bracis-19019 152 25 , , PUNCT bracis-19019 152 26 which which PRON bracis-19019 152 27 will will AUX bracis-19019 152 28 also also ADV bracis-19019 152 29 be be AUX bracis-19019 152 30 presented present VERB bracis-19019 152 31 in in ADP bracis-19019 152 32 more more ADJ bracis-19019 152 33 detail detail NOUN bracis-19019 152 34 below below ADV bracis-19019 152 35 . . PUNCT bracis-19019 153 1 4.1 4.1 NUM bracis-19019 153 2 bed bed NOUN bracis-19019 153 3 allocation allocation NOUN bracis-19019 153 4 optimisation optimisation NOUN bracis-19019 153 5 in in ADP bracis-19019 153 6 order order NOUN bracis-19019 153 7 to to PART bracis-19019 153 8 allow allow VERB bracis-19019 153 9 our our PRON bracis-19019 153 10 agent agent NOUN bracis-19019 153 11 to to PART bracis-19019 153 12 make make VERB bracis-19019 153 13 optimal optimal ADJ bracis-19019 153 14 suggestions suggestion NOUN bracis-19019 153 15 , , PUNCT bracis-19019 153 16 we we PRON bracis-19019 153 17 developed develop VERB bracis-19019 153 18 an an DET bracis-19019 153 19 approach approach NOUN bracis-19019 153 20 to to ADP bracis-19019 153 21 bed bed NOUN bracis-19019 153 22 allocation allocation NOUN bracis-19019 153 23 based base VERB bracis-19019 153 24 on on ADP bracis-19019 153 25 linear linear PROPN bracis-19019 153 26 programming programming NOUN bracis-19019 153 27 . . PUNCT bracis-19019 154 1 after after SCONJ bracis-19019 154 2 a a DET bracis-19019 154 3 linear linear ADJ bracis-19019 154 4 programming programming NOUN bracis-19019 154 5 problem problem NOUN bracis-19019 154 6 is be AUX bracis-19019 154 7 generated generate VERB bracis-19019 154 8 for for ADP bracis-19019 154 9 a a DET bracis-19019 154 10 particular particular ADJ bracis-19019 154 11 bed bed NOUN bracis-19019 154 12 allocation allocation NOUN bracis-19019 154 13 instance instance NOUN bracis-19019 154 14 , , PUNCT bracis-19019 154 15 we we PRON bracis-19019 154 16 use use VERB bracis-19019 154 17 the the DET bracis-19019 154 18 glpk glpk NOUN bracis-19019 154 19 solver solver VERB bracis-19019 154 20 to to PART bracis-19019 154 21 find find VERB bracis-19019 154 22 an an DET bracis-19019 154 23 optimal optimal ADJ bracis-19019 154 24 solution.footnote solution.footnote NOUN bracis-19019 154 25 8 8 NUM bracis-19019 154 26 the the DET bracis-19019 154 27 optimisation optimisation NOUN bracis-19019 154 28 tries try VERB bracis-19019 154 29 to to PART bracis-19019 154 30 allocate allocate VERB bracis-19019 154 31 as as ADP bracis-19019 154 32 many many ADJ bracis-19019 154 33 patients patient NOUN bracis-19019 154 34 as as ADP bracis-19019 154 35 possible possible ADJ bracis-19019 154 36 while while SCONJ bracis-19019 154 37 attempting attempt VERB bracis-19019 154 38 to to PART bracis-19019 154 39 decrease decrease VERB bracis-19019 154 40 as as ADV bracis-19019 154 41 much much ADV bracis-19019 154 42 as as ADP bracis-19019 154 43 possible possible ADJ bracis-19019 154 44 the the DET bracis-19019 154 45 distance distance NOUN bracis-19019 154 46 of of ADP bracis-19019 154 47 critical critical ADJ bracis-19019 154 48 patients patient NOUN bracis-19019 154 49 to to ADP bracis-19019 154 50 the the DET bracis-19019 154 51 office office NOUN bracis-19019 154 52 where where SCONJ bracis-19019 154 53 nurses nurse NOUN bracis-19019 154 54 are be AUX bracis-19019 154 55 based base VERB bracis-19019 154 56 . . PUNCT bracis-19019 155 1 the the DET bracis-19019 155 2 bed bed NOUN bracis-19019 155 3 allocation allocation NOUN bracis-19019 155 4 optimisation optimisation NOUN bracis-19019 155 5 program program NOUN bracis-19019 155 6 takes take VERB bracis-19019 155 7 the the DET bracis-19019 155 8 database database NOUN bracis-19019 155 9 ’s ’s PART bracis-19019 155 10 restrictions restriction NOUN bracis-19019 155 11 and and CCONJ bracis-19019 155 12 converts convert VERB bracis-19019 155 13 them they PRON bracis-19019 155 14 into into ADP bracis-19019 155 15 three three NUM bracis-19019 155 16 types type NOUN bracis-19019 155 17 of of ADP bracis-19019 155 18 linear linear PROPN bracis-19019 155 19 restrictions restriction NOUN bracis-19019 155 20 : : PUNCT bracis-19019 155 21 equality equality NOUN bracis-19019 155 22 , , PUNCT bracis-19019 155 23 relative relative ADJ bracis-19019 155 24 equality equality NOUN bracis-19019 155 25 , , PUNCT bracis-19019 155 26 and and CCONJ bracis-19019 155 27 negation negation NOUN bracis-19019 155 28 . . PUNCT bracis-19019 156 1 consider consider VERB bracis-19019 156 2 for for ADP bracis-19019 156 3 example example NOUN bracis-19019 156 4 the the DET bracis-19019 156 5 following follow VERB bracis-19019 156 6 constraint constraint NOUN bracis-19019 156 7 . . PUNCT bracis-19019 157 1 $ $ SYM bracis-19019 157 2 $ $ SYM bracis-19019 157 3 \begin{aligned \begin{aligne VERB bracis-19019 157 4 } } PUNCT bracis-19019 157 5 \texttt \texttt PROPN bracis-19019 157 6 { { PUNCT bracis-19019 157 7 ( ( PUNCT bracis-19019 157 8 2*q112[p])+(abs(speciality[p]-2)/2 2*q112[p])+(abs(speciality[p]-2)/2 NUM bracis-19019 157 9 ) ) PUNCT bracis-19019 157 10 < < X bracis-19019 157 11 = = SYM bracis-19019 157 12 2 2 NUM bracis-19019 157 13 ; ; PUNCT bracis-19019 157 14 } } PUNCT bracis-19019 157 15 \end{aligned}$$ \end{aligned}$$ ADP bracis-19019 157 16 the the DET bracis-19019 157 17 equality equality NOUN bracis-19019 157 18 constraint constraint NOUN bracis-19019 157 19 above above ADV bracis-19019 157 20 requires require VERB bracis-19019 157 21 that that SCONJ bracis-19019 157 22 every every DET bracis-19019 157 23 patient patient NOUN bracis-19019 157 24 allocated allocate VERB bracis-19019 157 25 to to ADP bracis-19019 157 26 the the DET bracis-19019 157 27 bedroom bedroom NOUN bracis-19019 157 28 has have VERB bracis-19019 157 29 a a DET bracis-19019 157 30 specific specific ADJ bracis-19019 157 31 characteristic characteristic NOUN bracis-19019 157 32 . . PUNCT bracis-19019 158 1 in in ADP bracis-19019 158 2 this this DET bracis-19019 158 3 case case NOUN bracis-19019 158 4 , , PUNCT bracis-19019 158 5 we we PRON bracis-19019 158 6 want want VERB bracis-19019 158 7 the the DET bracis-19019 158 8 patient patient NOUN bracis-19019 158 9 to to PART bracis-19019 158 10 have have VERB bracis-19019 158 11 the the DET bracis-19019 158 12 speciality speciality NOUN bracis-19019 158 13 2 2 NUM bracis-19019 158 14 . . PUNCT bracis-19019 159 1 q112[p q112[p NOUN bracis-19019 159 2 ] ] PUNCT bracis-19019 159 3 is be AUX bracis-19019 159 4 a a DET bracis-19019 159 5 boolean boolean ADJ bracis-19019 159 6 value value NOUN bracis-19019 159 7 equal equal ADJ bracis-19019 159 8 to to ADP bracis-19019 159 9 1 1 NUM bracis-19019 159 10 if if SCONJ bracis-19019 159 11 patient patient ADJ bracis-19019 159 12 p p NOUN bracis-19019 159 13 is be AUX bracis-19019 159 14 in in ADP bracis-19019 159 15 the the DET bracis-19019 159 16 bedroom bedroom NOUN bracis-19019 159 17 ; ; PUNCT bracis-19019 159 18 gender gender NOUN bracis-19019 159 19 [ [ X bracis-19019 159 20 p p X bracis-19019 159 21 ] ] X bracis-19019 159 22 is be AUX bracis-19019 159 23 an an DET bracis-19019 159 24 integer integer NOUN bracis-19019 159 25 value value NOUN bracis-19019 159 26 referring refer VERB bracis-19019 159 27 to to ADP bracis-19019 159 28 the the DET bracis-19019 159 29 patient patient NOUN bracis-19019 159 30 ’s ’s PART bracis-19019 159 31 speciality speciality NOUN bracis-19019 159 32 , , PUNCT bracis-19019 159 33 hospitals hospital NOUN bracis-19019 159 34 will will AUX bracis-19019 159 35 usually usually ADV bracis-19019 159 36 have have VERB bracis-19019 159 37 specific specific ADJ bracis-19019 159 38 rooms room NOUN bracis-19019 159 39 for for ADP bracis-19019 159 40 specific specific ADJ bracis-19019 159 41 types type NOUN bracis-19019 159 42 of of ADP bracis-19019 159 43 specialities speciality NOUN bracis-19019 159 44 . . PUNCT bracis-19019 160 1 the the DET bracis-19019 160 2 left left ADJ bracis-19019 160 3 side side NOUN bracis-19019 160 4 of of ADP bracis-19019 160 5 the the DET bracis-19019 160 6 sum sum NOUN bracis-19019 160 7 results result VERB bracis-19019 160 8 in in ADP bracis-19019 160 9 2 2 NUM bracis-19019 160 10 if if SCONJ bracis-19019 160 11 the the DET bracis-19019 160 12 patient patient NOUN bracis-19019 160 13 has have AUX bracis-19019 160 14 been be AUX bracis-19019 160 15 allocated allocate VERB bracis-19019 160 16 to to ADP bracis-19019 160 17 that that DET bracis-19019 160 18 bedroom bedroom NOUN bracis-19019 160 19 ; ; PUNCT bracis-19019 160 20 otherwise otherwise ADV bracis-19019 160 21 , , PUNCT bracis-19019 160 22 it it PRON bracis-19019 160 23 results result VERB bracis-19019 160 24 in in ADP bracis-19019 160 25 0 0 NUM bracis-19019 160 26 . . PUNCT bracis-19019 161 1 the the DET bracis-19019 161 2 right right ADJ bracis-19019 161 3 - - PUNCT bracis-19019 161 4 hand hand NOUN bracis-19019 161 5 side side NOUN bracis-19019 161 6 results result NOUN bracis-19019 161 7 in in ADP bracis-19019 161 8 0 0 NUM bracis-19019 161 9 if if SCONJ bracis-19019 161 10 the the DET bracis-19019 161 11 patient patient NOUN bracis-19019 161 12 ’s ’s PART bracis-19019 161 13 speciality speciality NOUN bracis-19019 161 14 is be AUX bracis-19019 161 15 2 2 NUM bracis-19019 161 16 ; ; PUNCT bracis-19019 161 17 otherwise otherwise ADV bracis-19019 161 18 , , PUNCT bracis-19019 161 19 it it PRON bracis-19019 161 20 results result VERB bracis-19019 161 21 in in ADP bracis-19019 161 22 some some DET bracis-19019 161 23 number number NOUN bracis-19019 161 24 greater great ADJ bracis-19019 161 25 than than ADP bracis-19019 161 26 zero zero NUM bracis-19019 161 27 . . PUNCT bracis-19019 162 1 the the DET bracis-19019 162 2 result result NOUN bracis-19019 162 3 of of ADP bracis-19019 162 4 the the DET bracis-19019 162 5 sum sum NOUN bracis-19019 162 6 must must AUX bracis-19019 162 7 be be AUX bracis-19019 162 8 less less ADJ bracis-19019 162 9 than than ADP bracis-19019 162 10 or or CCONJ bracis-19019 162 11 equal equal ADJ bracis-19019 162 12 to to ADP bracis-19019 162 13 2 2 NUM bracis-19019 162 14 , , PUNCT bracis-19019 162 15 being be AUX bracis-19019 162 16 the the DET bracis-19019 162 17 only only ADJ bracis-19019 162 18 case case NOUN bracis-19019 162 19 in in ADP bracis-19019 162 20 which which PRON bracis-19019 162 21 this this PRON bracis-19019 162 22 does do AUX bracis-19019 162 23 not not PART bracis-19019 162 24 happen happen VERB bracis-19019 162 25 when when SCONJ bracis-19019 162 26 the the DET bracis-19019 162 27 patient patient NOUN bracis-19019 162 28 is be AUX bracis-19019 162 29 allocated allocate VERB bracis-19019 162 30 to to ADP bracis-19019 162 31 the the DET bracis-19019 162 32 bedroom bedroom NOUN bracis-19019 162 33 , , PUNCT bracis-19019 162 34 but but CCONJ bracis-19019 162 35 the the DET bracis-19019 162 36 speciality speciality NOUN bracis-19019 162 37 is be AUX bracis-19019 162 38 not not PART bracis-19019 162 39 2 2 NUM bracis-19019 162 40 . . PUNCT bracis-19019 162 41 $ $ SYM bracis-19019 162 42 $ $ SYM bracis-19019 162 43 \begin{aligned \begin{aligne VERB bracis-19019 162 44 } } PUNCT bracis-19019 162 45 \texttt \texttt PROPN bracis-19019 162 46 { { PUNCT bracis-19019 162 47 ( ( PUNCT bracis-19019 162 48 q112[p1]+q112[p2])+(abs(gender[p1]-gender[p2])/2 q112[p1]+q112[p2])+(abs(gender[p1]-gender[p2])/2 NOUN bracis-19019 162 49 ) ) PUNCT bracis-19019 162 50 < < X bracis-19019 162 51 = = SYM bracis-19019 162 52 2 2 NUM bracis-19019 162 53 ; ; PUNCT bracis-19019 162 54 } } PUNCT bracis-19019 162 55 \end{aligned}$$ \end{aligned}$$ ADP bracis-19019 162 56 relative relative ADJ bracis-19019 162 57 equality equality NOUN bracis-19019 162 58 is be AUX bracis-19019 162 59 used use VERB bracis-19019 162 60 to to PART bracis-19019 162 61 require require VERB bracis-19019 162 62 , , PUNCT bracis-19019 162 63 for for ADP bracis-19019 162 64 example example NOUN bracis-19019 162 65 , , PUNCT bracis-19019 162 66 that that SCONJ bracis-19019 162 67 if if SCONJ bracis-19019 162 68 two two NUM bracis-19019 162 69 patients patient NOUN bracis-19019 162 70 are be AUX bracis-19019 162 71 allocated allocate VERB bracis-19019 162 72 to to ADP bracis-19019 162 73 the the DET bracis-19019 162 74 same same ADJ bracis-19019 162 75 bedroom bedroom NOUN bracis-19019 162 76 , , PUNCT bracis-19019 162 77 they they PRON bracis-19019 162 78 must must AUX bracis-19019 162 79 have have VERB bracis-19019 162 80 the the DET bracis-19019 162 81 same same ADJ bracis-19019 162 82 characteristic characteristic NOUN bracis-19019 162 83 ( ( PUNCT bracis-19019 162 84 in in ADP bracis-19019 162 85 the the DET bracis-19019 162 86 case case NOUN bracis-19019 162 87 above above ADV bracis-19019 162 88 , , PUNCT bracis-19019 162 89 the the DET bracis-19019 162 90 same same ADJ bracis-19019 162 91 gender gender NOUN bracis-19019 162 92 ) ) PUNCT bracis-19019 162 93 . . PUNCT bracis-19019 163 1 the the DET bracis-19019 163 2 sum sum NOUN bracis-19019 163 3 ’s ’s PART bracis-19019 163 4 left left ADJ bracis-19019 163 5 - - PUNCT bracis-19019 163 6 hand hand NOUN bracis-19019 163 7 side side NOUN bracis-19019 163 8 has have VERB bracis-19019 163 9 a a DET bracis-19019 163 10 maximum maximum ADJ bracis-19019 163 11 value value NOUN bracis-19019 163 12 of of ADP bracis-19019 163 13 2 2 NUM bracis-19019 163 14 when when SCONJ bracis-19019 163 15 the the DET bracis-19019 163 16 two two NUM bracis-19019 163 17 patients patient NOUN bracis-19019 163 18 are be AUX bracis-19019 163 19 in in ADP bracis-19019 163 20 room room NOUN bracis-19019 163 21 112 112 NUM bracis-19019 163 22 . . PUNCT bracis-19019 164 1 the the DET bracis-19019 164 2 right right ADJ bracis-19019 164 3 - - PUNCT bracis-19019 164 4 hand hand NOUN bracis-19019 164 5 side side NOUN bracis-19019 164 6 results result NOUN bracis-19019 164 7 in in ADP bracis-19019 164 8 a a DET bracis-19019 164 9 value value NOUN bracis-19019 164 10 greater great ADJ bracis-19019 164 11 than than ADP bracis-19019 164 12 0 0 NUM bracis-19019 164 13 when when SCONJ bracis-19019 164 14 the the DET bracis-19019 164 15 two two NUM bracis-19019 164 16 patients patient NOUN bracis-19019 164 17 ’ ' PUNCT bracis-19019 164 18 genders gender NOUN bracis-19019 164 19 are be AUX bracis-19019 164 20 different different ADJ bracis-19019 164 21 . . PUNCT bracis-19019 165 1 the the DET bracis-19019 165 2 restriction restriction NOUN bracis-19019 165 3 would would AUX bracis-19019 165 4 only only ADV bracis-19019 165 5 be be AUX bracis-19019 165 6 violated violate VERB bracis-19019 165 7 when when SCONJ bracis-19019 165 8 the the DET bracis-19019 165 9 two two NUM bracis-19019 165 10 patients patient NOUN bracis-19019 165 11 are be AUX bracis-19019 165 12 in in ADP bracis-19019 165 13 the the DET bracis-19019 165 14 same same ADJ bracis-19019 165 15 bedroom bedroom NOUN bracis-19019 165 16 , , PUNCT bracis-19019 165 17 but but CCONJ bracis-19019 165 18 the the DET bracis-19019 165 19 genders gender NOUN bracis-19019 165 20 are be AUX bracis-19019 165 21 different different ADJ bracis-19019 165 22 , , PUNCT bracis-19019 165 23 which which PRON bracis-19019 165 24 must must AUX bracis-19019 165 25 not not PART bracis-19019 165 26 be be AUX bracis-19019 165 27 allowed allow VERB bracis-19019 165 28 . . PUNCT bracis-19019 166 1 $ $ SYM bracis-19019 166 2 $ $ SYM bracis-19019 166 3 \begin{aligned \begin{aligne VERB bracis-19019 166 4 } } PUNCT bracis-19019 166 5 \texttt \texttt PROPN bracis-19019 166 6 { { PUNCT bracis-19019 166 7 ( ( PUNCT bracis-19019 166 8 q112[p q112[p NOUN bracis-19019 166 9 ] ] PUNCT bracis-19019 166 10 ) ) PUNCT bracis-19019 166 11 abs(isolation[p]-1 abs(isolation[p]-1 PROPN bracis-19019 166 12 ) ) PUNCT bracis-19019 166 13 < < X bracis-19019 166 14 = = SYM bracis-19019 166 15 0 0 NUM bracis-19019 166 16 ; ; PUNCT bracis-19019 166 17 } } PUNCT bracis-19019 166 18 \end{aligned}$$ \end{aligned}$$ NOUN bracis-19019 166 19 negation negation NOUN bracis-19019 166 20 is be AUX bracis-19019 166 21 used use VERB bracis-19019 166 22 for for ADP bracis-19019 166 23 example example NOUN bracis-19019 166 24 when when SCONJ bracis-19019 166 25 we we PRON bracis-19019 166 26 require require VERB bracis-19019 166 27 that that SCONJ bracis-19019 166 28 every every DET bracis-19019 166 29 patient patient NOUN bracis-19019 166 30 allocated allocate VERB bracis-19019 166 31 to to ADP bracis-19019 166 32 the the DET bracis-19019 166 33 room room NOUN bracis-19019 166 34 does do AUX bracis-19019 166 35 not not PART bracis-19019 166 36 have have VERB bracis-19019 166 37 a a DET bracis-19019 166 38 specific specific ADJ bracis-19019 166 39 characteristic characteristic NOUN bracis-19019 166 40 . . PUNCT bracis-19019 167 1 if if SCONJ bracis-19019 167 2 the the DET bracis-19019 167 3 patient patient NOUN bracis-19019 167 4 is be AUX bracis-19019 167 5 in in ADP bracis-19019 167 6 the the DET bracis-19019 167 7 room room NOUN bracis-19019 167 8 , , PUNCT bracis-19019 167 9 but but CCONJ bracis-19019 167 10 the the DET bracis-19019 167 11 isolation isolation NOUN bracis-19019 167 12 characteristic characteristic NOUN bracis-19019 167 13 is be AUX bracis-19019 167 14 1 1 NUM bracis-19019 167 15 , , PUNCT bracis-19019 167 16 this this PRON bracis-19019 167 17 will will AUX bracis-19019 167 18 result result VERB bracis-19019 167 19 in in ADP bracis-19019 167 20 \(1 \(1 PROPN bracis-19019 167 21 - - SYM bracis-19019 167 22 0 0 NUM bracis-19019 168 1 = = SYM bracis-19019 168 2 1\ 1\ NUM bracis-19019 168 3 ) ) PUNCT bracis-19019 168 4 , , PUNCT bracis-19019 168 5 which which PRON bracis-19019 168 6 does do AUX bracis-19019 168 7 not not PART bracis-19019 168 8 comply comply VERB bracis-19019 168 9 with with ADP bracis-19019 168 10 the the DET bracis-19019 168 11 restriction restriction NOUN bracis-19019 168 12 . . PUNCT bracis-19019 169 1 if if SCONJ bracis-19019 169 2 the the DET bracis-19019 169 3 patient patient NOUN bracis-19019 169 4 is be AUX bracis-19019 169 5 not not PART bracis-19019 169 6 allocated allocate VERB bracis-19019 169 7 to to ADP bracis-19019 169 8 the the DET bracis-19019 169 9 room room NOUN bracis-19019 169 10 or or CCONJ bracis-19019 169 11 the the DET bracis-19019 169 12 isolation isolation NOUN bracis-19019 169 13 value value NOUN bracis-19019 169 14 is be AUX bracis-19019 169 15 not not PART bracis-19019 169 16 1 1 NUM bracis-19019 169 17 , , PUNCT bracis-19019 169 18 the the DET bracis-19019 169 19 result result NOUN bracis-19019 169 20 is be AUX bracis-19019 169 21 less less ADJ bracis-19019 169 22 than than ADP bracis-19019 169 23 or or CCONJ bracis-19019 169 24 equal equal ADJ bracis-19019 169 25 to to ADP bracis-19019 169 26 zero zero NUM bracis-19019 169 27 , , PUNCT bracis-19019 169 28 according accord VERB bracis-19019 169 29 to to ADP bracis-19019 169 30 the the DET bracis-19019 169 31 bed bed NOUN bracis-19019 169 32 rules rule NOUN bracis-19019 169 33 . . PUNCT bracis-19019 170 1 if if SCONJ bracis-19019 170 2 the the DET bracis-19019 170 3 room room NOUN bracis-19019 170 4 is be AUX bracis-19019 170 5 not not PART bracis-19019 170 6 designed design VERB bracis-19019 170 7 for for ADP bracis-19019 170 8 isolation isolation NOUN bracis-19019 170 9 , , PUNCT bracis-19019 170 10 it it PRON bracis-19019 170 11 will will AUX bracis-19019 170 12 not not PART bracis-19019 170 13 allow allow VERB bracis-19019 170 14 patients patient NOUN bracis-19019 170 15 that that PRON bracis-19019 170 16 must must AUX bracis-19019 170 17 be be AUX bracis-19019 170 18 isolated isolate VERB bracis-19019 170 19 under under ADP bracis-19019 170 20 the the DET bracis-19019 170 21 normal normal ADJ bracis-19019 170 22 circumstances circumstance NOUN bracis-19019 170 23 under under ADP bracis-19019 170 24 which which PRON bracis-19019 170 25 the the DET bracis-19019 170 26 optimiser optimiser NOUN bracis-19019 170 27 normally normally ADV bracis-19019 170 28 operates operate VERB bracis-19019 170 29 . . PUNCT bracis-19019 171 1 in in ADP bracis-19019 171 2 this this DET bracis-19019 171 3 work work NOUN bracis-19019 171 4 , , PUNCT bracis-19019 171 5 we we PRON bracis-19019 171 6 used use VERB bracis-19019 171 7 the the DET bracis-19019 171 8 glpsol glpsol NOUN bracis-19019 171 9 solver solver ADV bracis-19019 171 10 of of ADP bracis-19019 171 11 glpkfootnote glpkfootnote NOUN bracis-19019 171 12 9 9 NUM bracis-19019 171 13 ( ( PUNCT bracis-19019 171 14 gnu gnu X bracis-19019 171 15 linear linear PROPN bracis-19019 171 16 programming programming PROPN bracis-19019 171 17 kit kit PROPN bracis-19019 171 18 ) ) PUNCT bracis-19019 171 19 , , PUNCT bracis-19019 171 20 which which PRON bracis-19019 171 21 is be AUX bracis-19019 171 22 a a DET bracis-19019 171 23 free free ADJ bracis-19019 171 24 open open ADJ bracis-19019 171 25 source source NOUN bracis-19019 171 26 software software NOUN bracis-19019 171 27 for for ADP bracis-19019 171 28 solving solve VERB bracis-19019 171 29 linear linear ADJ bracis-19019 171 30 programming programming NOUN bracis-19019 171 31 problems problem NOUN bracis-19019 171 32 . . PUNCT bracis-19019 172 1 one one NUM bracis-19019 172 2 of of ADP bracis-19019 172 3 the the DET bracis-19019 172 4 implemented implement VERB bracis-19019 172 5 algorithms algorithms NOUN bracis-19019 172 6 is be AUX bracis-19019 172 7 the the DET bracis-19019 172 8 simplex simplex NOUN bracis-19019 172 9 method method NOUN bracis-19019 172 10 where where SCONJ bracis-19019 172 11 , , PUNCT bracis-19019 172 12 after after ADP bracis-19019 172 13 assembling assemble VERB bracis-19019 172 14 a a DET bracis-19019 172 15 geometrical geometrical ADJ bracis-19019 172 16 figure figure NOUN bracis-19019 172 17 , , PUNCT bracis-19019 172 18 the the DET bracis-19019 172 19 program program NOUN bracis-19019 172 20 chooses choose VERB bracis-19019 172 21 a a DET bracis-19019 172 22 point point NOUN bracis-19019 172 23 and and CCONJ bracis-19019 172 24 recursively recursively ADV bracis-19019 172 25 chooses choose VERB bracis-19019 172 26 the the DET bracis-19019 172 27 relative relative ADJ bracis-19019 172 28 maximum maximum NOUN bracis-19019 172 29 ( ( PUNCT bracis-19019 172 30 or or CCONJ bracis-19019 172 31 minimum minimum ADJ bracis-19019 172 32 ) ) PUNCT bracis-19019 172 33 point point NOUN bracis-19019 172 34 , , PUNCT bracis-19019 172 35 approaching approach VERB bracis-19019 172 36 the the DET bracis-19019 172 37 global global ADJ bracis-19019 172 38 optimal optimal ADJ bracis-19019 172 39 result result NOUN bracis-19019 172 40 at at ADP bracis-19019 172 41 each each DET bracis-19019 172 42 iteration iteration NOUN bracis-19019 172 43 . . PUNCT bracis-19019 173 1 glpsol glpsol PROPN bracis-19019 173 2 allows allow VERB bracis-19019 173 3 the the DET bracis-19019 173 4 user user NOUN bracis-19019 173 5 to to PART bracis-19019 173 6 set set VERB bracis-19019 173 7 certain certain ADJ bracis-19019 173 8 limits limit NOUN bracis-19019 173 9 , , PUNCT bracis-19019 173 10 such such ADJ bracis-19019 173 11 as as ADP bracis-19019 173 12 a a DET bracis-19019 173 13 time time NOUN bracis-19019 173 14 limit limit NOUN bracis-19019 173 15 . . PUNCT bracis-19019 174 1 when when SCONJ bracis-19019 174 2 the the DET bracis-19019 174 3 limit limit NOUN bracis-19019 174 4 is be AUX bracis-19019 174 5 reached reach VERB bracis-19019 174 6 , , PUNCT bracis-19019 174 7 the the DET bracis-19019 174 8 process process NOUN bracis-19019 174 9 returns return VERB bracis-19019 174 10 the the DET bracis-19019 174 11 best good ADJ bracis-19019 174 12 result result NOUN bracis-19019 174 13 found find VERB bracis-19019 174 14 so so ADV bracis-19019 174 15 far far ADV bracis-19019 174 16 . . PUNCT bracis-19019 175 1 this this PRON bracis-19019 175 2 allows allow VERB bracis-19019 175 3 the the DET bracis-19019 175 4 program program NOUN bracis-19019 175 5 to to PART bracis-19019 175 6 generate generate VERB bracis-19019 175 7 some some DET bracis-19019 175 8 possibly possibly ADV bracis-19019 175 9 useful useful ADJ bracis-19019 175 10 allocation allocation NOUN bracis-19019 175 11 suggestions suggestion NOUN bracis-19019 175 12 without without ADP bracis-19019 175 13 having have VERB bracis-19019 175 14 to to PART bracis-19019 175 15 arrive arrive VERB bracis-19019 175 16 at at ADP bracis-19019 175 17 the the DET bracis-19019 175 18 optimal optimal ADJ bracis-19019 175 19 result result NOUN bracis-19019 175 20 , , PUNCT bracis-19019 175 21 which which PRON bracis-19019 175 22 can can AUX bracis-19019 175 23 be be AUX bracis-19019 175 24 an an DET bracis-19019 175 25 extremely extremely ADV bracis-19019 175 26 time time NOUN bracis-19019 175 27 - - PUNCT bracis-19019 175 28 consuming consume VERB bracis-19019 175 29 process process NOUN bracis-19019 175 30 in in ADP bracis-19019 175 31 some some DET bracis-19019 175 32 instances instance NOUN bracis-19019 175 33 . . PUNCT bracis-19019 176 1 we we PRON bracis-19019 176 2 have have AUX bracis-19019 176 3 already already ADV bracis-19019 176 4 integrated integrate VERB bracis-19019 176 5 the the DET bracis-19019 176 6 optimiser optimiser NOUN bracis-19019 176 7 with with ADP bracis-19019 176 8 jason jason PROPN bracis-19019 176 9 platform platform PROPN bracis-19019 176 10 , , PUNCT bracis-19019 176 11 allowing allow VERB bracis-19019 176 12 us we PRON bracis-19019 176 13 to to PART bracis-19019 176 14 execute execute VERB bracis-19019 176 15 tests test NOUN bracis-19019 176 16 with with ADP bracis-19019 176 17 our our PRON bracis-19019 176 18 complete complete ADJ bracis-19019 176 19 structure structure NOUN bracis-19019 176 20 . . PUNCT bracis-19019 177 1 figure figure NOUN bracis-19019 177 2     SPACE bracis-19019 177 3 5 5 NUM bracis-19019 177 4 presents present VERB bracis-19019 177 5 the the DET bracis-19019 177 6 result result NOUN bracis-19019 177 7 of of ADP bracis-19019 177 8 an an DET bracis-19019 177 9 allocation allocation NOUN bracis-19019 177 10 made make VERB bracis-19019 177 11 using use VERB bracis-19019 177 12 the the DET bracis-19019 177 13 optimiser.footnote optimiser.footnote NUM bracis-19019 177 14 10 10 NUM bracis-19019 177 15 fig fig NOUN bracis-19019 177 16 . . PUNCT bracis-19019 178 1 5 5 NUM bracis-19019 178 2 . . X bracis-19019 178 3 optimiser optimiser NOUN bracis-19019 178 4 output output NOUN bracis-19019 178 5 in in ADP bracis-19019 178 6 web web NOUN bracis-19019 178 7 simulator simulator NOUN bracis-19019 178 8 full full ADJ bracis-19019 178 9 size size NOUN bracis-19019 178 10 image image NOUN bracis-19019 178 11 4.2 4.2 NUM bracis-19019 178 12 plan plan NOUN bracis-19019 178 13 validator validator NOUN bracis-19019 178 14 when when SCONJ bracis-19019 178 15 real real ADJ bracis-19019 178 16 - - PUNCT bracis-19019 178 17 world world NOUN bracis-19019 178 18 problems problem NOUN bracis-19019 178 19 can can AUX bracis-19019 178 20 be be AUX bracis-19019 178 21 modelled model VERB bracis-19019 178 22 in in ADP bracis-19019 178 23 a a DET bracis-19019 178 24 planning planning NOUN bracis-19019 178 25 language language NOUN bracis-19019 178 26 , , PUNCT bracis-19019 178 27 it it PRON bracis-19019 178 28 is be AUX bracis-19019 178 29 possible possible ADJ bracis-19019 178 30 to to PART bracis-19019 178 31 use use VERB bracis-19019 178 32 a a DET bracis-19019 178 33 plan plan NOUN bracis-19019 178 34 validator validator NOUN bracis-19019 178 35 for for ADP bracis-19019 178 36 example example NOUN bracis-19019 178 37 to to PART bracis-19019 178 38 tell tell VERB bracis-19019 178 39 the the DET bracis-19019 178 40 human human ADJ bracis-19019 178 41 operator operator NOUN bracis-19019 178 42 whether whether SCONJ bracis-19019 178 43 a a DET bracis-19019 178 44 given give VERB bracis-19019 178 45 plan plan NOUN bracis-19019 178 46 is be AUX bracis-19019 178 47 feasible feasible ADJ bracis-19019 178 48 or or CCONJ bracis-19019 179 1 not not PART bracis-19019 179 2     SPACE bracis-19019 179 3 [ [ PUNCT bracis-19019 179 4 10 10 NUM bracis-19019 179 5 ] ] PUNCT bracis-19019 179 6 . . PUNCT bracis-19019 180 1 behnke behnke PROPN bracis-19019 180 2 et et PROPN bracis-19019 180 3 al al PROPN bracis-19019 180 4 . . PUNCT bracis-19019 180 5     SPACE bracis-19019 181 1 [ [ X bracis-19019 181 2 3 3 X bracis-19019 181 3 ] ] PUNCT bracis-19019 181 4 define define VERB bracis-19019 181 5 plan plan NOUN bracis-19019 181 6 validation validation NOUN bracis-19019 181 7 as as ADP bracis-19019 181 8 “ " PUNCT bracis-19019 181 9 the the DET bracis-19019 181 10 task task NOUN bracis-19019 181 11 of of ADP bracis-19019 181 12 determining determine VERB bracis-19019 181 13 whether whether SCONJ bracis-19019 181 14 a a DET bracis-19019 181 15 plan plan NOUN bracis-19019 181 16 is be AUX bracis-19019 181 17 a a DET bracis-19019 181 18 solution solution NOUN bracis-19019 181 19 to to ADP bracis-19019 181 20 a a DET bracis-19019 181 21 given give VERB bracis-19019 181 22 planning planning NOUN bracis-19019 181 23 problem problem NOUN bracis-19019 181 24 ” " PUNCT bracis-19019 181 25 . . PUNCT bracis-19019 182 1 a a DET bracis-19019 182 2 plan plan NOUN bracis-19019 182 3 validator validator NOUN bracis-19019 182 4 can can AUX bracis-19019 182 5 be be AUX bracis-19019 182 6 used use VERB bracis-19019 182 7 in in ADP bracis-19019 182 8 a a DET bracis-19019 182 9 wide wide ADJ bracis-19019 182 10 range range NOUN bracis-19019 182 11 of of ADP bracis-19019 182 12 applications application NOUN bracis-19019 182 13 . . PUNCT bracis-19019 183 1 the the DET bracis-19019 183 2 application application NOUN bracis-19019 183 3 that that PRON bracis-19019 183 4 interests interest VERB bracis-19019 183 5 us we PRON bracis-19019 183 6 is be AUX bracis-19019 183 7 the the DET bracis-19019 183 8 validation validation NOUN bracis-19019 183 9 of of ADP bracis-19019 183 10 bed bed NOUN bracis-19019 183 11 allocation allocation NOUN bracis-19019 183 12 plans plan NOUN bracis-19019 183 13 prepared prepare VERB bracis-19019 183 14 by by ADP bracis-19019 183 15 the the DET bracis-19019 183 16 user user NOUN bracis-19019 183 17 . . PUNCT bracis-19019 184 1 we we PRON bracis-19019 184 2 developed develop VERB bracis-19019 184 3 a a DET bracis-19019 184 4 new new ADJ bracis-19019 184 5 plan plan NOUN bracis-19019 184 6 validatorfootnote validatorfootnote VERB bracis-19019 184 7 11 11 NUM bracis-19019 184 8 using use VERB bracis-19019 184 9 java java NOUN bracis-19019 184 10 to to PART bracis-19019 184 11 facilitate facilitate VERB bracis-19019 184 12 the the DET bracis-19019 184 13 integration integration NOUN bracis-19019 184 14 with with ADP bracis-19019 184 15 jason jason PROPN bracis-19019 184 16 . . PUNCT bracis-19019 185 1 like like ADP bracis-19019 185 2 val val NOUN bracis-19019 185 3 , , PUNCT bracis-19019 185 4 our our PRON bracis-19019 185 5 plan plan NOUN bracis-19019 185 6 validator validator NOUN bracis-19019 185 7 also also ADV bracis-19019 185 8 receives receive VERB bracis-19019 185 9 three three NUM bracis-19019 185 10 pddl pddl NOUN bracis-19019 185 11 files file NOUN bracis-19019 185 12 as as ADP bracis-19019 185 13 input input NOUN bracis-19019 185 14 : : PUNCT bracis-19019 185 15 a a DET bracis-19019 185 16 file file NOUN bracis-19019 185 17 containing contain VERB bracis-19019 185 18 the the DET bracis-19019 185 19 domain domain NOUN bracis-19019 185 20 , , PUNCT bracis-19019 185 21 a a DET bracis-19019 185 22 file file NOUN bracis-19019 185 23 containing contain VERB bracis-19019 185 24 the the DET bracis-19019 185 25 problem problem NOUN bracis-19019 185 26 , , PUNCT bracis-19019 185 27 and and CCONJ bracis-19019 185 28 a a DET bracis-19019 185 29 file file NOUN bracis-19019 185 30 containing contain VERB bracis-19019 185 31 the the DET bracis-19019 185 32 plan plan NOUN bracis-19019 185 33 to to PART bracis-19019 185 34 be be AUX bracis-19019 185 35 validated validate VERB bracis-19019 185 36 . . PUNCT bracis-19019 186 1 the the DET bracis-19019 186 2 domain domain NOUN bracis-19019 186 3 file file NOUN bracis-19019 186 4 establishes establish VERB bracis-19019 186 5 some some DET bracis-19019 186 6 basic basic ADJ bracis-19019 186 7 rules rule NOUN bracis-19019 186 8 , , PUNCT bracis-19019 186 9 such such ADJ bracis-19019 186 10 as as ADP bracis-19019 186 11 the the DET bracis-19019 186 12 types type NOUN bracis-19019 186 13 of of ADP bracis-19019 186 14 objects object NOUN bracis-19019 186 15 and and CCONJ bracis-19019 186 16 possible possible ADJ bracis-19019 186 17 actions action NOUN bracis-19019 186 18 . . PUNCT bracis-19019 187 1 the the DET bracis-19019 187 2 actions action NOUN bracis-19019 187 3 are be AUX bracis-19019 187 4 generally generally ADV bracis-19019 187 5 divided divide VERB bracis-19019 187 6 into into ADP bracis-19019 187 7 three three NUM bracis-19019 187 8 parts part NOUN bracis-19019 187 9 , , PUNCT bracis-19019 187 10 the the DET bracis-19019 187 11 parameters parameter NOUN bracis-19019 187 12 , , PUNCT bracis-19019 187 13 the the DET bracis-19019 187 14 preconditions precondition NOUN bracis-19019 187 15 , , PUNCT bracis-19019 187 16 and and CCONJ bracis-19019 187 17 the the DET bracis-19019 187 18 effects effect NOUN bracis-19019 187 19 . . PUNCT bracis-19019 188 1 in in ADP bracis-19019 188 2 this this DET bracis-19019 188 3 case case NOUN bracis-19019 188 4 , , PUNCT bracis-19019 188 5 the the DET bracis-19019 188 6 action action NOUN bracis-19019 188 7 of of ADP bracis-19019 188 8 allocating allocate VERB bracis-19019 188 9 a a DET bracis-19019 188 10 patient patient NOUN bracis-19019 188 11 to to ADP bracis-19019 188 12 a a DET bracis-19019 188 13 bed bed NOUN bracis-19019 188 14 requires require VERB bracis-19019 188 15 that that SCONJ bracis-19019 188 16 the the DET bracis-19019 188 17 patient patient NOUN bracis-19019 188 18 is be AUX bracis-19019 188 19 not not PART bracis-19019 188 20 allocated allocate VERB bracis-19019 188 21 to to ADP bracis-19019 188 22 another another DET bracis-19019 188 23 bed bed NOUN bracis-19019 188 24 and and CCONJ bracis-19019 188 25 that that SCONJ bracis-19019 188 26 the the DET bracis-19019 188 27 bed bed NOUN bracis-19019 188 28 is be AUX bracis-19019 188 29 empty empty ADJ bracis-19019 188 30 . . PUNCT bracis-19019 189 1 all all DET bracis-19019 189 2 other other ADJ bracis-19019 189 3 bed bed NOUN bracis-19019 189 4 allocation allocation NOUN bracis-19019 189 5 constraints constraint NOUN bracis-19019 189 6 are be AUX bracis-19019 189 7 also also ADV bracis-19019 189 8 modelled model VERB bracis-19019 189 9 as as ADP bracis-19019 189 10 preconditions precondition NOUN bracis-19019 189 11 . . PUNCT bracis-19019 190 1 the the DET bracis-19019 190 2 effects effect NOUN bracis-19019 190 3 generated generate VERB bracis-19019 190 4 by by ADP bracis-19019 190 5 applying apply VERB bracis-19019 190 6 this this DET bracis-19019 190 7 action action NOUN bracis-19019 190 8 are be AUX bracis-19019 190 9 that that SCONJ bracis-19019 190 10 the the DET bracis-19019 190 11 patient patient NOUN bracis-19019 190 12 is be AUX bracis-19019 190 13 now now ADV bracis-19019 190 14 allocated allocate VERB bracis-19019 190 15 , , PUNCT bracis-19019 190 16 the the DET bracis-19019 190 17 room room NOUN bracis-19019 190 18 occupied occupy VERB bracis-19019 190 19 , , PUNCT bracis-19019 190 20 and and CCONJ bracis-19019 190 21 the the DET bracis-19019 190 22 patient patient NOUN bracis-19019 190 23 is be AUX bracis-19019 190 24 allocated allocate VERB bracis-19019 190 25 in in ADP bracis-19019 190 26 that that DET bracis-19019 190 27 room room NOUN bracis-19019 190 28 . . PUNCT bracis-19019 191 1 problem problem NOUN bracis-19019 191 2 files file NOUN bracis-19019 191 3 use use VERB bracis-19019 191 4 domain domain NOUN bracis-19019 191 5 rules rule NOUN bracis-19019 191 6 to to PART bracis-19019 191 7 determine determine VERB bracis-19019 191 8 a a DET bracis-19019 191 9 particular particular ADJ bracis-19019 191 10 problem problem NOUN bracis-19019 191 11 , , PUNCT bracis-19019 191 12 making make VERB bracis-19019 191 13 all all DET bracis-19019 191 14 objects object NOUN bracis-19019 191 15 ( ( PUNCT bracis-19019 191 16 e.g. e.g. ADV bracis-19019 191 17 , , PUNCT bracis-19019 191 18 patients patient NOUN bracis-19019 191 19 and and CCONJ bracis-19019 191 20 beds bed NOUN bracis-19019 191 21 ) ) PUNCT bracis-19019 191 22 and and CCONJ bracis-19019 191 23 objectives objective NOUN bracis-19019 191 24 explicit explicit ADJ bracis-19019 191 25 ( ( PUNCT bracis-19019 191 26 e.g. e.g. ADV bracis-19019 191 27 , , PUNCT bracis-19019 191 28 all all DET bracis-19019 191 29 patients patient NOUN bracis-19019 191 30 must must AUX bracis-19019 191 31 be be AUX bracis-19019 191 32 allocated allocate VERB bracis-19019 191 33 ) ) PUNCT bracis-19019 191 34 . . PUNCT bracis-19019 192 1 for for ADP bracis-19019 192 2 validators validator NOUN bracis-19019 192 3 , , PUNCT bracis-19019 192 4 a a DET bracis-19019 192 5 plan plan NOUN bracis-19019 192 6 file file NOUN bracis-19019 192 7 is be AUX bracis-19019 192 8 also also ADV bracis-19019 192 9 necessary necessary ADJ bracis-19019 192 10 , , PUNCT bracis-19019 192 11 which which PRON bracis-19019 192 12 is be AUX bracis-19019 192 13 simply simply ADV bracis-19019 192 14 a a DET bracis-19019 192 15 set set NOUN bracis-19019 192 16 of of ADP bracis-19019 192 17 actions action NOUN bracis-19019 192 18 to to PART bracis-19019 192 19 be be AUX bracis-19019 192 20 applied apply VERB bracis-19019 192 21 sequentially sequentially ADV bracis-19019 192 22 , , PUNCT bracis-19019 192 23 which which PRON bracis-19019 192 24 lead lead VERB bracis-19019 192 25 to to ADP bracis-19019 192 26 the the DET bracis-19019 192 27 objective objective NOUN bracis-19019 192 28 of of ADP bracis-19019 192 29 the the DET bracis-19019 192 30 problem problem NOUN bracis-19019 192 31 . . PUNCT bracis-19019 193 1 given give VERB bracis-19019 193 2 these these DET bracis-19019 193 3 files file NOUN bracis-19019 193 4 , , PUNCT bracis-19019 193 5 the the DET bracis-19019 193 6 validation validation NOUN bracis-19019 193 7 process process NOUN bracis-19019 193 8 is be AUX bracis-19019 193 9 straightforward straightforward ADJ bracis-19019 193 10 , , PUNCT bracis-19019 193 11 checking check VERB bracis-19019 193 12 if if SCONJ bracis-19019 193 13 each each DET bracis-19019 193 14 action action NOUN bracis-19019 193 15 is be AUX bracis-19019 193 16 applicable applicable ADJ bracis-19019 193 17 and and CCONJ bracis-19019 193 18 then then ADV bracis-19019 193 19 apply apply VERB bracis-19019 193 20 its its PRON bracis-19019 193 21 effects effect NOUN bracis-19019 193 22 . . PUNCT bracis-19019 194 1 an an DET bracis-19019 194 2 action action NOUN bracis-19019 194 3 is be AUX bracis-19019 194 4 only only ADV bracis-19019 194 5 applicable applicable ADJ bracis-19019 194 6 if if SCONJ bracis-19019 194 7 the the DET bracis-19019 194 8 types type NOUN bracis-19019 194 9 of of ADP bracis-19019 194 10 the the DET bracis-19019 194 11 parameters parameter NOUN bracis-19019 194 12 are be AUX bracis-19019 194 13 correct correct ADJ bracis-19019 194 14 ( ( PUNCT bracis-19019 194 15 e.g. e.g. ADV bracis-19019 194 16 , , PUNCT bracis-19019 194 17 the the DET bracis-19019 194 18 action action NOUN bracis-19019 194 19 “ " PUNCT bracis-19019 194 20 aloc aloc NOUN bracis-19019 194 21 bed3 bed3 PROPN bracis-19019 194 22 ” " PUNCT bracis-19019 194 23 does do AUX bracis-19019 194 24 not not PART bracis-19019 194 25 work work VERB bracis-19019 194 26 if if SCONJ bracis-19019 194 27 the the DET bracis-19019 194 28 action action NOUN bracis-19019 194 29 aloc aloc NOUN bracis-19019 194 30 requires require VERB bracis-19019 194 31 a a DET bracis-19019 194 32 patient patient ADJ bracis-19019 194 33 type type NOUN bracis-19019 194 34 ) ) PUNCT bracis-19019 194 35 and and CCONJ bracis-19019 194 36 if if SCONJ bracis-19019 194 37 the the DET bracis-19019 194 38 preconditions precondition NOUN bracis-19019 194 39 have have AUX bracis-19019 194 40 been be AUX bracis-19019 194 41 met meet VERB bracis-19019 194 42 . . PUNCT bracis-19019 195 1 if if SCONJ bracis-19019 195 2 any any DET bracis-19019 195 3 action action NOUN bracis-19019 195 4 is be AUX bracis-19019 195 5 not not PART bracis-19019 195 6 applicable applicable ADJ bracis-19019 195 7 , , PUNCT bracis-19019 195 8 the the DET bracis-19019 195 9 plan plan NOUN bracis-19019 195 10 is be AUX bracis-19019 195 11 considered consider VERB bracis-19019 195 12 flawed flawed ADJ bracis-19019 195 13 . . PUNCT bracis-19019 196 1 if if SCONJ bracis-19019 196 2 all all DET bracis-19019 196 3 actions action NOUN bracis-19019 196 4 are be AUX bracis-19019 196 5 applicable applicable ADJ bracis-19019 196 6 , , PUNCT bracis-19019 196 7 but but CCONJ bracis-19019 196 8 the the DET bracis-19019 196 9 problem problem NOUN bracis-19019 196 10 ’s ’s PART bracis-19019 196 11 objective objective NOUN bracis-19019 196 12 is be AUX bracis-19019 196 13 not not PART bracis-19019 196 14 satisfied satisfied ADJ bracis-19019 196 15 , , PUNCT bracis-19019 196 16 then then ADV bracis-19019 196 17 the the DET bracis-19019 196 18 plan plan NOUN bracis-19019 196 19 is be AUX bracis-19019 196 20 also also ADV bracis-19019 196 21 considered consider VERB bracis-19019 196 22 to to PART bracis-19019 196 23 be be AUX bracis-19019 196 24 flawed flawed ADJ bracis-19019 196 25 . . PUNCT bracis-19019 197 1 the the DET bracis-19019 197 2 plan plan NOUN bracis-19019 197 3 only only ADV bracis-19019 197 4 satisfies satisfy VERB bracis-19019 197 5 the the DET bracis-19019 197 6 problem problem NOUN bracis-19019 197 7 if if SCONJ bracis-19019 197 8 all all DET bracis-19019 197 9 actions action NOUN bracis-19019 197 10 are be AUX bracis-19019 197 11 applicable applicable ADJ bracis-19019 197 12 and and CCONJ bracis-19019 197 13 the the DET bracis-19019 197 14 objective objective NOUN bracis-19019 197 15 is be AUX bracis-19019 197 16 satisfied satisfied ADJ bracis-19019 197 17 after after ADP bracis-19019 197 18 applying apply VERB bracis-19019 197 19 the the DET bracis-19019 197 20 last last ADJ bracis-19019 197 21 action action NOUN bracis-19019 197 22 . . PUNCT bracis-19019 198 1 a a DET bracis-19019 198 2 characteristic characteristic NOUN bracis-19019 198 3 of of ADP bracis-19019 198 4 the the DET bracis-19019 198 5 hospital hospital NOUN bracis-19019 198 6 domain domain NOUN bracis-19019 198 7 is be AUX bracis-19019 198 8 that that SCONJ bracis-19019 198 9 the the DET bracis-19019 198 10 actions action NOUN bracis-19019 198 11 are be AUX bracis-19019 198 12 not not PART bracis-19019 198 13 ordered order VERB bracis-19019 198 14 . . PUNCT bracis-19019 199 1 given give VERB bracis-19019 199 2 a a DET bracis-19019 199 3 suitable suitable ADJ bracis-19019 199 4 set set NOUN bracis-19019 199 5 of of ADP bracis-19019 199 6 allocations allocation NOUN bracis-19019 199 7 , , PUNCT bracis-19019 199 8 any any DET bracis-19019 199 9 order order NOUN bracis-19019 199 10 of of ADP bracis-19019 199 11 execution execution NOUN bracis-19019 199 12 will will AUX bracis-19019 199 13 solve solve VERB bracis-19019 199 14 the the DET bracis-19019 199 15 problem problem NOUN bracis-19019 199 16 , , PUNCT bracis-19019 199 17 which which PRON bracis-19019 199 18 , , PUNCT bracis-19019 199 19 in in ADP bracis-19019 199 20 general general ADJ bracis-19019 199 21 , , PUNCT bracis-19019 199 22 would would AUX bracis-19019 199 23 not not PART bracis-19019 199 24 be be AUX bracis-19019 199 25 the the DET bracis-19019 199 26 case case NOUN bracis-19019 199 27 in in ADP bracis-19019 199 28 other other ADJ bracis-19019 199 29 domains domain NOUN bracis-19019 199 30 . . PUNCT bracis-19019 200 1 this this PRON bracis-19019 200 2 means mean VERB bracis-19019 200 3 that that SCONJ bracis-19019 200 4 for for ADP bracis-19019 200 5 us we PRON bracis-19019 200 6 it it PRON bracis-19019 200 7 is be AUX bracis-19019 200 8 particularly particularly ADV bracis-19019 200 9 useful useful ADJ bracis-19019 200 10 to to PART bracis-19019 200 11 detect detect VERB bracis-19019 200 12 all all DET bracis-19019 200 13 errors error NOUN bracis-19019 200 14 in in ADP bracis-19019 200 15 the the DET bracis-19019 200 16 plan plan NOUN bracis-19019 200 17 and and CCONJ bracis-19019 200 18 not not PART bracis-19019 200 19 just just ADV bracis-19019 200 20 the the DET bracis-19019 200 21 first first ADJ bracis-19019 200 22 . . PUNCT bracis-19019 201 1 in in ADP bracis-19019 201 2 our our PRON bracis-19019 201 3 plan plan NOUN bracis-19019 201 4 validator validator NOUN bracis-19019 201 5 , , PUNCT bracis-19019 201 6 the the DET bracis-19019 201 7 user user NOUN bracis-19019 201 8 has have VERB bracis-19019 201 9 the the DET bracis-19019 201 10 possibility possibility NOUN bracis-19019 201 11 of of ADP bracis-19019 201 12 printing print VERB bracis-19019 201 13 the the DET bracis-19019 201 14 plan plan NOUN bracis-19019 201 15 and and CCONJ bracis-19019 201 16 the the DET bracis-19019 201 17 validation validation NOUN bracis-19019 201 18 result result NOUN bracis-19019 201 19 in in ADP bracis-19019 201 20 the the DET bracis-19019 201 21 terminal terminal NOUN bracis-19019 201 22 through through ADP bracis-19019 201 23 the the DET bracis-19019 201 24 plantest plant ADJ bracis-19019 201 25 function function NOUN bracis-19019 201 26 . . PUNCT bracis-19019 202 1 the the DET bracis-19019 202 2 user user NOUN bracis-19019 202 3 still still ADV bracis-19019 202 4 has have VERB bracis-19019 202 5 the the DET bracis-19019 202 6 possibility possibility NOUN bracis-19019 202 7 , , PUNCT bracis-19019 202 8 through through ADP bracis-19019 202 9 the the DET bracis-19019 202 10 valout(“filename valout(“filename NOUN bracis-19019 202 11 ” " PUNCT bracis-19019 202 12 ) ) PUNCT bracis-19019 202 13 function function NOUN bracis-19019 202 14 , , PUNCT bracis-19019 202 15 to to PART bracis-19019 202 16 obtain obtain VERB bracis-19019 202 17 a a DET bracis-19019 202 18 latex latex NOUN bracis-19019 202 19 file file NOUN bracis-19019 202 20 that that PRON bracis-19019 202 21 generates generate VERB bracis-19019 202 22 a a DET bracis-19019 202 23 pdf pdf NOUN bracis-19019 202 24 with with ADP bracis-19019 202 25 the the DET bracis-19019 202 26 validation validation NOUN bracis-19019 202 27 report report NOUN bracis-19019 202 28 , , PUNCT bracis-19019 202 29 footnote footnote VERB bracis-19019 202 30 12 12 NUM bracis-19019 202 31 the the DET bracis-19019 202 32 result result NOUN bracis-19019 202 33 can can AUX bracis-19019 202 34 also also ADV bracis-19019 202 35 be be AUX bracis-19019 202 36 analysed analyse VERB bracis-19019 202 37 by by ADP bracis-19019 202 38 our our PRON bracis-19019 202 39 intelligent intelligent ADJ bracis-19019 202 40 agent agent NOUN bracis-19019 202 41 to to PART bracis-19019 202 42 give give VERB bracis-19019 202 43 an an DET bracis-19019 202 44 answer answer NOUN bracis-19019 202 45 to to ADP bracis-19019 202 46 the the DET bracis-19019 202 47 user user NOUN bracis-19019 202 48 in in ADP bracis-19019 202 49 natural natural ADJ bracis-19019 202 50 language language NOUN bracis-19019 202 51 . . PUNCT bracis-19019 203 1 as as SCONJ bracis-19019 203 2 the the DET bracis-19019 203 3 validator validator NOUN bracis-19019 203 4 was be AUX bracis-19019 203 5 designed design VERB bracis-19019 203 6 so so ADV bracis-19019 203 7 far far ADV bracis-19019 203 8 thinking think VERB bracis-19019 203 9 about about ADP bracis-19019 203 10 a a DET bracis-19019 203 11 specific specific ADJ bracis-19019 203 12 type type NOUN bracis-19019 203 13 of of ADP bracis-19019 203 14 problem problem NOUN bracis-19019 203 15 , , PUNCT bracis-19019 203 16 we we PRON bracis-19019 203 17 have have AUX bracis-19019 203 18 made make VERB bracis-19019 203 19 , , PUNCT bracis-19019 203 20 for for ADP bracis-19019 203 21 now now ADV bracis-19019 203 22 , , PUNCT bracis-19019 203 23 certain certain ADJ bracis-19019 203 24 restrictions restriction NOUN bracis-19019 203 25 to to PART bracis-19019 203 26 facilitate facilitate VERB bracis-19019 203 27 the the DET bracis-19019 203 28 implementation implementation NOUN bracis-19019 203 29 of of ADP bracis-19019 203 30 an an DET bracis-19019 203 31 initial initial ADJ bracis-19019 203 32 version version NOUN bracis-19019 203 33 of of ADP bracis-19019 203 34 the the DET bracis-19019 203 35 software software NOUN bracis-19019 203 36 . . PUNCT bracis-19019 204 1 in in ADP bracis-19019 204 2 our our PRON bracis-19019 204 3 initial initial ADJ bracis-19019 204 4 version version NOUN bracis-19019 204 5 , , PUNCT bracis-19019 204 6 we we PRON bracis-19019 204 7 have have VERB bracis-19019 204 8 some some DET bracis-19019 204 9 limitations limitation NOUN bracis-19019 204 10 that that PRON bracis-19019 204 11 do do AUX bracis-19019 204 12 not not PART bracis-19019 204 13 negatively negatively ADV bracis-19019 204 14 affect affect VERB bracis-19019 204 15 the the DET bracis-19019 204 16 results result NOUN bracis-19019 204 17 of of ADP bracis-19019 204 18 the the DET bracis-19019 204 19 tasks task NOUN bracis-19019 204 20 for for ADP bracis-19019 204 21 which which PRON bracis-19019 204 22 we we PRON bracis-19019 204 23 are be AUX bracis-19019 204 24 using use VERB bracis-19019 204 25 the the DET bracis-19019 204 26 validator validator NOUN bracis-19019 204 27 , , PUNCT bracis-19019 204 28 but but CCONJ bracis-19019 204 29 that that PRON bracis-19019 204 30 need need VERB bracis-19019 204 31 to to PART bracis-19019 204 32 be be AUX bracis-19019 204 33 resolved resolve VERB bracis-19019 204 34 to to PART bracis-19019 204 35 make make VERB bracis-19019 204 36 our our PRON bracis-19019 204 37 validator validator NOUN bracis-19019 204 38 available available ADJ bracis-19019 204 39 to to ADP bracis-19019 204 40 the the DET bracis-19019 204 41 research research NOUN bracis-19019 204 42 community community NOUN bracis-19019 204 43 to to PART bracis-19019 204 44 use use VERB bracis-19019 204 45 it it PRON bracis-19019 204 46 . . PUNCT bracis-19019 205 1 although although SCONJ bracis-19019 205 2 the the DET bracis-19019 205 3 pddl pddl NOUN bracis-19019 205 4 language language NOUN bracis-19019 205 5 is be AUX bracis-19019 205 6 modular modular ADJ bracis-19019 205 7 , , PUNCT bracis-19019 205 8 some some DET bracis-19019 205 9 specific specific ADJ bracis-19019 205 10 options option NOUN bracis-19019 205 11 are be AUX bracis-19019 205 12 practically practically ADV bracis-19019 205 13 universally universally ADV bracis-19019 205 14 accepted accept VERB bracis-19019 205 15 , , PUNCT bracis-19019 205 16 however however ADV bracis-19019 205 17 not not PART bracis-19019 205 18 all all PRON bracis-19019 205 19 of of ADP bracis-19019 205 20 them they PRON bracis-19019 205 21 have have AUX bracis-19019 205 22 been be AUX bracis-19019 205 23 implemented implement VERB bracis-19019 205 24 yet yet ADV bracis-19019 205 25 . . PUNCT bracis-19019 206 1 in in ADP bracis-19019 206 2 total total NOUN bracis-19019 206 3 , , PUNCT bracis-19019 206 4 our our PRON bracis-19019 206 5 validator validator NOUN bracis-19019 206 6 currently currently ADV bracis-19019 206 7 supports support VERB bracis-19019 206 8 three three NUM bracis-19019 206 9 options option NOUN bracis-19019 206 10 : : PUNCT bracis-19019 206 11 “ " PUNCT bracis-19019 206 12 strips strip NOUN bracis-19019 206 13 ” " PUNCT bracis-19019 206 14 , , PUNCT bracis-19019 206 15 which which PRON bracis-19019 206 16 allows allow VERB bracis-19019 206 17 for for ADP bracis-19019 206 18 actions action NOUN bracis-19019 206 19 to to PART bracis-19019 206 20 add add VERB bracis-19019 206 21 or or CCONJ bracis-19019 206 22 remove remove VERB bracis-19019 206 23 effects effect NOUN bracis-19019 206 24 , , PUNCT bracis-19019 206 25 and and CCONJ bracis-19019 206 26 is be AUX bracis-19019 206 27 required require VERB bracis-19019 206 28 in in ADP bracis-19019 206 29 our our PRON bracis-19019 206 30 validator validator NOUN bracis-19019 206 31 ; ; PUNCT bracis-19019 206 32 “ " PUNCT bracis-19019 206 33 typing type VERB bracis-19019 206 34 ” " PUNCT bracis-19019 206 35 , , PUNCT bracis-19019 206 36 which which PRON bracis-19019 206 37 allows allow VERB bracis-19019 206 38 the the DET bracis-19019 206 39 use use NOUN bracis-19019 206 40 of of ADP bracis-19019 206 41 types type NOUN bracis-19019 206 42 and and CCONJ bracis-19019 206 43 sub sub NOUN bracis-19019 206 44 - - NOUN bracis-19019 206 45 types type NOUN bracis-19019 206 46 ; ; PUNCT bracis-19019 206 47 and and CCONJ bracis-19019 206 48 “ " PUNCT bracis-19019 206 49 equality equality NOUN bracis-19019 206 50 ” " PUNCT bracis-19019 206 51 , , PUNCT bracis-19019 206 52 which which PRON bracis-19019 206 53 allows allow VERB bracis-19019 206 54 the the DET bracis-19019 206 55 use use NOUN bracis-19019 206 56 of of ADP bracis-19019 206 57 equality equality NOUN bracis-19019 206 58 comparisons comparison NOUN bracis-19019 206 59 . . PUNCT bracis-19019 207 1 another another DET bracis-19019 207 2 actual actual ADJ bracis-19019 207 3 limitation limitation NOUN bracis-19019 207 4 is be AUX bracis-19019 207 5 that that SCONJ bracis-19019 207 6 the the DET bracis-19019 207 7 plan plan NOUN bracis-19019 207 8 validator validator NOUN bracis-19019 207 9 was be AUX bracis-19019 207 10 made make VERB bracis-19019 207 11 to to PART bracis-19019 207 12 be be AUX bracis-19019 207 13 used use VERB bracis-19019 207 14 in in ADP bracis-19019 207 15 automatically automatically ADV bracis-19019 207 16 generated generate VERB bracis-19019 207 17 problems problem NOUN bracis-19019 207 18 . . PUNCT bracis-19019 208 1 it it PRON bracis-19019 208 2 considers consider VERB bracis-19019 208 3 that that SCONJ bracis-19019 208 4 the the DET bracis-19019 208 5 pddl pddl NOUN bracis-19019 208 6 files file NOUN bracis-19019 208 7 are be AUX bracis-19019 208 8 semantically semantically ADV bracis-19019 208 9 and and CCONJ bracis-19019 208 10 syntactically syntactically ADV bracis-19019 208 11 correct correct ADJ bracis-19019 208 12 . . PUNCT bracis-19019 209 1 we we PRON bracis-19019 209 2 have have AUX bracis-19019 209 3 not not PART bracis-19019 209 4 yet yet ADV bracis-19019 209 5 implemented implement VERB bracis-19019 209 6 any any DET bracis-19019 209 7 pre pre NOUN bracis-19019 209 8 - - ADJ bracis-19019 209 9 processing processing NOUN bracis-19019 209 10 to to PART bracis-19019 209 11 look look VERB bracis-19019 209 12 for for ADP bracis-19019 209 13 errors error NOUN bracis-19019 209 14 automatically automatically ADV bracis-19019 209 15 , , PUNCT bracis-19019 209 16 but but CCONJ bracis-19019 209 17 we we PRON bracis-19019 209 18 developed develop VERB bracis-19019 209 19 a a DET bracis-19019 209 20 callable callable ADJ bracis-19019 209 21 method method NOUN bracis-19019 209 22 to to PART bracis-19019 209 23 perform perform VERB bracis-19019 209 24 this this DET bracis-19019 209 25 check check NOUN bracis-19019 209 26 . . PUNCT bracis-19019 210 1 the the DET bracis-19019 210 2 current current ADJ bracis-19019 210 3 version version NOUN bracis-19019 210 4 of of ADP bracis-19019 210 5 our our PRON bracis-19019 210 6 plan plan NOUN bracis-19019 210 7 validator validator NOUN bracis-19019 210 8 is be AUX bracis-19019 210 9 available available ADJ bracis-19019 210 10 on on ADP bracis-19019 210 11 github.footnote github.footnote PROPN bracis-19019 210 12 13 13 NUM bracis-19019 210 13 5 5 NUM bracis-19019 210 14 related relate VERB bracis-19019 210 15 work work NOUN bracis-19019 210 16 oliveira oliveira PROPN bracis-19019 210 17 et et PROPN bracis-19019 210 18 al al PROPN bracis-19019 210 19 . . PUNCT bracis-19019 210 20     SPACE bracis-19019 211 1 [ [ X bracis-19019 211 2 13 13 NUM bracis-19019 211 3 ] ] PUNCT bracis-19019 211 4 developed develop VERB bracis-19019 211 5 an an DET bracis-19019 211 6 iterative iterative NOUN bracis-19019 211 7 simulation simulation NOUN bracis-19019 211 8 - - PUNCT bracis-19019 211 9 optimisation optimisation NOUN bracis-19019 211 10 approach approach NOUN bracis-19019 211 11 using use VERB bracis-19019 211 12 an an DET bracis-19019 211 13 evolutionary evolutionary ADJ bracis-19019 211 14 algorithm algorithm NOUN bracis-19019 211 15 to to PART bracis-19019 211 16 optimise optimise VERB bracis-19019 211 17 hospital hospital NOUN bracis-19019 211 18 - - PUNCT bracis-19019 211 19 bed bed NOUN bracis-19019 211 20 allocation allocation NOUN bracis-19019 211 21 . . PUNCT bracis-19019 212 1 they they PRON bracis-19019 212 2 applied apply VERB bracis-19019 212 3 their their PRON bracis-19019 212 4 approach approach NOUN bracis-19019 212 5 using use VERB bracis-19019 212 6 datasets dataset NOUN bracis-19019 212 7 from from ADP bracis-19019 212 8 datasus datasus NOUN bracis-19019 212 9 of of ADP bracis-19019 212 10 minas minas PROPN bracis-19019 212 11 gerais gerais PROPN bracis-19019 212 12 , , PUNCT bracis-19019 212 13 brazil brazil PROPN bracis-19019 212 14 , , PUNCT bracis-19019 212 15 where where SCONJ bracis-19019 212 16 the the DET bracis-19019 212 17 public public ADJ bracis-19019 212 18 health health NOUN bracis-19019 212 19 system system NOUN bracis-19019 212 20 assists assist VERB bracis-19019 212 21 nearly nearly ADV bracis-19019 212 22 80 80 NUM bracis-19019 212 23 % % NOUN bracis-19019 212 24 of of ADP bracis-19019 212 25 the the DET bracis-19019 212 26 patients patient NOUN bracis-19019 212 27 . . PUNCT bracis-19019 213 1 grübler grübler NOUN bracis-19019 213 2 et et PROPN bracis-19019 213 3 al al PROPN bracis-19019 213 4 . . PUNCT bracis-19019 213 5     SPACE bracis-19019 214 1 [ [ X bracis-19019 214 2 9 9 NUM bracis-19019 214 3 ] ] PUNCT bracis-19019 214 4 proposed propose VERB bracis-19019 214 5 a a DET bracis-19019 214 6 model model NOUN bracis-19019 214 7 called call VERB bracis-19019 214 8 imbeds imbed NOUN bracis-19019 214 9 to to PART bracis-19019 214 10 allocate allocate VERB bracis-19019 214 11 patients patient NOUN bracis-19019 214 12 to to ADP bracis-19019 214 13 beds bed NOUN bracis-19019 214 14 . . PUNCT bracis-19019 215 1 imbeds imbed NOUN bracis-19019 215 2 is be AUX bracis-19019 215 3 a a DET bracis-19019 215 4 hybrid hybrid ADJ bracis-19019 215 5 model model NOUN bracis-19019 215 6 that that PRON bracis-19019 215 7 aids aid VERB bracis-19019 215 8 in in ADP bracis-19019 215 9 the the DET bracis-19019 215 10 bed bed NOUN bracis-19019 215 11 selection selection NOUN bracis-19019 215 12 process process NOUN bracis-19019 215 13 , , PUNCT bracis-19019 215 14 using use VERB bracis-19019 215 15 some some DET bracis-19019 215 16 techniques technique NOUN bracis-19019 215 17 that that PRON bracis-19019 215 18 work work VERB bracis-19019 215 19 together together ADV bracis-19019 215 20 to to PART bracis-19019 215 21 manage manage VERB bracis-19019 215 22 a a DET bracis-19019 215 23 waiting waiting NOUN bracis-19019 215 24 list list NOUN bracis-19019 215 25 of of ADP bracis-19019 215 26 emergency emergency NOUN bracis-19019 215 27 patients patient NOUN bracis-19019 215 28 and and CCONJ bracis-19019 215 29 scheduled schedule VERB bracis-19019 215 30 patients patient NOUN bracis-19019 215 31 . . PUNCT bracis-19019 216 1 the the DET bracis-19019 216 2 model model NOUN bracis-19019 216 3 uses use VERB bracis-19019 216 4 an an DET bracis-19019 216 5 artificial artificial ADJ bracis-19019 216 6 neural neural ADJ bracis-19019 216 7 network network NOUN bracis-19019 216 8 ( ( PUNCT bracis-19019 216 9 ann ann PROPN bracis-19019 216 10 ) ) PUNCT bracis-19019 216 11 and and CCONJ bracis-19019 216 12 multiattribute multiattribute NOUN bracis-19019 216 13 value value NOUN bracis-19019 216 14 theory theory NOUN bracis-19019 216 15 ( ( PUNCT bracis-19019 216 16 mavt mavt NOUN bracis-19019 216 17 ) ) PUNCT bracis-19019 216 18 , , PUNCT bracis-19019 216 19 a a DET bracis-19019 216 20 technique technique NOUN bracis-19019 216 21 used use VERB bracis-19019 216 22 for for ADP bracis-19019 216 23 decision decision NOUN bracis-19019 216 24 making making NOUN bracis-19019 216 25 and and CCONJ bracis-19019 216 26 conflict conflict NOUN bracis-19019 216 27 resolution resolution NOUN bracis-19019 216 28 in in ADP bracis-19019 216 29 projects project NOUN bracis-19019 216 30 with with ADP bracis-19019 216 31 multiple multiple ADJ bracis-19019 216 32 criteria criterion NOUN bracis-19019 216 33 , , PUNCT bracis-19019 216 34 using use VERB bracis-19019 216 35 contextual contextual ADJ bracis-19019 216 36 information information NOUN bracis-19019 216 37 about about ADP bracis-19019 216 38 patients patient NOUN bracis-19019 216 39 and and CCONJ bracis-19019 216 40 beds bed NOUN bracis-19019 216 41 . . PUNCT bracis-19019 217 1 they they PRON bracis-19019 217 2 evaluated evaluate VERB bracis-19019 217 3 the the DET bracis-19019 217 4 model model NOUN bracis-19019 217 5 in in ADP bracis-19019 217 6 a a DET bracis-19019 217 7 hospital hospital NOUN bracis-19019 217 8 in in ADP bracis-19019 217 9 porto porto PROPN bracis-19019 217 10 alegre alegre PROPN bracis-19019 217 11 , , PUNCT bracis-19019 217 12 brazil brazil PROPN bracis-19019 217 13 , , PUNCT bracis-19019 217 14 that that PRON bracis-19019 217 15 receives receive VERB bracis-19019 217 16 only only ADV bracis-19019 217 17 patients patient NOUN bracis-19019 217 18 from from ADP bracis-19019 217 19 private private ADJ bracis-19019 217 20 insurance insurance NOUN bracis-19019 217 21 plans plan NOUN bracis-19019 217 22 . . PUNCT bracis-19019 218 1 in in ADP bracis-19019 218 2 teow teow PROPN bracis-19019 218 3 et et PROPN bracis-19019 218 4 al al PROPN bracis-19019 218 5 . . PUNCT bracis-19019 218 6     SPACE bracis-19019 219 1 [ [ X bracis-19019 219 2 19 19 NUM bracis-19019 219 3 ] ] PUNCT bracis-19019 219 4 , , PUNCT bracis-19019 219 5 the the DET bracis-19019 219 6 authors author NOUN bracis-19019 219 7 extracted extract VERB bracis-19019 219 8 data datum NOUN bracis-19019 219 9 from from ADP bracis-19019 219 10 a a DET bracis-19019 219 11 hospital hospital NOUN bracis-19019 219 12 in in ADP bracis-19019 219 13 singapore singapore PROPN bracis-19019 219 14 and and CCONJ bracis-19019 219 15 applied apply VERB bracis-19019 219 16 statistical statistical ADJ bracis-19019 219 17 and and CCONJ bracis-19019 219 18 data datum NOUN bracis-19019 219 19 mining mining NOUN bracis-19019 219 20 approaches approach NOUN bracis-19019 219 21 to to PART bracis-19019 219 22 identify identify VERB bracis-19019 219 23 the the DET bracis-19019 219 24 patterns pattern NOUN bracis-19019 219 25 behind behind ADP bracis-19019 219 26 bed bed NOUN bracis-19019 219 27 overflow overflow NOUN bracis-19019 219 28 . . PUNCT bracis-19019 220 1 their their PRON bracis-19019 220 2 main main ADJ bracis-19019 220 3 objective objective NOUN bracis-19019 220 4 was be AUX bracis-19019 220 5 to to PART bracis-19019 220 6 help help VERB bracis-19019 220 7 the the DET bracis-19019 220 8 hospital hospital NOUN bracis-19019 220 9 devise devise VERB bracis-19019 220 10 strategies strategy NOUN bracis-19019 220 11 to to PART bracis-19019 220 12 reduce reduce VERB bracis-19019 220 13 bed bed NOUN bracis-19019 220 14 overflow overflow NOUN bracis-19019 220 15 and and CCONJ bracis-19019 220 16 improve improve VERB bracis-19019 220 17 patient patient ADJ bracis-19019 220 18 care care NOUN bracis-19019 220 19 . . PUNCT bracis-19019 221 1 differently differently ADV bracis-19019 221 2 from from ADP bracis-19019 221 3 the the DET bracis-19019 221 4 work work NOUN bracis-19019 221 5 described describe VERB bracis-19019 221 6 above above ADV bracis-19019 221 7 , , PUNCT bracis-19019 221 8 not not PART bracis-19019 221 9 only only ADV bracis-19019 221 10 does do AUX bracis-19019 221 11 our our PRON bracis-19019 221 12 approach approach NOUN bracis-19019 221 13 suggest suggest VERB bracis-19019 221 14 and and CCONJ bracis-19019 221 15 validate validate VERB bracis-19019 221 16 bed bed NOUN bracis-19019 221 17 allocations allocation NOUN bracis-19019 221 18 through through ADP bracis-19019 221 19 optimisation optimisation NOUN bracis-19019 221 20 techniques technique NOUN bracis-19019 221 21 but but CCONJ bracis-19019 221 22 it it PRON bracis-19019 221 23 also also ADV bracis-19019 221 24 supports support VERB bracis-19019 221 25 natural natural ADJ bracis-19019 221 26 language language NOUN bracis-19019 221 27 communication communication NOUN bracis-19019 221 28 using use VERB bracis-19019 221 29 chatbots chatbot NOUN bracis-19019 221 30 to to PART bracis-19019 221 31 interact interact VERB bracis-19019 221 32 with with ADP bracis-19019 221 33 the the DET bracis-19019 221 34 users user NOUN bracis-19019 221 35 . . PUNCT bracis-19019 222 1 we we PRON bracis-19019 222 2 believe believe VERB bracis-19019 222 3 our our PRON bracis-19019 222 4 application application NOUN bracis-19019 222 5 makes make VERB bracis-19019 222 6 progress progress NOUN bracis-19019 222 7 towards towards ADP bracis-19019 222 8 existing exist VERB bracis-19019 222 9 needs need NOUN bracis-19019 222 10 in in ADP bracis-19019 222 11 the the DET bracis-19019 222 12 application application NOUN bracis-19019 222 13 of of ADP bracis-19019 222 14 ai ai PROPN bracis-19019 222 15 systems system NOUN bracis-19019 222 16 in in ADP bracis-19019 222 17 domains domain NOUN bracis-19019 222 18 like like ADP bracis-19019 222 19 healthcare healthcare NOUN bracis-19019 222 20 , , PUNCT bracis-19019 222 21 in in ADP bracis-19019 222 22 which which PRON bracis-19019 222 23 agents agent NOUN bracis-19019 222 24 provide provide VERB bracis-19019 222 25 natural natural ADJ bracis-19019 222 26 language language NOUN bracis-19019 222 27 explanations explanation NOUN bracis-19019 222 28 , , PUNCT bracis-19019 222 29 e.g. e.g. ADV bracis-19019 222 30 , , PUNCT bracis-19019 222 31 allocation allocation NOUN bracis-19019 222 32 failure failure NOUN bracis-19019 222 33 in in ADP bracis-19019 222 34 our our PRON bracis-19019 222 35 scenario scenario NOUN bracis-19019 222 36 , , PUNCT bracis-19019 222 37 supporting support VERB bracis-19019 222 38 users user NOUN bracis-19019 222 39 ’ ' PUNCT bracis-19019 222 40 decision decision NOUN bracis-19019 222 41 making make VERB bracis-19019 222 42 rather rather ADV bracis-19019 222 43 than than ADP bracis-19019 222 44 being be AUX bracis-19019 222 45 the the DET bracis-19019 222 46 decision decision NOUN bracis-19019 222 47 makers maker NOUN bracis-19019 222 48 . . PUNCT bracis-19019 223 1 6 6 NUM bracis-19019 223 2 conclusions conclusion NOUN bracis-19019 223 3 this this DET bracis-19019 223 4 paper paper NOUN bracis-19019 223 5 presented present VERB bracis-19019 223 6 an an DET bracis-19019 223 7 approach approach NOUN bracis-19019 223 8 to to PART bracis-19019 223 9 support support VERB bracis-19019 223 10 hospital hospital NOUN bracis-19019 223 11 staff staff NOUN bracis-19019 223 12 during during ADP bracis-19019 223 13 the the DET bracis-19019 223 14 process process NOUN bracis-19019 223 15 of of ADP bracis-19019 223 16 bed bed NOUN bracis-19019 223 17 allocation allocation NOUN bracis-19019 223 18 . . PUNCT bracis-19019 224 1 although although SCONJ bracis-19019 224 2 there there PRON bracis-19019 224 3 is be VERB bracis-19019 224 4 some some DET bracis-19019 224 5 work work NOUN bracis-19019 224 6 in in ADP bracis-19019 224 7 the the DET bracis-19019 224 8 literature literature NOUN bracis-19019 224 9 that that PRON bracis-19019 224 10 intends intend VERB bracis-19019 224 11 to to PART bracis-19019 224 12 make make VERB bracis-19019 224 13 completely completely ADV bracis-19019 224 14 automated automate VERB bracis-19019 224 15 allocations allocation NOUN bracis-19019 224 16 , , PUNCT bracis-19019 224 17 this this DET bracis-19019 224 18 area area NOUN bracis-19019 224 19 of of ADP bracis-19019 224 20 application application NOUN bracis-19019 224 21 has have VERB bracis-19019 224 22 resistance resistance NOUN bracis-19019 224 23 to to ADP bracis-19019 224 24 replacing replace VERB bracis-19019 224 25 human human ADJ bracis-19019 224 26 operators operator NOUN bracis-19019 224 27 with with ADP bracis-19019 224 28 automated automate VERB bracis-19019 224 29 systems system NOUN bracis-19019 224 30 . . PUNCT bracis-19019 225 1 therefore therefore ADV bracis-19019 225 2 , , PUNCT bracis-19019 225 3 in in ADP bracis-19019 225 4 our our PRON bracis-19019 225 5 approach approach NOUN bracis-19019 225 6 , , PUNCT bracis-19019 225 7 we we PRON bracis-19019 225 8 only only ADV bracis-19019 225 9 seek seek VERB bracis-19019 225 10 to to PART bracis-19019 225 11 support support VERB bracis-19019 225 12 the the DET bracis-19019 225 13 decision decision NOUN bracis-19019 225 14 - - PUNCT bracis-19019 225 15 making making NOUN bracis-19019 225 16 of of ADP bracis-19019 225 17 human human ADJ bracis-19019 225 18 professionals professional NOUN bracis-19019 225 19 . . PUNCT bracis-19019 226 1 our our PRON bracis-19019 226 2 approach approach NOUN bracis-19019 226 3 was be AUX bracis-19019 226 4 built build VERB bracis-19019 226 5 based base VERB bracis-19019 226 6 on on ADP bracis-19019 226 7 the the DET bracis-19019 226 8 expertise expertise NOUN bracis-19019 226 9 of of ADP bracis-19019 226 10 professionals professional NOUN bracis-19019 226 11 in in ADP bracis-19019 226 12 the the DET bracis-19019 226 13 field field NOUN bracis-19019 226 14 , , PUNCT bracis-19019 226 15 mainly mainly ADV bracis-19019 226 16 based base VERB bracis-19019 226 17 on on ADP bracis-19019 226 18 an an DET bracis-19019 226 19 interview interview NOUN bracis-19019 226 20 we we PRON bracis-19019 226 21 conducted conduct VERB bracis-19019 226 22 with with ADP bracis-19019 226 23 a a DET bracis-19019 226 24 professional professional ADJ bracis-19019 226 25 responsible responsible ADJ bracis-19019 226 26 for for ADP bracis-19019 226 27 bed bed NOUN bracis-19019 226 28 allocation allocation NOUN bracis-19019 226 29 in in ADP bracis-19019 226 30 a a DET bracis-19019 226 31 local local ADJ bracis-19019 226 32 hospital hospital NOUN bracis-19019 226 33 . . PUNCT bracis-19019 227 1 we we PRON bracis-19019 227 2 evaluated evaluate VERB bracis-19019 227 3 our our PRON bracis-19019 227 4 approach approach NOUN bracis-19019 227 5 at at ADP bracis-19019 227 6 hospital hospital NOUN bracis-19019 227 7 conceição conceição NOUN bracis-19019 227 8 and and CCONJ bracis-19019 227 9 hsl hsl NOUN bracis-19019 227 10 , , PUNCT bracis-19019 227 11 the the DET bracis-19019 227 12 latter latter ADJ bracis-19019 227 13 having have VERB bracis-19019 227 14 practices practice NOUN bracis-19019 227 15 with with ADP bracis-19019 227 16 significant significant ADJ bracis-19019 227 17 differences difference NOUN bracis-19019 227 18 since since SCONJ bracis-19019 227 19 it it PRON bracis-19019 227 20 serves serve VERB bracis-19019 227 21 not not PART bracis-19019 227 22 only only ADV bracis-19019 227 23 sus sus PROPN bracis-19019 227 24 but but CCONJ bracis-19019 227 25 also also ADV bracis-19019 227 26 private private ADJ bracis-19019 227 27 patients patient NOUN bracis-19019 227 28 . . PUNCT bracis-19019 228 1 also also ADV bracis-19019 228 2 , , PUNCT bracis-19019 228 3 we we PRON bracis-19019 228 4 interviewed interview VERB bracis-19019 228 5 a a DET bracis-19019 228 6 doctor doctor NOUN bracis-19019 228 7 that that PRON bracis-19019 228 8 provides provide VERB bracis-19019 228 9 consultancy consultancy NOUN bracis-19019 228 10 to to ADP bracis-19019 228 11 a a DET bracis-19019 228 12 local local ADJ bracis-19019 228 13 hospital hospital NOUN bracis-19019 228 14 in in ADP bracis-19019 228 15 the the DET bracis-19019 228 16 area area NOUN bracis-19019 228 17 of of ADP bracis-19019 228 18 bed bed NOUN bracis-19019 228 19 allocation allocation NOUN bracis-19019 228 20 . . PUNCT bracis-19019 229 1 among among ADP bracis-19019 229 2 the the DET bracis-19019 229 3 points point NOUN bracis-19019 229 4 highlighted highlight VERB bracis-19019 229 5 by by ADP bracis-19019 229 6 the the DET bracis-19019 229 7 professionals professional NOUN bracis-19019 229 8 about about ADP bracis-19019 229 9 our our PRON bracis-19019 229 10 approach approach NOUN bracis-19019 229 11 , , PUNCT bracis-19019 229 12 it it PRON bracis-19019 229 13 has have AUX bracis-19019 229 14 been be AUX bracis-19019 229 15 mentioned mention VERB bracis-19019 229 16 that that SCONJ bracis-19019 229 17 it it PRON bracis-19019 229 18 is be AUX bracis-19019 229 19 easy easy ADJ bracis-19019 229 20 to to PART bracis-19019 229 21 interact interact VERB bracis-19019 229 22 with with ADP bracis-19019 229 23 the the DET bracis-19019 229 24 chatbot chatbot NOUN bracis-19019 229 25 and and CCONJ bracis-19019 229 26 the the DET bracis-19019 229 27 information information NOUN bracis-19019 229 28 contained contain VERB bracis-19019 229 29 in in ADP bracis-19019 229 30 the the DET bracis-19019 229 31 validation validation NOUN bracis-19019 229 32 of of ADP bracis-19019 229 33 allocation allocation NOUN bracis-19019 229 34 are be AUX bracis-19019 229 35 very very ADV bracis-19019 229 36 useful useful ADJ bracis-19019 229 37 for for ADP bracis-19019 229 38 their their PRON bracis-19019 229 39 routine routine NOUN bracis-19019 229 40 . . PUNCT bracis-19019 230 1 some some DET bracis-19019 230 2 good good ADJ bracis-19019 230 3 ideas idea NOUN bracis-19019 230 4 have have AUX bracis-19019 230 5 also also ADV bracis-19019 230 6 been be AUX bracis-19019 230 7 raised raise VERB bracis-19019 230 8 to to PART bracis-19019 230 9 improve improve VERB bracis-19019 230 10 our our PRON bracis-19019 230 11 system system NOUN bracis-19019 230 12 so so SCONJ bracis-19019 230 13 that that SCONJ bracis-19019 230 14 it it PRON bracis-19019 230 15 performs perform VERB bracis-19019 230 16 useful useful ADJ bracis-19019 230 17 tasks task NOUN bracis-19019 230 18 in in ADP bracis-19019 230 19 the the DET bracis-19019 230 20 bed bed NOUN bracis-19019 230 21 - - PUNCT bracis-19019 230 22 allocation allocation NOUN bracis-19019 230 23 routine routine NOUN bracis-19019 230 24 . . PUNCT bracis-19019 231 1 as as SCONJ bracis-19019 231 2 our our PRON bracis-19019 231 3 approach approach NOUN bracis-19019 231 4 was be AUX bracis-19019 231 5 developed develop VERB bracis-19019 231 6 based base VERB bracis-19019 231 7 only only ADV bracis-19019 231 8 on on ADP bracis-19019 231 9 the the DET bracis-19019 231 10 existing exist VERB bracis-19019 231 11 practices practice NOUN bracis-19019 231 12 at at ADP bracis-19019 231 13 hospital hospital NOUN bracis-19019 231 14 conceição conceição NOUN bracis-19019 231 15 , , PUNCT bracis-19019 231 16 the the DET bracis-19019 231 17 analysis analysis NOUN bracis-19019 231 18 made make VERB bracis-19019 231 19 by by ADP bracis-19019 231 20 the the DET bracis-19019 231 21 professionals professional NOUN bracis-19019 231 22 of of ADP bracis-19019 231 23 hsl hsl PROPN bracis-19019 231 24 yielded yield VERB bracis-19019 231 25 many many ADJ bracis-19019 231 26 ideas idea NOUN bracis-19019 231 27 for for SCONJ bracis-19019 231 28 our our PRON bracis-19019 231 29 agent agent NOUN bracis-19019 231 30 to to PART bracis-19019 231 31 be be AUX bracis-19019 231 32 more more ADV bracis-19019 231 33 useful useful ADJ bracis-19019 231 34 in in ADP bracis-19019 231 35 its its PRON bracis-19019 231 36 planned plan VERB bracis-19019 231 37 use use NOUN bracis-19019 231 38 in in ADP bracis-19019 231 39 those those DET bracis-19019 231 40 hospitals hospital NOUN bracis-19019 231 41 . . PUNCT bracis-19019 232 1 through through ADP bracis-19019 232 2 this this DET bracis-19019 232 3 research research NOUN bracis-19019 232 4 , , PUNCT bracis-19019 232 5 we we PRON bracis-19019 232 6 created create VERB bracis-19019 232 7 a a DET bracis-19019 232 8 domain domain NOUN bracis-19019 232 9 knowledge knowledge NOUN bracis-19019 232 10 and and CCONJ bracis-19019 232 11 developed develop VERB bracis-19019 232 12 a a DET bracis-19019 232 13 planning planning NOUN bracis-19019 232 14 domain domain NOUN bracis-19019 232 15 for for ADP bracis-19019 232 16 pddl pddl NOUN bracis-19019 232 17 and and CCONJ bracis-19019 232 18 htn htn NOUN bracis-19019 232 19 planners planner NOUN bracis-19019 232 20 that that PRON bracis-19019 232 21 can can AUX bracis-19019 232 22 also also ADV bracis-19019 232 23 be be AUX bracis-19019 232 24 useful useful ADJ bracis-19019 232 25 for for ADP bracis-19019 232 26 other other ADJ bracis-19019 232 27 projects project NOUN bracis-19019 232 28 that that PRON bracis-19019 232 29 involve involve VERB bracis-19019 232 30 automated automate VERB bracis-19019 232 31 planning planning NOUN bracis-19019 232 32 and and CCONJ bracis-19019 232 33 plan plan VERB bracis-19019 232 34 validation validation NOUN bracis-19019 232 35 . . PUNCT bracis-19019 233 1 as as ADP bracis-19019 233 2 future future ADJ bracis-19019 233 3 work work NOUN bracis-19019 233 4 , , PUNCT bracis-19019 233 5 we we PRON bracis-19019 233 6 intend intend VERB bracis-19019 233 7 to to PART bracis-19019 233 8 investigate investigate VERB bracis-19019 233 9 argumentation argumentation NOUN bracis-19019 233 10 techniques technique NOUN bracis-19019 233 11     SPACE bracis-19019 234 1 [ [ X bracis-19019 234 2 14,15,16 14,15,16 NUM bracis-19019 234 3 ] ] PUNCT bracis-19019 234 4 to to PART bracis-19019 234 5 implement implement VERB bracis-19019 234 6 more more ADJ bracis-19019 234 7 interactive interactive ADJ bracis-19019 234 8 agents agent NOUN bracis-19019 234 9 and and CCONJ bracis-19019 234 10 explain explain VERB bracis-19019 234 11 the the DET bracis-19019 234 12 allocation allocation NOUN bracis-19019 234 13 suggestions suggestion NOUN bracis-19019 234 14 as as SCONJ bracis-19019 234 15 requested request VERB bracis-19019 234 16 by by ADP bracis-19019 234 17 the the DET bracis-19019 234 18 interviewees interviewee NOUN bracis-19019 234 19 . . PUNCT bracis-19019 235 1 we we PRON bracis-19019 235 2 believe believe VERB bracis-19019 235 3 that that SCONJ bracis-19019 235 4 with with ADP bracis-19019 235 5 the the DET bracis-19019 235 6 use use NOUN bracis-19019 235 7 of of ADP bracis-19019 235 8 argumentation argumentation NOUN bracis-19019 235 9 techniques technique NOUN bracis-19019 235 10 , , PUNCT bracis-19019 235 11 intelligent intelligent ADJ bracis-19019 235 12 agents agent NOUN bracis-19019 235 13 will will AUX bracis-19019 235 14 be be AUX bracis-19019 235 15 able able ADJ bracis-19019 235 16 to to PART bracis-19019 235 17 reason reason VERB bracis-19019 235 18 about about ADP bracis-19019 235 19 beds bed NOUN bracis-19019 235 20 and and CCONJ bracis-19019 235 21 patients patient NOUN bracis-19019 235 22 ’ ' PUNCT bracis-19019 235 23 relations relation NOUN bracis-19019 235 24 , , PUNCT bracis-19019 235 25 thus thus ADV bracis-19019 235 26 providing provide VERB bracis-19019 235 27 useful useful ADJ bracis-19019 235 28 explanations explanation NOUN bracis-19019 235 29 that that PRON bracis-19019 235 30 will will AUX bracis-19019 235 31 help help VERB bracis-19019 235 32 the the DET bracis-19019 235 33 users user NOUN bracis-19019 235 34 by by ADP bracis-19019 235 35 saying say VERB bracis-19019 235 36 why why SCONJ bracis-19019 235 37 a a DET bracis-19019 235 38 particular particular ADJ bracis-19019 235 39 suggestion suggestion NOUN bracis-19019 235 40 is be AUX bracis-19019 235 41 being be AUX bracis-19019 235 42 made make VERB bracis-19019 235 43 . . PUNCT bracis-19019 236 1 we we PRON bracis-19019 236 2 intend intend VERB bracis-19019 236 3 to to PART bracis-19019 236 4 integrate integrate VERB bracis-19019 236 5 our our PRON bracis-19019 236 6 approach approach NOUN bracis-19019 236 7 with with ADP bracis-19019 236 8 the the DET bracis-19019 236 9 hospitals hospital NOUN bracis-19019 236 10 ’ ’ PART bracis-19019 236 11 information information NOUN bracis-19019 236 12 systems system NOUN bracis-19019 236 13 , , PUNCT bracis-19019 236 14 which which PRON bracis-19019 236 15 will will AUX bracis-19019 236 16 allow allow VERB bracis-19019 236 17 us we PRON bracis-19019 236 18 to to PART bracis-19019 236 19 make make VERB bracis-19019 236 20 several several ADJ bracis-19019 236 21 queries query NOUN bracis-19019 236 22 as as SCONJ bracis-19019 236 23 suggested suggest VERB bracis-19019 236 24 by by ADP bracis-19019 236 25 the the DET bracis-19019 236 26 experts expert NOUN bracis-19019 236 27 during during ADP bracis-19019 236 28 the the DET bracis-19019 236 29 evaluation evaluation NOUN bracis-19019 236 30 phase phase NOUN bracis-19019 236 31 . . PUNCT bracis-19019 237 1 moreover moreover ADV bracis-19019 237 2 , , PUNCT bracis-19019 237 3 we we PRON bracis-19019 237 4 aim aim VERB bracis-19019 237 5 to to PART bracis-19019 237 6 use use VERB bracis-19019 237 7 natural natural ADJ bracis-19019 237 8 language language NOUN bracis-19019 237 9 models model NOUN bracis-19019 237 10 to to PART bracis-19019 237 11 allow allow VERB bracis-19019 237 12 the the DET bracis-19019 237 13 chatbot chatbot NOUN bracis-19019 237 14 to to PART bracis-19019 237 15 answer answer VERB bracis-19019 237 16 questions question NOUN bracis-19019 237 17 about about ADP bracis-19019 237 18 a a DET bracis-19019 237 19 patient patient NOUN bracis-19019 237 20 ’s ’s PART bracis-19019 237 21 evolution evolution NOUN bracis-19019 237 22 . . PUNCT bracis-19019 238 1 notes note VERB bracis-19019 238 2 1.the 1.the DET bracis-19019 238 3 web web NOUN bracis-19019 238 4 simulator simulator NOUN bracis-19019 238 5 code code NOUN bracis-19019 238 6 is be AUX bracis-19019 238 7 available available ADJ bracis-19019 238 8 at at ADP bracis-19019 238 9     SPACE bracis-19019 238 10 https://github.com/smart-pucrs/bed-allocation-simulator https://github.com/smart-pucrs/bed-allocation-simulator NOUN bracis-19019 238 11 . . PUNCT bracis-19019 239 1 2.the 2.the DET bracis-19019 239 2 agent agent NOUN bracis-19019 239 3 code code NOUN bracis-19019 239 4 is be AUX bracis-19019 239 5 available available ADJ bracis-19019 239 6 at at ADP bracis-19019 239 7     SPACE bracis-19019 239 8 https://github.com/smart-pucrs/jason_assistant_to_bed_allocation https://github.com/smart-pucrs/jason_assistant_to_bed_allocation NOUN bracis-19019 239 9 . . PUNCT bracis-19019 240 1 3.the 3.the DET bracis-19019 240 2 domain domain NOUN bracis-19019 240 3 file file NOUN bracis-19019 240 4 with with ADP bracis-19019 240 5 plans plan NOUN bracis-19019 240 6 and and CCONJ bracis-19019 240 7 problems problem NOUN bracis-19019 240 8 examples example NOUN bracis-19019 240 9 are be AUX bracis-19019 240 10 available available ADJ bracis-19019 240 11 at at ADP bracis-19019 240 12     SPACE bracis-19019 240 13 https://github.com/smart-pucrs/hospital-domain-pddl https://github.com/smart-pucrs/hospital-domain-pddl NOUN bracis-19019 240 14 . . PUNCT bracis-19019 241 1 4.https://dialogflow.com/. 4.https://dialogflow.com/. NUM bracis-19019 241 2 5.https://cloud.google.com/functions/. 5.https://cloud.google.com/functions/. NUM bracis-19019 241 3 6.https://www.asp.net/core/overview/aspnet-vnext 6.https://www.asp.net/core/overview/aspnet-vnext NOUN bracis-19019 241 4 . . PUNCT bracis-19019 242 1 7.https://github.com/smart-pucrs/dial4jaca 7.https://github.com/smart-pucrs/dial4jaca NUM bracis-19019 242 2 . . PUNCT bracis-19019 243 1 8.https://en.wikibooks.org/wiki/glpk 8.https://en.wikibooks.org/wiki/glpk NUM bracis-19019 243 2 . . PUNCT bracis-19019 243 3 9.http://winglpk.sourceforge.net/. 9.http://winglpk.sourceforge.net/. NUM bracis-19019 244 1 10.all 10.all PROPN bracis-19019 244 2 patient patient NOUN bracis-19019 244 3 data datum NOUN bracis-19019 244 4 in in ADP bracis-19019 244 5 our our PRON bracis-19019 244 6 tests test NOUN bracis-19019 244 7 are be AUX bracis-19019 244 8 fictitious fictitious ADJ bracis-19019 244 9 . . PUNCT bracis-19019 245 1 11.the 11.the PRON bracis-19019 245 2 validator validator NOUN bracis-19019 245 3 code code NOUN bracis-19019 245 4 is be AUX bracis-19019 245 5 available available ADJ bracis-19019 245 6 at at ADP bracis-19019 245 7     SPACE bracis-19019 245 8 https://github.com/smart-pucrs/pddl-plan-validator https://github.com/smart-pucrs/pddl-plan-validator NOUN bracis-19019 245 9 . . PROPN bracis-19019 246 1 12.https://github.com/smart-pucrs/pddl-plan-validator/blob/main/latexoutputvalidator.pdf 12.https://github.com/smart-pucrs/pddl-plan-validator/blob/main/latexoutputvalidator.pdf NUM bracis-19019 246 2 . . PUNCT bracis-19019 247 1 13.https://github.com/smart-pucrs/pddl-plan-validator 13.https://github.com/smart-pucrs/pddl-plan-validator NUM bracis-19019 247 2 . . PUNCT bracis-19019 248 1 references reference NOUN bracis-19019 248 2 aeronautiques aeronautique NOUN bracis-19019 248 3 , , PUNCT bracis-19019 248 4 c. c. PROPN bracis-19019 248 5 , , PUNCT bracis-19019 248 6 et et PROPN bracis-19019 248 7 al al PROPN bracis-19019 248 8 . . PROPN bracis-19019 248 9 : : PUNCT bracis-19019 249 1 pddl pddl NOUN bracis-19019 249 2 — — PUNCT bracis-19019 249 3 the the DET bracis-19019 249 4 planning planning NOUN bracis-19019 249 5 domain domain NOUN bracis-19019 249 6 definition definition NOUN bracis-19019 249 7 language language NOUN bracis-19019 249 8 . . PUNCT bracis-19019 250 1 technical technical ADJ bracis-19019 250 2 report report PROPN bracis-19019 250 3 ( ( PUNCT bracis-19019 250 4 1998 1998 NUM bracis-19019 250 5 ) ) PUNCT bracis-19019 250 6 google google PROPN bracis-19019 250 7 scholar scholar NOUN bracis-19019 250 8     SPACE bracis-19019 250 9 ahmadi ahmadi PROPN bracis-19019 250 10 - - PUNCT bracis-19019 250 11 javid javid PROPN bracis-19019 250 12 , , PUNCT bracis-19019 250 13 a. a. PROPN bracis-19019 250 14 , , PUNCT bracis-19019 250 15 seyedi seyedi VERB bracis-19019 250 16 , , PUNCT bracis-19019 250 17 p. p. NOUN bracis-19019 250 18 , , PUNCT bracis-19019 250 19 syam syam NOUN bracis-19019 250 20 , , PUNCT bracis-19019 250 21 s.s s.s PROPN bracis-19019 250 22 . . PROPN bracis-19019 250 23 : : PUNCT bracis-19019 251 1 a a DET bracis-19019 251 2 survey survey NOUN bracis-19019 251 3 of of ADP bracis-19019 251 4 healthcare healthcare PROPN bracis-19019 251 5 facility facility NOUN bracis-19019 251 6 location location NOUN bracis-19019 251 7 . . PUNCT bracis-19019 252 1 comput comput NOUN bracis-19019 252 2 . . PUNCT bracis-19019 253 1 oper oper PROPN bracis-19019 253 2 . . PUNCT bracis-19019 254 1 res re NOUN bracis-19019 254 2 . . PROPN bracis-19019 255 1 79 79 NUM bracis-19019 255 2 , , PUNCT bracis-19019 255 3 223–263 223–263 NUM bracis-19019 255 4 ( ( PUNCT bracis-19019 255 5 2017 2017 NUM bracis-19019 255 6 ) ) PUNCT bracis-19019 255 7 article article NOUN bracis-19019 255 8     SPACE bracis-19019 255 9 mathscinet mathscinet NOUN bracis-19019 255 10     SPACE bracis-19019 255 11 google google PROPN bracis-19019 255 12 scholar scholar NOUN bracis-19019 255 13     SPACE bracis-19019 255 14 behnke behnke NOUN bracis-19019 255 15 , , PUNCT bracis-19019 255 16 g. g. NOUN bracis-19019 255 17 , , PUNCT bracis-19019 255 18 höller höller NOUN bracis-19019 255 19 , , PUNCT bracis-19019 255 20 d. d. PROPN bracis-19019 255 21 , , PUNCT bracis-19019 255 22 biundo biundo PROPN bracis-19019 255 23 , , PUNCT bracis-19019 255 24 s. s. PROPN bracis-19019 255 25 : : PUNCT bracis-19019 256 1 this this PRON bracis-19019 256 2 is be AUX bracis-19019 256 3 a a DET bracis-19019 256 4 solution solution NOUN bracis-19019 256 5 ! ! PUNCT bracis-19019 257 1 ( ( PUNCT bracis-19019 257 2 ... ... PUNCT bracis-19019 257 3 but but CCONJ bracis-19019 257 4 is be AUX bracis-19019 257 5 it it PRON bracis-19019 257 6 though though ADV bracis-19019 257 7 ? ? PUNCT bracis-19019 257 8 ) ) PUNCT bracis-19019 258 1 verifying verify VERB bracis-19019 258 2 solutions solution NOUN bracis-19019 258 3 of of ADP bracis-19019 258 4 hierarchical hierarchical ADJ bracis-19019 258 5 planning planning NOUN bracis-19019 258 6 problems problem NOUN bracis-19019 258 7 . . PUNCT bracis-19019 259 1 in in ADP bracis-19019 259 2 : : PUNCT bracis-19019 259 3 27th 27th ADJ bracis-19019 259 4 international international ADJ bracis-19019 259 5 conference conference NOUN bracis-19019 259 6 on on ADP bracis-19019 259 7 automated automate VERB bracis-19019 259 8 planning planning NOUN bracis-19019 259 9 and and CCONJ bracis-19019 259 10 scheduling scheduling NOUN bracis-19019 259 11 , , PUNCT bracis-19019 259 12 pp pp X bracis-19019 259 13 . . PUNCT bracis-19019 260 1 20–28 20–28 NUM bracis-19019 260 2 ( ( PUNCT bracis-19019 260 3 2017 2017 NUM bracis-19019 260 4 ) ) PUNCT bracis-19019 260 5 google google PROPN bracis-19019 260 6 scholar scholar NOUN bracis-19019 260 7     SPACE bracis-19019 260 8 bordini bordini PROPN bracis-19019 260 9 , , PUNCT bracis-19019 260 10 r.h r.h PROPN bracis-19019 260 11 . . PROPN bracis-19019 260 12 , , PUNCT bracis-19019 260 13 hübner hübner NOUN bracis-19019 260 14 , , PUNCT bracis-19019 260 15 j.f j.f PROPN bracis-19019 260 16 . . PROPN bracis-19019 260 17 , , PUNCT bracis-19019 260 18 wooldridge wooldridge PROPN bracis-19019 260 19 , , PUNCT bracis-19019 260 20 m. m. NOUN bracis-19019 260 21 : : PUNCT bracis-19019 260 22 programming program VERB bracis-19019 260 23 multi multi ADJ bracis-19019 260 24 - - ADJ bracis-19019 260 25 agent agent ADJ bracis-19019 260 26 systems system NOUN bracis-19019 260 27 in in ADP bracis-19019 260 28 agentspeak agentspeak NOUN bracis-19019 260 29 using use VERB bracis-19019 260 30 jason jason PROPN bracis-19019 260 31 . . PUNCT bracis-19019 261 1 wiley wiley PROPN bracis-19019 261 2 , , PUNCT bracis-19019 261 3 hoboken hoboken PROPN bracis-19019 261 4 ( ( PUNCT bracis-19019 261 5 2007 2007 NUM bracis-19019 261 6 ) ) PUNCT bracis-19019 261 7 book book NOUN bracis-19019 261 8     SPACE bracis-19019 261 9 google google PROPN bracis-19019 261 10 scholar scholar NOUN bracis-19019 261 11     SPACE bracis-19019 261 12 engelmann engelmann PROPN bracis-19019 261 13 , , PUNCT bracis-19019 261 14 d. d. PROPN bracis-19019 261 15 , , PUNCT bracis-19019 261 16 et et PROPN bracis-19019 261 17 al al PROPN bracis-19019 261 18 . . PUNCT bracis-19019 261 19 : : PUNCT bracis-19019 262 1 dial4jaca dial4jaca PROPN bracis-19019 262 2 – – PUNCT bracis-19019 262 3 a a DET bracis-19019 262 4 demonstration demonstration NOUN bracis-19019 262 5 . . PUNCT bracis-19019 263 1 in in ADP bracis-19019 263 2 : : PUNCT bracis-19019 263 3 dignum dignum PROPN bracis-19019 263 4 , , PUNCT bracis-19019 263 5 f. f. PROPN bracis-19019 263 6 , , PUNCT bracis-19019 263 7 corchado corchado PROPN bracis-19019 263 8 , , PUNCT bracis-19019 263 9 j.m j.m PROPN bracis-19019 263 10 . . PROPN bracis-19019 263 11 , , PUNCT bracis-19019 263 12 de de PROPN bracis-19019 263 13 la la PROPN bracis-19019 263 14 prieta prieta PROPN bracis-19019 263 15 , , PUNCT bracis-19019 263 16 f. f. PROPN bracis-19019 263 17 ( ( PUNCT bracis-19019 263 18 eds eds PROPN bracis-19019 263 19 . . PUNCT bracis-19019 263 20 ) ) PUNCT bracis-19019 263 21 paams paam NOUN bracis-19019 263 22 2021 2021 NUM bracis-19019 263 23 . . PUNCT bracis-19019 264 1 lncs lncs PROPN bracis-19019 264 2 ( ( PUNCT bracis-19019 264 3 lnai lnai ADJ bracis-19019 264 4 ) ) PUNCT bracis-19019 264 5 , , PUNCT bracis-19019 264 6 vol vol NOUN bracis-19019 264 7 . . PROPN bracis-19019 264 8 12946 12946 NUM bracis-19019 264 9 , , PUNCT bracis-19019 264 10 pp pp ADP bracis-19019 264 11 . . PUNCT bracis-19019 265 1 346–350 346–350 NUM bracis-19019 265 2 . . PUNCT bracis-19019 265 3 springer springer NOUN bracis-19019 265 4 , , PUNCT bracis-19019 265 5 cham cham PROPN bracis-19019 265 6 ( ( PUNCT bracis-19019 265 7 2021 2021 NUM bracis-19019 265 8 ) ) PUNCT bracis-19019 265 9 . . PUNCT bracis-19019 266 1 https://doi.org/10.1007/978-3-030-85739-4_29 https://doi.org/10.1007/978-3-030-85739-4_29 NOUN bracis-19019 266 2 chapter chapter NOUN bracis-19019 266 3     SPACE bracis-19019 266 4 google google PROPN bracis-19019 266 5 scholar scholar NOUN bracis-19019 266 6     SPACE bracis-19019 266 7 engelmann engelmann PROPN bracis-19019 266 8 , , PUNCT bracis-19019 266 9 d. d. PROPN bracis-19019 266 10 , , PUNCT bracis-19019 266 11 et et PROPN bracis-19019 266 12 al al PROPN bracis-19019 266 13 . . PUNCT bracis-19019 266 14 : : PUNCT bracis-19019 266 15 dial4jaca dial4jaca PROPN bracis-19019 266 16 – – PUNCT bracis-19019 266 17 a a DET bracis-19019 266 18 communication communication NOUN bracis-19019 266 19 interface interface NOUN bracis-19019 266 20 between between ADP bracis-19019 266 21 multi multi ADJ bracis-19019 266 22 - - ADJ bracis-19019 266 23 agent agent ADJ bracis-19019 266 24 systems system NOUN bracis-19019 266 25 and and CCONJ bracis-19019 266 26     SPACE bracis-19019 266 27 chatbots chatbot NOUN bracis-19019 266 28 . . PUNCT bracis-19019 267 1 in in ADP bracis-19019 267 2 : : PUNCT bracis-19019 267 3 dignum dignum PROPN bracis-19019 267 4 , , PUNCT bracis-19019 267 5 f. f. PROPN bracis-19019 267 6 , , PUNCT bracis-19019 267 7 corchado corchado PROPN bracis-19019 267 8 , , PUNCT bracis-19019 267 9 j.m j.m PROPN bracis-19019 267 10 . . PROPN bracis-19019 267 11 , , PUNCT bracis-19019 267 12 de de PROPN bracis-19019 267 13 la la PROPN bracis-19019 267 14 prieta prieta PROPN bracis-19019 267 15 , , PUNCT bracis-19019 267 16 f. f. PROPN bracis-19019 267 17 ( ( PUNCT bracis-19019 267 18 eds eds PROPN bracis-19019 267 19 . . PUNCT bracis-19019 267 20 ) ) PUNCT bracis-19019 267 21 paams paam NOUN bracis-19019 267 22 2021 2021 NUM bracis-19019 267 23 . . PUNCT bracis-19019 268 1 lncs lncs PROPN bracis-19019 268 2 ( ( PUNCT bracis-19019 268 3 lnai lnai ADJ bracis-19019 268 4 ) ) PUNCT bracis-19019 268 5 , , PUNCT bracis-19019 268 6 vol vol NOUN bracis-19019 268 7 . . PROPN bracis-19019 268 8 12946 12946 NUM bracis-19019 268 9 , , PUNCT bracis-19019 268 10 pp pp ADV bracis-19019 268 11 . . PUNCT bracis-19019 269 1 77–88 77–88 NUM bracis-19019 269 2 . . PUNCT bracis-19019 270 1 springer springer NOUN bracis-19019 270 2 , , PUNCT bracis-19019 270 3 cham cham PROPN bracis-19019 270 4 ( ( PUNCT bracis-19019 270 5 2021 2021 NUM bracis-19019 270 6 ) ) PUNCT bracis-19019 270 7 . . PUNCT bracis-19019 271 1 https://doi.org/10.1007/978-3-030-85739-4_7 https://doi.org/10.1007/978-3-030-85739-4_7 PRON bracis-19019 271 2 chapter chapter NOUN bracis-19019 271 3     SPACE bracis-19019 271 4 google google PROPN bracis-19019 271 5 scholar scholar NOUN bracis-19019 271 6     SPACE bracis-19019 271 7 fox fox PROPN bracis-19019 271 8 , , PUNCT bracis-19019 271 9 m. m. NOUN bracis-19019 271 10 , , PUNCT bracis-19019 271 11 howey howey PROPN bracis-19019 271 12 , , PUNCT bracis-19019 271 13 r. r. PROPN bracis-19019 271 14 , , PUNCT bracis-19019 271 15 long long ADV bracis-19019 271 16 , , PUNCT bracis-19019 271 17 d. d. PROPN bracis-19019 271 18 : : PUNCT bracis-19019 271 19 validating validate VERB bracis-19019 271 20 plans plan NOUN bracis-19019 271 21 in in ADP bracis-19019 271 22 the the DET bracis-19019 271 23 context context NOUN bracis-19019 271 24 of of ADP bracis-19019 271 25 processes process NOUN bracis-19019 271 26 and and CCONJ bracis-19019 271 27 exogenous exogenous ADJ bracis-19019 271 28 events event NOUN bracis-19019 271 29 . . PUNCT bracis-19019 272 1 in in ADP bracis-19019 272 2 : : PUNCT bracis-19019 272 3 20th 20th ADJ bracis-19019 272 4 national national ADJ bracis-19019 272 5 conference conference NOUN bracis-19019 272 6 on on ADP bracis-19019 272 7 artificial artificial ADJ bracis-19019 272 8 intelligence intelligence NOUN bracis-19019 272 9 and and CCONJ bracis-19019 272 10 the the DET bracis-19019 272 11 seventeenth seventeenth ADJ bracis-19019 272 12 innovative innovative ADJ bracis-19019 272 13 applications application NOUN bracis-19019 272 14 of of ADP bracis-19019 272 15 artificial artificial ADJ bracis-19019 272 16 intelligence intelligence NOUN bracis-19019 272 17 conference conference NOUN bracis-19019 272 18 , , PUNCT bracis-19019 272 19 pp pp X bracis-19019 272 20 . . PUNCT bracis-19019 273 1 1151–1156 1151–1156 NUM bracis-19019 273 2 ( ( PUNCT bracis-19019 273 3 2005 2005 NUM bracis-19019 273 4 ) ) PUNCT bracis-19019 273 5 google google PROPN bracis-19019 273 6 scholar scholar NOUN bracis-19019 273 7     SPACE bracis-19019 273 8 ghc ghc NOUN bracis-19019 273 9 : : PUNCT bracis-19019 273 10 hospital hospital NOUN bracis-19019 273 11 conceição conceição NOUN bracis-19019 273 12 ( ( PUNCT bracis-19019 273 13 2019 2019 NUM bracis-19019 273 14 ) ) PUNCT bracis-19019 273 15 . . PUNCT bracis-19019 274 1 https://www.ghc.com.br/default.asp?idmenu=unidades&idsubmenu=1 https://www.ghc.com.br/default.asp?idmenu=unidades&idsubmenu=1 PROPN bracis-19019 274 2 grübler grübler NOUN bracis-19019 274 3 , , PUNCT bracis-19019 274 4 m.d.s m.d.s PROPN bracis-19019 274 5 . . PROPN bracis-19019 274 6 , , PUNCT bracis-19019 274 7 da da PROPN bracis-19019 274 8 costa costa PROPN bracis-19019 274 9 , , PUNCT bracis-19019 274 10 c.a c.a PROPN bracis-19019 274 11 . . PROPN bracis-19019 274 12 , , PUNCT bracis-19019 274 13 righi righi PROPN bracis-19019 274 14 , , PUNCT bracis-19019 274 15 r. r. PROPN bracis-19019 274 16 , , PUNCT bracis-19019 274 17 rigo rigo PROPN bracis-19019 274 18 , , PUNCT bracis-19019 274 19 s. s. PROPN bracis-19019 274 20 , , PUNCT bracis-19019 274 21 chiwiacowsky chiwiacowsky NOUN bracis-19019 274 22 , , PUNCT bracis-19019 274 23 l. l. PROPN bracis-19019 274 24 : : PUNCT bracis-19019 274 25 a a DET bracis-19019 274 26 hospital hospital NOUN bracis-19019 274 27 bed bed NOUN bracis-19019 274 28 allocation allocation NOUN bracis-19019 274 29 hybrid hybrid NOUN bracis-19019 274 30 model model NOUN bracis-19019 274 31 based base VERB bracis-19019 274 32 on on ADP bracis-19019 274 33 situation situation NOUN bracis-19019 274 34 awareness awareness NOUN bracis-19019 274 35 . . PUNCT bracis-19019 275 1 comput comput NOUN bracis-19019 275 2 . . PUNCT bracis-19019 276 1 inform inform NOUN bracis-19019 276 2 . . PUNCT bracis-19019 277 1 nurs nur VERB bracis-19019 277 2 . . PUNCT bracis-19019 278 1 36 36 NUM bracis-19019 278 2 , , PUNCT bracis-19019 278 3 249–255 249–255 NUM bracis-19019 278 4 ( ( PUNCT bracis-19019 278 5 2018 2018 NUM bracis-19019 278 6 ) ) PUNCT bracis-19019 278 7 article article NOUN bracis-19019 278 8     SPACE bracis-19019 278 9 google google PROPN bracis-19019 278 10 scholar scholar NOUN bracis-19019 278 11     SPACE bracis-19019 278 12 howey howey PROPN bracis-19019 278 13 , , PUNCT bracis-19019 278 14 r. r. PROPN bracis-19019 278 15 , , PUNCT bracis-19019 278 16 long long ADV bracis-19019 278 17 , , PUNCT bracis-19019 278 18 d. d. PROPN bracis-19019 278 19 , , PUNCT bracis-19019 278 20 fox fox PROPN bracis-19019 278 21 , , PUNCT bracis-19019 278 22 m. m. NOUN bracis-19019 278 23 : : PUNCT bracis-19019 278 24 val val NOUN bracis-19019 278 25 : : PUNCT bracis-19019 278 26 automatic automatic ADJ bracis-19019 278 27 plan plan NOUN bracis-19019 278 28 validation validation NOUN bracis-19019 278 29 , , PUNCT bracis-19019 278 30 continuous continuous ADJ bracis-19019 278 31 effects effect NOUN bracis-19019 278 32 and and CCONJ bracis-19019 278 33 mixed mixed ADJ bracis-19019 278 34 initiative initiative NOUN bracis-19019 278 35 planning planning NOUN bracis-19019 278 36 using use VERB bracis-19019 278 37 pddl pddl NOUN bracis-19019 278 38 . . PUNCT bracis-19019 279 1 in in ADP bracis-19019 279 2 : : PUNCT bracis-19019 279 3 16th 16th ADJ bracis-19019 279 4 international international ADJ bracis-19019 279 5 conference conference NOUN bracis-19019 279 6 on on ADP bracis-19019 279 7 tools tool NOUN bracis-19019 279 8 with with ADP bracis-19019 279 9 artificial artificial ADJ bracis-19019 279 10 intelligence intelligence NOUN bracis-19019 279 11 , , PUNCT bracis-19019 279 12 pp pp ADJ bracis-19019 279 13 . . PUNCT bracis-19019 280 1 294–301 294–301 NUM bracis-19019 280 2 ( ( PUNCT bracis-19019 280 3 2004 2004 NUM bracis-19019 280 4 ) ) PUNCT bracis-19019 280 5 google google PROPN bracis-19019 280 6 scholar scholar NOUN bracis-19019 280 7     SPACE bracis-19019 280 8 matos matos PROPN bracis-19019 280 9 , , PUNCT bracis-19019 280 10 j. j. PROPN bracis-19019 280 11 , , PUNCT bracis-19019 280 12 rodrigues rodrigues PROPN bracis-19019 280 13 , , PUNCT bracis-19019 280 14 p.p p.p PROPN bracis-19019 280 15 . . PUNCT bracis-19019 280 16 : : PUNCT bracis-19019 280 17 modeling model VERB bracis-19019 280 18 decisions decision NOUN bracis-19019 280 19 for for ADP bracis-19019 280 20 hospital hospital NOUN bracis-19019 280 21 bed bed NOUN bracis-19019 280 22 management management NOUN bracis-19019 280 23 a a DET bracis-19019 280 24 review review NOUN bracis-19019 280 25 . . PUNCT bracis-19019 281 1 in in ADP bracis-19019 281 2 : : PUNCT bracis-19019 281 3 4th 4th ADJ bracis-19019 281 4 international international ADJ bracis-19019 281 5 conference conference NOUN bracis-19019 281 6 on on ADP bracis-19019 281 7 health health NOUN bracis-19019 281 8 informatics informatic NOUN bracis-19019 281 9 , , PUNCT bracis-19019 281 10 pp pp ADV bracis-19019 281 11 . . PUNCT bracis-19019 282 1 504–507 504–507 NUM bracis-19019 282 2 ( ( PUNCT bracis-19019 282 3 2011 2011 NUM bracis-19019 282 4 ) ) PUNCT bracis-19019 282 5 google google PROPN bracis-19019 282 6 scholar scholar NOUN bracis-19019 282 7     SPACE bracis-19019 282 8 ministério ministério NOUN bracis-19019 282 9 da da PROPN bracis-19019 282 10 saúde saúde PROPN bracis-19019 282 11 : : PUNCT bracis-19019 282 12 manual manual NOUN bracis-19019 282 13 de de ADP bracis-19019 282 14 implantação implantação PROPN bracis-19019 282 15 e e PROPN bracis-19019 282 16 implementação implementação X bracis-19019 282 17 : : PUNCT bracis-19019 282 18 núcleo núcleo PROPN bracis-19019 282 19 interno interno PROPN bracis-19019 282 20 de de PROPN bracis-19019 282 21 regulação regulação PROPN bracis-19019 282 22 para para PROPN bracis-19019 282 23 hospitais hospitais PROPN bracis-19019 282 24 gerais gerais PROPN bracis-19019 282 25 e e NOUN bracis-19019 282 26 especializados especializado NOUN bracis-19019 282 27 . . PUNCT bracis-19019 283 1 technical technical ADJ bracis-19019 283 2 report report NOUN bracis-19019 283 3 , , PUNCT bracis-19019 283 4 ministério ministério PROPN bracis-19019 283 5 da da PROPN bracis-19019 283 6 saúde saúde PROPN bracis-19019 283 7 , , PUNCT bracis-19019 283 8 secretaria secretaria PROPN bracis-19019 283 9 de de PROPN bracis-19019 283 10 atenção atenção PROPN bracis-19019 283 11 à à PROPN bracis-19019 283 12 saúde saúde PROPN bracis-19019 283 13 , , PUNCT bracis-19019 283 14 departamento departamento PROPN bracis-19019 283 15 de de PROPN bracis-19019 283 16 atenção atenção PROPN bracis-19019 283 17 hospitalar hospitalar PROPN bracis-19019 283 18 e e PROPN bracis-19019 283 19 de de X bracis-19019 283 20 urgência urgência PROPN bracis-19019 283 21 ( ( PUNCT bracis-19019 283 22 2017 2017 NUM bracis-19019 283 23 ) ) PUNCT bracis-19019 283 24 google google NOUN bracis-19019 283 25 scholar scholar NOUN bracis-19019 283 26     SPACE bracis-19019 283 27 e e PROPN bracis-19019 283 28 oliveira oliveira PROPN bracis-19019 283 29 , , PUNCT bracis-19019 283 30 b. b. PROPN bracis-19019 283 31 , , PUNCT bracis-19019 283 32 de de PROPN bracis-19019 283 33 vasconcelos vasconcelos PROPN bracis-19019 283 34 , , PUNCT bracis-19019 283 35 j. j. PROPN bracis-19019 283 36 , , PUNCT bracis-19019 283 37 almeida almeida PROPN bracis-19019 283 38 , , PUNCT bracis-19019 283 39 j. j. PROPN bracis-19019 283 40 , , PUNCT bracis-19019 283 41 pinto pinto PROPN bracis-19019 283 42 , , PUNCT bracis-19019 283 43 l. l. PROPN bracis-19019 283 44 : : PUNCT bracis-19019 283 45 a a DET bracis-19019 283 46 simulation simulation NOUN bracis-19019 283 47 - - PUNCT bracis-19019 283 48 optimisation optimisation NOUN bracis-19019 283 49 approach approach NOUN bracis-19019 283 50 for for ADP bracis-19019 283 51 hospital hospital NOUN bracis-19019 283 52 beds bed NOUN bracis-19019 283 53 allocation allocation NOUN bracis-19019 283 54 . . PUNCT bracis-19019 284 1 int int NOUN bracis-19019 284 2 . . PUNCT bracis-19019 285 1 j. j. PROPN bracis-19019 285 2 med med PROPN bracis-19019 285 3 . . PUNCT bracis-19019 286 1 inform inform NOUN bracis-19019 286 2 . . PUNCT bracis-19019 287 1 141 141 NUM bracis-19019 287 2 , , PUNCT bracis-19019 287 3 104174 104174 NUM bracis-19019 287 4 ( ( PUNCT bracis-19019 287 5 2020 2020 NUM bracis-19019 287 6 ) ) PUNCT bracis-19019 287 7 google google PROPN bracis-19019 287 8 scholar scholar NOUN bracis-19019 287 9     SPACE bracis-19019 287 10 panisson panisson NOUN bracis-19019 287 11 , , PUNCT bracis-19019 287 12 a.r a.r PROPN bracis-19019 287 13 . . PROPN bracis-19019 287 14 , , PUNCT bracis-19019 287 15 bordini bordini PROPN bracis-19019 287 16 , , PUNCT bracis-19019 287 17 r.h r.h PROPN bracis-19019 287 18 . . PROPN bracis-19019 287 19 : : PUNCT bracis-19019 288 1 knowledge knowledge NOUN bracis-19019 288 2 representation representation NOUN bracis-19019 288 3 for for ADP bracis-19019 288 4 argumentation argumentation NOUN bracis-19019 288 5 in in ADP bracis-19019 288 6 agent agent NOUN bracis-19019 288 7 - - PUNCT bracis-19019 288 8 oriented orient VERB bracis-19019 288 9 programming programming NOUN bracis-19019 288 10 languages language NOUN bracis-19019 288 11 . . PUNCT bracis-19019 289 1 in in ADP bracis-19019 289 2 : : PUNCT bracis-19019 289 3 2016 2016 NUM bracis-19019 289 4 brazilian brazilian ADJ bracis-19019 289 5 conference conference NOUN bracis-19019 289 6 on on ADP bracis-19019 289 7 intelligent intelligent ADJ bracis-19019 289 8 systems system NOUN bracis-19019 289 9 , , PUNCT bracis-19019 289 10 bracis bracis NOUN bracis-19019 289 11 ( ( PUNCT bracis-19019 289 12 2016 2016 NUM bracis-19019 289 13 ) ) PUNCT bracis-19019 289 14 google google PROPN bracis-19019 289 15 scholar scholar NOUN bracis-19019 289 16     SPACE bracis-19019 289 17 panisson panisson NOUN bracis-19019 289 18 , , PUNCT bracis-19019 289 19 a.r a.r PROPN bracis-19019 289 20 . . PROPN bracis-19019 289 21 , , PUNCT bracis-19019 289 22 bordini bordini PROPN bracis-19019 289 23 , , PUNCT bracis-19019 289 24 r.h r.h PROPN bracis-19019 289 25 . . PROPN bracis-19019 289 26 : : PUNCT bracis-19019 289 27 towards towards ADP bracis-19019 289 28 a a DET bracis-19019 289 29 computational computational ADJ bracis-19019 289 30 model model NOUN bracis-19019 289 31 of of ADP bracis-19019 289 32 argumentation argumentation NOUN bracis-19019 289 33 schemes scheme NOUN bracis-19019 289 34 in in ADP bracis-19019 289 35 agent agent NOUN bracis-19019 289 36 - - PUNCT bracis-19019 289 37 oriented orient VERB bracis-19019 289 38 programming programming NOUN bracis-19019 289 39 languages language NOUN bracis-19019 289 40 . . PUNCT bracis-19019 290 1 in in ADP bracis-19019 290 2 : : PUNCT bracis-19019 290 3 ieee ieee NOUN bracis-19019 290 4 / / SYM bracis-19019 290 5 wic wic PROPN bracis-19019 290 6 / / SYM bracis-19019 290 7 acm acm PROPN bracis-19019 290 8 international international ADJ bracis-19019 290 9 joint joint ADJ bracis-19019 290 10 conference conference NOUN bracis-19019 290 11 on on ADP bracis-19019 290 12 web web NOUN bracis-19019 290 13 intelligence intelligence NOUN bracis-19019 290 14 and and CCONJ bracis-19019 290 15 intelligent intelligent ADJ bracis-19019 290 16 agent agent NOUN bracis-19019 290 17 technology technology NOUN bracis-19019 290 18 ( ( PUNCT bracis-19019 290 19 wi wi PROPN bracis-19019 290 20 - - PUNCT bracis-19019 290 21 iat iat PROPN bracis-19019 290 22 ) ) PUNCT bracis-19019 290 23 ( ( PUNCT bracis-19019 290 24 2020 2020 NUM bracis-19019 290 25 ) ) PUNCT bracis-19019 290 26 google google PROPN bracis-19019 290 27 scholar scholar NOUN bracis-19019 290 28     SPACE bracis-19019 290 29 panisson panisson NOUN bracis-19019 290 30 , , PUNCT bracis-19019 290 31 a.r a.r PROPN bracis-19019 290 32 . . PROPN bracis-19019 290 33 , , PUNCT bracis-19019 290 34 engelmann engelmann PROPN bracis-19019 290 35 , , PUNCT bracis-19019 290 36 d. d. PROPN bracis-19019 290 37 , , PUNCT bracis-19019 290 38 bordini bordini PROPN bracis-19019 290 39 , , PUNCT bracis-19019 290 40 r.h r.h PROPN bracis-19019 290 41 . . PROPN bracis-19019 290 42 : : PUNCT bracis-19019 290 43 engineering engineer VERB bracis-19019 290 44 explainable explainable ADJ bracis-19019 290 45 agents agent NOUN bracis-19019 290 46 : : PUNCT bracis-19019 290 47 an an DET bracis-19019 290 48 argumentation argumentation NOUN bracis-19019 290 49 - - PUNCT bracis-19019 290 50 based base VERB bracis-19019 290 51 approach approach NOUN bracis-19019 290 52 . . PUNCT bracis-19019 291 1 in in ADP bracis-19019 291 2 : : PUNCT bracis-19019 291 3 international international ADJ bracis-19019 291 4 workshop workshop NOUN bracis-19019 291 5 on on ADP bracis-19019 291 6 engineering engineer VERB bracis-19019 291 7 multi multi ADJ bracis-19019 291 8 - - ADJ bracis-19019 291 9 agent agent ADJ bracis-19019 291 10 systems system NOUN bracis-19019 291 11 ( ( PUNCT bracis-19019 291 12 emas emas PROPN bracis-19019 291 13 ) ) PUNCT bracis-19019 291 14 ( ( PUNCT bracis-19019 291 15 2021 2021 NUM bracis-19019 291 16 ) ) PUNCT bracis-19019 291 17 google google NOUN bracis-19019 291 18 scholar scholar NOUN bracis-19019 291 19     SPACE bracis-19019 291 20 pinto pinto NOUN bracis-19019 291 21 , , PUNCT bracis-19019 291 22 l.r l.r PROPN bracis-19019 291 23 . . PROPN bracis-19019 291 24 , , PUNCT bracis-19019 291 25 de de PROPN bracis-19019 291 26 campos campos PROPN bracis-19019 291 27 , , PUNCT bracis-19019 291 28 f.c.c f.c.c PROPN bracis-19019 291 29 . . PROPN bracis-19019 291 30 , , PUNCT bracis-19019 291 31 perpétuo perpétuo NOUN bracis-19019 291 32 , , PUNCT bracis-19019 291 33 i.h.o i.h.o NOUN bracis-19019 291 34 . . PUNCT bracis-19019 291 35 , , PUNCT bracis-19019 291 36 ribeiro ribeiro PROPN bracis-19019 291 37 , , PUNCT bracis-19019 291 38 y.c.n.m.b y.c.n.m.b PROPN bracis-19019 291 39 . . PUNCT bracis-19019 291 40 : : PUNCT bracis-19019 292 1 analysis analysis NOUN bracis-19019 292 2 of of ADP bracis-19019 292 3 hospital hospital NOUN bracis-19019 292 4 bed bed NOUN bracis-19019 292 5 capacity capacity NOUN bracis-19019 292 6 via via ADP bracis-19019 292 7 queuing queue VERB bracis-19019 292 8 theory theory NOUN bracis-19019 292 9 and and CCONJ bracis-19019 292 10 simulation simulation NOUN bracis-19019 292 11 . . PUNCT bracis-19019 293 1 in in ADP bracis-19019 293 2 : : PUNCT bracis-19019 293 3 proceedings proceeding NOUN bracis-19019 293 4 of of ADP bracis-19019 293 5 the the DET bracis-19019 293 6 winter winter NOUN bracis-19019 293 7 simulation simulation PROPN bracis-19019 293 8 conference conference PROPN bracis-19019 293 9 2014 2014 NUM bracis-19019 293 10 , , PUNCT bracis-19019 293 11 pp pp ADP bracis-19019 293 12 . . PUNCT bracis-19019 293 13 1281–1292 1281–1292 NUM bracis-19019 293 14 . . PUNCT bracis-19019 294 1 ieee ieee NOUN bracis-19019 294 2 ( ( PUNCT bracis-19019 294 3 2014 2014 NUM bracis-19019 294 4 ) ) PUNCT bracis-19019 294 5 google google NOUN bracis-19019 294 6 scholar scholar NOUN bracis-19019 294 7     SPACE bracis-19019 294 8 proudlove proudlove NOUN bracis-19019 294 9 , , PUNCT bracis-19019 294 10 n.c n.c PROPN bracis-19019 294 11 . . PROPN bracis-19019 294 12 , , PUNCT bracis-19019 294 13 gordon gordon PROPN bracis-19019 294 14 , , PUNCT bracis-19019 294 15 k. k. PROPN bracis-19019 294 16 , , PUNCT bracis-19019 294 17 boaden boaden PROPN bracis-19019 294 18 , , PUNCT bracis-19019 294 19 r. r. PROPN bracis-19019 294 20 : : PUNCT bracis-19019 294 21 can can AUX bracis-19019 294 22 good good ADJ bracis-19019 294 23 bed bed NOUN bracis-19019 294 24 management management NOUN bracis-19019 294 25 solve solve VERB bracis-19019 294 26 the the DET bracis-19019 294 27 overcrowding overcrowding NOUN bracis-19019 294 28 in in ADP bracis-19019 294 29 accident accident NOUN bracis-19019 294 30 and and CCONJ bracis-19019 294 31 emergency emergency NOUN bracis-19019 294 32 departments department NOUN bracis-19019 294 33 ? ? PUNCT bracis-19019 295 1 emerg emerg PROPN bracis-19019 295 2 . . PUNCT bracis-19019 296 1 med med PROPN bracis-19019 296 2 . . PUNCT bracis-19019 297 1 j. j. PROPN bracis-19019 297 2 20 20 PROPN bracis-19019 297 3 , , PUNCT bracis-19019 297 4 149–155 149–155 NUM bracis-19019 297 5 ( ( PUNCT bracis-19019 297 6 2003 2003 NUM bracis-19019 297 7 ) ) PUNCT bracis-19019 297 8 article article NOUN bracis-19019 297 9     SPACE bracis-19019 297 10 google google PROPN bracis-19019 297 11 scholar scholar NOUN bracis-19019 297 12     SPACE bracis-19019 297 13 teow teow PROPN bracis-19019 297 14 , , PUNCT bracis-19019 297 15 k.l k.l PROPN bracis-19019 297 16 . . PROPN bracis-19019 297 17 , , PUNCT bracis-19019 297 18 el el PROPN bracis-19019 297 19 - - NOUN bracis-19019 297 20 darzi darzi NOUN bracis-19019 297 21 , , PUNCT bracis-19019 297 22 e. e. PROPN bracis-19019 297 23 , , PUNCT bracis-19019 297 24 foo foo PROPN bracis-19019 297 25 , , PUNCT bracis-19019 297 26 c. c. NOUN bracis-19019 297 27 , , PUNCT bracis-19019 297 28 jin jin NOUN bracis-19019 297 29 , , PUNCT bracis-19019 297 30 x. x. PROPN bracis-19019 297 31 , , PUNCT bracis-19019 297 32 sim sim PROPN bracis-19019 297 33 , , PUNCT bracis-19019 297 34 j. j. PROPN bracis-19019 297 35 : : PUNCT bracis-19019 297 36 intelligent intelligent ADJ bracis-19019 297 37 analysis analysis NOUN bracis-19019 297 38 of of ADP bracis-19019 297 39 acute acute ADJ bracis-19019 297 40 bed bed NOUN bracis-19019 297 41 overflow overflow NOUN bracis-19019 297 42 in in ADP bracis-19019 297 43 a a DET bracis-19019 297 44 tertiary tertiary ADJ bracis-19019 297 45 hospital hospital NOUN bracis-19019 297 46 in in ADP bracis-19019 297 47 singapore singapore PROPN bracis-19019 297 48 . . PUNCT bracis-19019 298 1 j. j. PROPN bracis-19019 298 2 med med PROPN bracis-19019 298 3 . . PUNCT bracis-19019 299 1 syst syst PROPN bracis-19019 299 2 . . PUNCT bracis-19019 300 1 36 36 NUM bracis-19019 300 2 , , PUNCT bracis-19019 300 3 1873–1882 1873–1882 NUM bracis-19019 300 4 ( ( PUNCT bracis-19019 300 5 2012 2012 NUM bracis-19019 300 6 ) ) PUNCT bracis-19019 300 7 article article NOUN bracis-19019 300 8     SPACE bracis-19019 300 9 google google PROPN bracis-19019 300 10 scholar scholar NOUN bracis-19019 300 11     SPACE bracis-19019 300 12 tsai tsai PROPN bracis-19019 300 13 , , PUNCT bracis-19019 300 14 j.c.h j.c.h ADJ bracis-19019 300 15 . . PUNCT bracis-19019 300 16 , , PUNCT bracis-19019 300 17 et et PROPN bracis-19019 300 18 al al PROPN bracis-19019 300 19 . . PROPN bracis-19019 300 20 : : PUNCT bracis-19019 301 1 adjusting adjust VERB bracis-19019 301 2 daily daily ADJ bracis-19019 301 3 inpatient inpatient NOUN bracis-19019 301 4 bed bed NOUN bracis-19019 301 5 allocation allocation NOUN bracis-19019 301 6 to to PART bracis-19019 301 7 smooth smooth VERB bracis-19019 301 8 emergency emergency NOUN bracis-19019 301 9 department department PROPN bracis-19019 301 10 occupancy occupancy NOUN bracis-19019 301 11 variation variation NOUN bracis-19019 301 12 . . PUNCT bracis-19019 302 1 in in ADP bracis-19019 302 2 : : PUNCT bracis-19019 302 3 healthcare healthcare PROPN bracis-19019 302 4 , , PUNCT bracis-19019 302 5 vol vol NOUN bracis-19019 302 6 . . PROPN bracis-19019 302 7 8 8 NUM bracis-19019 302 8 , , PUNCT bracis-19019 302 9 p. p. NOUN bracis-19019 302 10 78 78 NUM bracis-19019 302 11 . . PUNCT bracis-19019 303 1 multidisciplinary multidisciplinary ADJ bracis-19019 303 2 digital digital PROPN bracis-19019 303 3 publishing publishing PROPN bracis-19019 303 4 institute institute PROPN bracis-19019 303 5 ( ( PUNCT bracis-19019 303 6 2020 2020 NUM bracis-19019 303 7 ) ) PUNCT bracis-19019 303 8 google google PROPN bracis-19019 303 9 scholar scholar NOUN bracis-19019 303 10     SPACE bracis-19019 303 11 download download NOUN bracis-19019 303 12 references reference NOUN bracis-19019 303 13 acknowledgements acknowledgement NOUN bracis-19019 303 14 this this DET bracis-19019 303 15 research research NOUN bracis-19019 303 16 was be AUX bracis-19019 303 17 partially partially ADV bracis-19019 303 18 funded fund VERB bracis-19019 303 19 by by ADP bracis-19019 303 20 cnpq cnpq NOUN bracis-19019 303 21 and and CCONJ bracis-19019 303 22 capes cape NOUN bracis-19019 303 23 – – PUNCT bracis-19019 303 24 finance finance NOUN bracis-19019 303 25 code code NOUN bracis-19019 303 26 001 001 NUM bracis-19019 303 27 . . PUNCT bracis-19019 304 1 author author NOUN bracis-19019 304 2 information information NOUN bracis-19019 304 3 authors author NOUN bracis-19019 304 4 and and CCONJ bracis-19019 304 5 affiliations affiliation NOUN bracis-19019 304 6 school school NOUN bracis-19019 304 7 of of ADP bracis-19019 304 8 technology technology NOUN bracis-19019 304 9 , , PUNCT bracis-19019 304 10 pucrs pucrs NOUN bracis-19019 304 11 , , PUNCT bracis-19019 304 12 porto porto PROPN bracis-19019 304 13 alegre alegre PROPN bracis-19019 304 14 , , PUNCT bracis-19019 304 15 rs rs NOUN bracis-19019 304 16 , , PUNCT bracis-19019 304 17 brazil brazil PROPN bracis-19019 304 18 débora débora PROPN bracis-19019 304 19 c. c. PROPN bracis-19019 304 20 engelmann engelmann PROPN bracis-19019 304 21 , , PUNCT bracis-19019 304 22     SPACE bracis-19019 304 23 lucca lucca PROPN bracis-19019 304 24 dornelles dornelles PROPN bracis-19019 304 25 cezar cezar NOUN bracis-19019 304 26     SPACE bracis-19019 304 27 & & CCONJ bracis-19019 304 28     SPACE bracis-19019 304 29 rafael rafael PROPN bracis-19019 304 30 h. h. PROPN bracis-19019 304 31 bordini bordini PROPN bracis-19019 304 32 dibris dibris PROPN bracis-19019 304 33 , , PUNCT bracis-19019 304 34 university university PROPN bracis-19019 304 35 of of ADP bracis-19019 304 36 genoa genoa PROPN bracis-19019 304 37 , , PUNCT bracis-19019 304 38 genoa genoa PROPN bracis-19019 304 39 , , PUNCT bracis-19019 304 40 italy italy PROPN bracis-19019 304 41 débora débora PROPN bracis-19019 304 42 c. c. PROPN bracis-19019 304 43 engelmann engelmann PROPN bracis-19019 304 44 department department PROPN bracis-19019 304 45 of of ADP bracis-19019 304 46 computing computing PROPN bracis-19019 304 47 , , PUNCT bracis-19019 304 48 ufsc ufsc PROPN bracis-19019 304 49 , , PUNCT bracis-19019 304 50 araranguá araranguá NOUN bracis-19019 304 51 , , PUNCT bracis-19019 304 52 sc sc PROPN bracis-19019 304 53 , , PUNCT bracis-19019 304 54 brazil brazil PROPN bracis-19019 304 55 alison alison PROPN bracis-19019 304 56 r. r. PROPN bracis-19019 304 57 panisson panisson PROPN bracis-19019 304 58 authors author NOUN bracis-19019 304 59 débora débora PROPN bracis-19019 304 60 c. c. PROPN bracis-19019 304 61 engelmannview engelmannview PROPN bracis-19019 304 62 author author NOUN bracis-19019 304 63 publications publication NOUN bracis-19019 304 64 search search NOUN bracis-19019 304 65 author author NOUN bracis-19019 304 66 on on ADP bracis-19019 304 67 : : PUNCT bracis-19019 304 68 pubmed pubmed PROPN bracis-19019 304 69     SPACE bracis-19019 304 70 google google PROPN bracis-19019 304 71 scholar scholar NOUN bracis-19019 304 72 lucca lucca PROPN bracis-19019 304 73 dornelles dornelles PROPN bracis-19019 304 74 cezarview cezarview PROPN bracis-19019 304 75 author author NOUN bracis-19019 304 76 publications publication NOUN bracis-19019 304 77 search search NOUN bracis-19019 304 78 author author NOUN bracis-19019 304 79 on on ADP bracis-19019 304 80 : : PUNCT bracis-19019 304 81 pubmed pubmed PROPN bracis-19019 304 82     SPACE bracis-19019 304 83 google google PROPN bracis-19019 304 84 scholar scholar PROPN bracis-19019 304 85 alison alison PROPN bracis-19019 304 86 r. r. PROPN bracis-19019 304 87 panissonview panissonview PROPN bracis-19019 304 88 author author NOUN bracis-19019 304 89 publications publication NOUN bracis-19019 304 90 search search NOUN bracis-19019 304 91 author author NOUN bracis-19019 304 92 on on ADP bracis-19019 304 93 : : PUNCT bracis-19019 304 94 pubmed pubmed PROPN bracis-19019 304 95     SPACE bracis-19019 304 96 google google PROPN bracis-19019 304 97 scholar scholar PROPN bracis-19019 304 98 rafael rafael PROPN bracis-19019 304 99 h. h. PROPN bracis-19019 304 100 bordiniview bordiniview PROPN bracis-19019 304 101 author author NOUN bracis-19019 304 102 publications publication VERB bracis-19019 304 103 search search NOUN bracis-19019 304 104 author author NOUN bracis-19019 304 105 on on ADP bracis-19019 304 106 : : PUNCT bracis-19019 304 107 pubmed pubmed PROPN bracis-19019 304 108     SPACE bracis-19019 304 109 google google PROPN bracis-19019 304 110 scholar scholar NOUN bracis-19019 304 111 corresponding correspond VERB bracis-19019 304 112 author author NOUN bracis-19019 304 113 correspondence correspondence NOUN bracis-19019 304 114 to to ADP bracis-19019 304 115 débora débora PROPN bracis-19019 304 116 c. c. PROPN bracis-19019 304 117 engelmann engelmann PROPN bracis-19019 304 118 . . PUNCT bracis-19019 305 1 editor editor NOUN bracis-19019 305 2 information information NOUN bracis-19019 305 3 editors editor NOUN bracis-19019 305 4 and and CCONJ bracis-19019 305 5 affiliations affiliation NOUN bracis-19019 305 6 universidade universidade PROPN bracis-19019 305 7 federal federal PROPN bracis-19019 305 8 de de X bracis-19019 305 9 sergipe sergipe PROPN bracis-19019 305 10 , , PUNCT bracis-19019 305 11 são são NOUN bracis-19019 305 12 cristóvão cristóvão PROPN bracis-19019 305 13 , , PUNCT bracis-19019 305 14 brazil brazil PROPN bracis-19019 305 15 andré andré PROPN bracis-19019 305 16 britto britto PROPN bracis-19019 305 17 universidade universidade PROPN bracis-19019 305 18 de de PROPN bracis-19019 305 19 são são PROPN bracis-19019 305 20 paulo paulo PROPN bracis-19019 305 21 , , PUNCT bracis-19019 305 22 são são PROPN bracis-19019 305 23 paulo paulo PROPN bracis-19019 305 24 , , PUNCT bracis-19019 305 25 brazil brazil PROPN bracis-19019 305 26 karina karina PROPN bracis-19019 305 27 valdivia valdivia PROPN bracis-19019 305 28 delgado delgado VERB bracis-19019 305 29 rights right NOUN bracis-19019 305 30 and and CCONJ bracis-19019 305 31 permissions permission NOUN bracis-19019 305 32 reprints reprint NOUN bracis-19019 305 33 and and CCONJ bracis-19019 305 34 permissions permission VERB bracis-19019 305 35 copyright copyright NOUN bracis-19019 305 36 information information NOUN bracis-19019 305 37 © © PROPN bracis-19019 305 38 2021 2021 NUM bracis-19019 305 39 springer springer NOUN bracis-19019 305 40 nature nature NOUN bracis-19019 305 41 switzerland switzerland PROPN bracis-19019 305 42 ag ag PROPN bracis-19019 305 43 about about ADP bracis-19019 305 44 this this DET bracis-19019 305 45 paper paper NOUN bracis-19019 305 46 cite cite VERB bracis-19019 305 47 this this DET bracis-19019 305 48 paper paper NOUN bracis-19019 305 49 engelmann engelmann PROPN bracis-19019 305 50 , , PUNCT bracis-19019 305 51 d.c d.c PROPN bracis-19019 305 52 . . PROPN bracis-19019 305 53 , , PUNCT bracis-19019 305 54 cezar cezar NOUN bracis-19019 305 55 , , PUNCT bracis-19019 305 56 l.d l.d PROPN bracis-19019 305 57 . . PROPN bracis-19019 305 58 , , PUNCT bracis-19019 305 59 panisson panisson NOUN bracis-19019 305 60 , , PUNCT bracis-19019 305 61 a.r a.r PROPN bracis-19019 305 62 . . PROPN bracis-19019 305 63 , , PUNCT bracis-19019 305 64 bordini bordini PROPN bracis-19019 305 65 , , PUNCT bracis-19019 305 66 r.h r.h PROPN bracis-19019 305 67 . . PROPN bracis-19019 305 68 ( ( PUNCT bracis-19019 305 69 2021 2021 NUM bracis-19019 305 70 ) ) PUNCT bracis-19019 305 71 . . PUNCT bracis-19019 306 1 a a DET bracis-19019 306 2 conversational conversational ADJ bracis-19019 306 3 agent agent NOUN bracis-19019 306 4 to to PART bracis-19019 306 5     SPACE bracis-19019 306 6 support support VERB bracis-19019 306 7 hospital hospital NOUN bracis-19019 306 8 bed bed NOUN bracis-19019 306 9 allocation allocation NOUN bracis-19019 306 10 . . PUNCT bracis-19019 307 1 in in ADP bracis-19019 307 2 : : PUNCT bracis-19019 307 3 britto britto PROPN bracis-19019 307 4 , , PUNCT bracis-19019 307 5 a. a. PROPN bracis-19019 307 6 , , PUNCT bracis-19019 307 7 valdivia valdivia PROPN bracis-19019 307 8 delgado delgado PROPN bracis-19019 307 9 , , PUNCT bracis-19019 307 10 k. k. PROPN bracis-19019 307 11 ( ( PUNCT bracis-19019 307 12 eds eds PROPN bracis-19019 307 13 ) ) PUNCT bracis-19019 307 14 intelligent intelligent ADJ bracis-19019 307 15 systems system NOUN bracis-19019 307 16 . . PUNCT bracis-19019 308 1 bracis bracis PROPN bracis-19019 308 2 2021 2021 NUM bracis-19019 308 3 . . PUNCT bracis-19019 309 1 lecture lecture NOUN bracis-19019 309 2 notes note NOUN bracis-19019 309 3 in in ADP bracis-19019 309 4 computer computer NOUN bracis-19019 309 5 science science NOUN bracis-19019 309 6 ( ( PUNCT bracis-19019 309 7 ) ) PUNCT bracis-19019 309 8 , , PUNCT bracis-19019 309 9 vol vol NOUN bracis-19019 309 10 13073 13073 NUM bracis-19019 309 11 . . PUNCT bracis-19019 310 1 springer springer NOUN bracis-19019 310 2 , , PUNCT bracis-19019 310 3 cham cham PROPN bracis-19019 310 4 . . PUNCT bracis-19019 311 1 https://doi.org/10.1007/978-3-030-91702-9_1 https://doi.org/10.1007/978-3-030-91702-9_1 PROPN bracis-19019 311 2 download download NOUN bracis-19019 311 3 citation citation NOUN bracis-19019 311 4 .ris .ris PUNCT bracis-19019 311 5 .enw .enw PROPN bracis-19019 311 6 .bib .bib PUNCT bracis-19019 312 1 doi doi PROPN bracis-19019 312 2 : : PUNCT bracis-19019 312 3 https://doi.org/10.1007/978-3-030-91702-9_1 https://doi.org/10.1007/978-3-030-91702-9_1 X bracis-19019 312 4 published publish VERB bracis-19019 312 5 : : PUNCT bracis-19019 312 6 28 28 NUM bracis-19019 312 7 november november PROPN bracis-19019 312 8 2021 2021 NUM bracis-19019 312 9 publisher publisher NOUN bracis-19019 312 10 name name NOUN bracis-19019 312 11 : : PUNCT bracis-19019 312 12 springer springer NOUN bracis-19019 312 13 , , PUNCT bracis-19019 312 14 cham cham PROPN bracis-19019 312 15 print print PROPN bracis-19019 312 16 isbn isbn PROPN bracis-19019 312 17 : : PUNCT bracis-19019 312 18 978 978 NUM bracis-19019 312 19 - - SYM bracis-19019 312 20 3 3 NUM bracis-19019 312 21 - - PUNCT bracis-19019 312 22 030 030 NUM bracis-19019 312 23 - - PUNCT bracis-19019 312 24 91701 91701 NUM bracis-19019 312 25 - - SYM bracis-19019 312 26 2 2 NUM bracis-19019 312 27 online online ADJ bracis-19019 312 28 isbn isbn NOUN bracis-19019 312 29 : : PUNCT bracis-19019 312 30 978 978 NUM bracis-19019 312 31 - - SYM bracis-19019 312 32 3 3 NUM bracis-19019 312 33 - - PUNCT bracis-19019 312 34 030 030 NUM bracis-19019 312 35 - - PUNCT bracis-19019 312 36 91702 91702 NUM bracis-19019 312 37 - - SYM bracis-19019 312 38 9 9 NUM bracis-19019 312 39 ebook ebook NOUN bracis-19019 312 40 packages package NOUN bracis-19019 312 41 : : PUNCT bracis-19019 312 42 computer computer NOUN bracis-19019 312 43 sciencecomputer sciencecomputer NOUN bracis-19019 312 44 science science NOUN bracis-19019 312 45 ( ( PUNCT bracis-19019 312 46 r0 r0 NOUN bracis-19019 312 47 ) ) PUNCT bracis-19019 312 48 share share VERB bracis-19019 312 49 this this DET bracis-19019 312 50 paper paper NOUN bracis-19019 312 51 anyone anyone PRON bracis-19019 312 52 you you PRON bracis-19019 312 53 share share VERB bracis-19019 312 54 the the DET bracis-19019 312 55 following follow VERB bracis-19019 312 56 link link NOUN bracis-19019 312 57 with with ADP bracis-19019 312 58 will will AUX bracis-19019 312 59 be be AUX bracis-19019 312 60 able able ADJ bracis-19019 312 61 to to PART bracis-19019 312 62 read read VERB bracis-19019 312 63 this this DET bracis-19019 312 64 content content NOUN bracis-19019 312 65 : : PUNCT bracis-19019 312 66 get get VERB bracis-19019 312 67 shareable shareable ADJ bracis-19019 312 68 linksorry linksorry NOUN bracis-19019 312 69 , , PUNCT bracis-19019 312 70 a a DET bracis-19019 312 71 shareable shareable ADJ bracis-19019 312 72 link link NOUN bracis-19019 312 73 is be AUX bracis-19019 312 74 not not PART bracis-19019 312 75 currently currently ADV bracis-19019 312 76 available available ADJ bracis-19019 312 77 for for ADP bracis-19019 312 78 this this DET bracis-19019 312 79 article article NOUN bracis-19019 312 80 . . PUNCT bracis-19019 313 1 copy copy VERB bracis-19019 313 2 shareable shareable ADJ bracis-19019 313 3 link link NOUN bracis-19019 313 4 to to PART bracis-19019 313 5 clipboard clipboard NOUN bracis-19019 313 6 provided provide VERB bracis-19019 313 7 by by ADP bracis-19019 313 8 the the DET bracis-19019 313 9 springer springer NOUN bracis-19019 313 10 nature nature PROPN bracis-19019 313 11 sharedit sharedit PROPN bracis-19019 313 12 content content NOUN bracis-19019 313 13 - - PUNCT bracis-19019 313 14 sharing share VERB bracis-19019 313 15 initiative initiative NOUN bracis-19019 313 16 keywords keyword NOUN bracis-19019 313 17 hospital hospital NOUN bracis-19019 313 18 bed bed NOUN bracis-19019 313 19 allocation allocation NOUN bracis-19019 313 20 intelligent intelligent ADJ bracis-19019 313 21 agent agent NOUN bracis-19019 313 22 pddl pddl NOUN bracis-19019 313 23 plan plan NOUN bracis-19019 313 24 validation validation NOUN bracis-19019 313 25 linear linear PROPN bracis-19019 313 26 programming programming NOUN bracis-19019 313 27 chatbot chatbot NOUN bracis-19019 313 28 publish publish VERB bracis-19019 313 29 with with ADP bracis-19019 313 30 us us PROPN bracis-19019 313 31 policies policy NOUN bracis-19019 313 32 and and CCONJ bracis-19019 313 33 ethics ethic NOUN bracis-19019 313 34 search search NOUN bracis-19019 313 35 search search NOUN bracis-19019 313 36 by by ADP bracis-19019 313 37 keyword keyword NOUN bracis-19019 313 38 or or CCONJ bracis-19019 313 39 author author NOUN bracis-19019 313 40 search search NOUN bracis-19019 313 41 navigation navigation NOUN bracis-19019 313 42 find find VERB bracis-19019 313 43 a a DET bracis-19019 313 44 journal journal NOUN bracis-19019 313 45 publish publish VERB bracis-19019 313 46 with with ADP bracis-19019 313 47 us we PRON bracis-19019 313 48 track track VERB bracis-19019 313 49 your your PRON bracis-19019 313 50 research research NOUN bracis-19019 313 51 discover discover VERB bracis-19019 313 52 content content NOUN bracis-19019 313 53 journals journal NOUN bracis-19019 313 54 a a DET bracis-19019 313 55 - - PUNCT bracis-19019 313 56 z z NOUN bracis-19019 313 57 books book NOUN bracis-19019 313 58 a a DET bracis-19019 313 59 - - PUNCT bracis-19019 313 60 z z NOUN bracis-19019 313 61 publish publish NOUN bracis-19019 313 62 with with ADP bracis-19019 313 63 us us PROPN bracis-19019 313 64 journal journal PROPN bracis-19019 313 65 finder finder PROPN bracis-19019 313 66 publish publish VERB bracis-19019 313 67 your your PRON bracis-19019 313 68 research research NOUN bracis-19019 313 69 language language NOUN bracis-19019 313 70 editing edit VERB bracis-19019 313 71 open open ADJ bracis-19019 313 72 access access NOUN bracis-19019 313 73 publishing publishing NOUN bracis-19019 313 74 products product NOUN bracis-19019 313 75 and and CCONJ bracis-19019 313 76 services service NOUN bracis-19019 313 77 our our PRON bracis-19019 313 78 products product NOUN bracis-19019 313 79 librarians librarian VERB bracis-19019 313 80 societies society NOUN bracis-19019 313 81 partners partner NOUN bracis-19019 313 82 and and CCONJ bracis-19019 313 83 advertisers advertiser NOUN bracis-19019 313 84 our our PRON bracis-19019 313 85 brands brand NOUN bracis-19019 313 86 springer springer NOUN bracis-19019 313 87 nature nature PROPN bracis-19019 313 88 portfolio portfolio PROPN bracis-19019 313 89 bmc bmc PROPN bracis-19019 313 90 palgrave palgrave PROPN bracis-19019 313 91 macmillan macmillan PROPN bracis-19019 313 92 apress apress PROPN bracis-19019 313 93 discover discover VERB bracis-19019 313 94 your your PRON bracis-19019 313 95 privacy privacy NOUN bracis-19019 313 96 choices choice NOUN bracis-19019 313 97 / / SYM bracis-19019 313 98 manage manage NOUN bracis-19019 313 99 cookies cookie NOUN bracis-19019 313 100 your your PRON bracis-19019 313 101 us us PROPN bracis-19019 314 1 state state NOUN bracis-19019 314 2 privacy privacy NOUN bracis-19019 314 3 rights right NOUN bracis-19019 314 4 accessibility accessibility NOUN bracis-19019 314 5 statement statement NOUN bracis-19019 314 6 terms term NOUN bracis-19019 314 7 and and CCONJ bracis-19019 314 8 conditions condition NOUN bracis-19019 314 9 privacy privacy NOUN bracis-19019 314 10 policy policy NOUN bracis-19019 314 11 help help NOUN bracis-19019 314 12 and and CCONJ bracis-19019 314 13 support support VERB bracis-19019 314 14 legal legal ADJ bracis-19019 314 15 notice notice NOUN bracis-19019 314 16 cancel cancel VERB bracis-19019 314 17 contracts contract NOUN bracis-19019 314 18 here here ADV bracis-19019 314 19 129.74.145.123 129.74.145.123 NUM bracis-19019 314 20 hesburgh hesburgh PROPN bracis-19019 314 21 library library PROPN bracis-19019 314 22 er er INTJ bracis-19019 314 23 unit unit NOUN bracis-19019 314 24 ( ( PUNCT bracis-19019 314 25 3005732405 3005732405 NUM bracis-19019 314 26 ) ) PUNCT bracis-19019 314 27 northeast northeast ADJ bracis-19019 314 28 research research NOUN bracis-19019 314 29 libraries library NOUN bracis-19019 314 30 ( ( PUNCT bracis-19019 314 31 nerl nerl PROPN bracis-19019 314 32 ) ) PUNCT bracis-19019 314 33 ( ( PUNCT bracis-19019 314 34 8200828607 8200828607 NUM bracis-19019 314 35 ) ) PUNCT bracis-19019 314 36 nerl nerl VERB bracis-19019 314 37 ta ta X bracis-19019 314 38 account account NOUN bracis-19019 314 39 ( ( PUNCT bracis-19019 314 40 3006206169 3006206169 NUM bracis-19019 314 41 ) ) PUNCT bracis-19019 314 42 university university NOUN bracis-19019 314 43 of of ADP bracis-19019 314 44 notre notre PROPN bracis-19019 314 45 dame dame PROPN bracis-19019 314 46 hesburgh hesburgh PROPN bracis-19019 314 47 library library NOUN bracis-19019 314 48 ( ( PUNCT bracis-19019 314 49 3000184373 3000184373 NUM bracis-19019 314 50 ) ) PUNCT bracis-19019 315 1 © © ADP bracis-19019 315 2 2025 2025 NUM bracis-19019 315 3 springer springer NOUN bracis-19019 315 4 nature nature NOUN