id sid tid token lemma pos cana-3714 1 1 paper paper NOUN cana-3714 1 2 title title NOUN cana-3714 1 3 ( ( PUNCT cana-3714 1 4 use use NOUN cana-3714 1 5 style style NOUN cana-3714 1 6 : : PUNCT cana-3714 1 7 paper paper NOUN cana-3714 1 8 title title NOUN cana-3714 1 9 ) ) PUNCT cana-3714 1 10 communications communication NOUN cana-3714 1 11 on on ADP cana-3714 1 12 applied apply VERB cana-3714 1 13 nonlinear nonlinear ADJ cana-3714 1 14 analysis analysis NOUN cana-3714 1 15 issn issn NOUN cana-3714 1 16 : : PUNCT cana-3714 1 17 1074 1074 NUM cana-3714 1 18 - - PUNCT cana-3714 1 19 133x 133x NUM cana-3714 1 20 vol vol NOUN cana-3714 1 21 32 32 NUM cana-3714 1 22 no no NOUN cana-3714 1 23 . . PUNCT cana-3714 2 1 8s 8s PROPN cana-3714 2 2 ( ( PUNCT cana-3714 2 3 2025 2025 NUM cana-3714 2 4 ) ) PUNCT cana-3714 2 5 526 526 NUM cana-3714 2 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 2 7 advancing advance VERB cana-3714 2 8 cancer cancer NOUN cana-3714 2 9 treatment treatment NOUN cana-3714 2 10 protocols protocol NOUN cana-3714 2 11 through through ADP cana-3714 2 12 the the DET cana-3714 2 13 application application NOUN cana-3714 2 14 of of ADP cana-3714 2 15 machine machine NOUN cana-3714 2 16 learning learning NOUN cana-3714 2 17 and and CCONJ cana-3714 2 18 operational operational ADJ cana-3714 2 19 research research NOUN cana-3714 2 20 dr dr PROPN cana-3714 2 21 dharmendra dharmendra PROPN cana-3714 2 22 kumar kumar PROPN cana-3714 2 23 dubey1 dubey1 PROPN cana-3714 2 24 , , PUNCT cana-3714 2 25 dr dr PROPN cana-3714 2 26 . . PROPN cana-3714 2 27 raghav raghav PROPN cana-3714 2 28 mehra2 mehra2 PROPN cana-3714 2 29 , , PUNCT cana-3714 2 30 dr dr PROPN cana-3714 2 31 . . PROPN cana-3714 2 32 rishabh rishabh PROPN cana-3714 2 33 choudhary3 choudhary3 PROPN cana-3714 2 34 , , PUNCT cana-3714 2 35 dr dr PROPN cana-3714 2 36 . . PROPN cana-3714 2 37 manoj manoj PROPN cana-3714 2 38 kumar4 kumar4 PROPN cana-3714 2 39 , , PUNCT cana-3714 2 40 mahendra mahendra PROPN cana-3714 2 41 pratap pratap PROPN cana-3714 2 42 yadav5 yadav5 PROPN cana-3714 2 43 , , PUNCT cana-3714 2 44 mritunjay mritunjay ADJ cana-3714 2 45 kumar6 kumar6 PROPN cana-3714 2 46 , , PUNCT cana-3714 2 47 shafiq shafiq PROPN cana-3714 2 48 ahamed7 ahamed7 PROPN cana-3714 2 49 1professor 1professor NUM cana-3714 2 50 , , PUNCT cana-3714 2 51 shree shree NOUN cana-3714 2 52 dhanvantari dhanvantari PROPN cana-3714 2 53 college college PROPN cana-3714 2 54 of of ADP cana-3714 2 55 engineering engineering NOUN cana-3714 2 56 and and CCONJ cana-3714 2 57 technology technology NOUN cana-3714 2 58 , , PUNCT cana-3714 2 59 surat surat PROPN cana-3714 2 60 email email NOUN cana-3714 2 61 : : PUNCT cana-3714 2 62 dd15091984@gmail.com dd15091984@gmail.com X cana-3714 2 63 2professor 2professor NUM cana-3714 2 64 , , PUNCT cana-3714 2 65 aiml aiml NOUN cana-3714 2 66 department department PROPN cana-3714 2 67 , , PUNCT cana-3714 2 68 ait ait PROPN cana-3714 2 69 - - NOUN cana-3714 2 70 cse cse NOUN cana-3714 2 71 , , PUNCT cana-3714 2 72 chandigarh chandigarh PROPN cana-3714 2 73 university university PROPN cana-3714 2 74 , , PUNCT cana-3714 2 75 mohali mohali PROPN cana-3714 2 76 , , PUNCT cana-3714 2 77 punjab punjab PROPN cana-3714 2 78 3assistant 3assistant NUM cana-3714 2 79 professor professor NOUN cana-3714 2 80 , , PUNCT cana-3714 2 81 shri shri PROPN cana-3714 2 82 venkateshwara venkateshwara PROPN cana-3714 2 83 university university PROPN cana-3714 2 84 , , PUNCT cana-3714 2 85 gajraula gajraula NOUN cana-3714 2 86 . . PUNCT cana-3714 3 1 4associate 4associate NUM cana-3714 3 2 professor professor NOUN cana-3714 3 3 , , PUNCT cana-3714 3 4 bhagwant bhagwant ADJ cana-3714 3 5 university university PROPN cana-3714 3 6 , , PUNCT cana-3714 3 7 ajmer ajmer PROPN cana-3714 3 8 . . PUNCT cana-3714 4 1 5assistant 5assistant NUM cana-3714 4 2 professor professor NOUN cana-3714 4 3 , , PUNCT cana-3714 4 4 shree shree PROPN cana-3714 4 5 dhanvantari dhanvantari PROPN cana-3714 4 6 college college PROPN cana-3714 4 7 of of ADP cana-3714 4 8 engineering engineering NOUN cana-3714 4 9 and and CCONJ cana-3714 4 10 technology technology NOUN cana-3714 4 11 , , PUNCT cana-3714 4 12 surat surat PROPN cana-3714 4 13 6assistant 6assistant NUM cana-3714 4 14 professor professor NOUN cana-3714 4 15 , , PUNCT cana-3714 4 16 shree shree PROPN cana-3714 4 17 dhanvantari dhanvantari PROPN cana-3714 4 18 college college PROPN cana-3714 4 19 of of ADP cana-3714 4 20 engineering engineering NOUN cana-3714 4 21 and and CCONJ cana-3714 4 22 technology technology NOUN cana-3714 4 23 , , PUNCT cana-3714 4 24 surat surat PROPN cana-3714 4 25 7,research 7,research NUM cana-3714 4 26 scholar scholar NOUN cana-3714 4 27 , , PUNCT cana-3714 4 28 bhagwant bhagwant ADJ cana-3714 4 29 university university PROPN cana-3714 4 30 , , PUNCT cana-3714 4 31 sikar sikar NOUN cana-3714 4 32 road road NOUN cana-3714 4 33 , , PUNCT cana-3714 4 34 ajmer ajmer PROPN cana-3714 4 35 article article NOUN cana-3714 4 36 history history NOUN cana-3714 4 37 : : PUNCT cana-3714 4 38 received receive VERB cana-3714 4 39 : : PUNCT cana-3714 4 40 03 03 NUM cana-3714 4 41 - - SYM cana-3714 4 42 11 11 NUM cana-3714 4 43 - - PUNCT cana-3714 4 44 2024 2024 NUM cana-3714 4 45 revised revise VERB cana-3714 4 46 : : PUNCT cana-3714 4 47 11 11 NUM cana-3714 4 48 - - SYM cana-3714 4 49 12 12 NUM cana-3714 4 50 - - PUNCT cana-3714 4 51 2024 2024 NUM cana-3714 4 52 accepted accept VERB cana-3714 4 53 : : PUNCT cana-3714 4 54 01 01 NUM cana-3714 4 55 - - PUNCT cana-3714 4 56 01 01 NUM cana-3714 4 57 - - PUNCT cana-3714 4 58 2025 2025 NUM cana-3714 4 59 abstract abstract NOUN cana-3714 4 60 : : PUNCT cana-3714 4 61 in in ADP cana-3714 4 62 order order NOUN cana-3714 4 63 to to PART cana-3714 4 64 optimise optimise VERB cana-3714 4 65 cancer cancer NOUN cana-3714 4 66 treatment treatment NOUN cana-3714 4 67 regimens regimen NOUN cana-3714 4 68 , , PUNCT cana-3714 4 69 this this DET cana-3714 4 70 research research NOUN cana-3714 4 71 article article NOUN cana-3714 4 72 investigates investigate VERB cana-3714 4 73 the the DET cana-3714 4 74 merging merging NOUN cana-3714 4 75 of of ADP cana-3714 4 76 machine machine NOUN cana-3714 4 77 learning learning NOUN cana-3714 4 78 ( ( PUNCT cana-3714 4 79 ml ml NOUN cana-3714 4 80 ) ) PUNCT cana-3714 4 81 and and CCONJ cana-3714 4 82 operational operational ADJ cana-3714 4 83 research research NOUN cana-3714 4 84 ( ( PUNCT cana-3714 4 85 or or CCONJ cana-3714 4 86 ) ) PUNCT cana-3714 4 87 methodologies methodology NOUN cana-3714 4 88 . . PUNCT cana-3714 5 1 conventional conventional ADJ cana-3714 5 2 cancer cancer NOUN cana-3714 5 3 treatments treatment NOUN cana-3714 5 4 like like ADP cana-3714 5 5 radiation radiation NOUN cana-3714 5 6 and and CCONJ cana-3714 5 7 chemotherapy chemotherapy NOUN cana-3714 5 8 often often ADV cana-3714 5 9 have have VERB cana-3714 5 10 major major ADJ cana-3714 5 11 side side NOUN cana-3714 5 12 effects effect NOUN cana-3714 5 13 and and CCONJ cana-3714 5 14 inconsistent inconsistent ADJ cana-3714 5 15 patient patient ADJ cana-3714 5 16 results result NOUN cana-3714 5 17 because because SCONJ cana-3714 5 18 of of ADP cana-3714 5 19 their their PRON cana-3714 5 20 imprecise imprecise ADJ cana-3714 5 21 nature nature NOUN cana-3714 5 22 . . PUNCT cana-3714 6 1 predictive predictive ADJ cana-3714 6 2 models model NOUN cana-3714 6 3 may may AUX cana-3714 6 4 foretell foretell VERB cana-3714 6 5 treatment treatment NOUN cana-3714 6 6 responses response NOUN cana-3714 6 7 by by ADP cana-3714 6 8 analysing analyse VERB cana-3714 6 9 big big ADJ cana-3714 6 10 datasets dataset NOUN cana-3714 6 11 with with ADP cana-3714 6 12 the the DET cana-3714 6 13 use use NOUN cana-3714 6 14 of of ADP cana-3714 6 15 machine machine NOUN cana-3714 6 16 learning learning NOUN cana-3714 6 17 ( ( PUNCT cana-3714 6 18 ml ml NOUN cana-3714 6 19 ) ) PUNCT cana-3714 6 20 . . PUNCT cana-3714 7 1 this this PRON cana-3714 7 2 enables enable VERB cana-3714 7 3 more more ADV cana-3714 7 4 customised customised ADJ cana-3714 7 5 and and CCONJ cana-3714 7 6 adaptable adaptable ADJ cana-3714 7 7 cancer cancer NOUN cana-3714 7 8 therapy therapy NOUN cana-3714 7 9 . . PUNCT cana-3714 8 1 in in ADP cana-3714 8 2 addition addition NOUN cana-3714 8 3 , , PUNCT cana-3714 8 4 or or CCONJ cana-3714 8 5 methods method NOUN cana-3714 8 6 like like VERB cana-3714 8 7 as as ADP cana-3714 8 8 stochastic stochastic ADJ cana-3714 8 9 modelling modelling NOUN cana-3714 8 10 and and CCONJ cana-3714 8 11 linear linear NOUN cana-3714 8 12 programming programming NOUN cana-3714 8 13 may may AUX cana-3714 8 14 optimise optimise VERB cana-3714 8 15 medication medication NOUN cana-3714 8 16 doses dose NOUN cana-3714 8 17 , , PUNCT cana-3714 8 18 treatment treatment NOUN cana-3714 8 19 plans plan NOUN cana-3714 8 20 , , PUNCT cana-3714 8 21 and and CCONJ cana-3714 8 22 resource resource NOUN cana-3714 8 23 distribution distribution NOUN cana-3714 8 24 , , PUNCT cana-3714 8 25 enhancing enhance VERB cana-3714 8 26 the the DET cana-3714 8 27 general general ADJ cana-3714 8 28 efficacy efficacy NOUN cana-3714 8 29 and and CCONJ cana-3714 8 30 efficiency efficiency NOUN cana-3714 8 31 of of ADP cana-3714 8 32 healthcare healthcare PROPN cana-3714 8 33 service service NOUN cana-3714 8 34 . . PUNCT cana-3714 9 1 the the DET cana-3714 9 2 study study NOUN cana-3714 9 3 looks look VERB cana-3714 9 4 at at ADP cana-3714 9 5 how how SCONJ cana-3714 9 6 or or CCONJ cana-3714 9 7 's be AUX cana-3714 9 8 optimisation optimisation NOUN cana-3714 9 9 frameworks framework NOUN cana-3714 9 10 and and CCONJ cana-3714 9 11 ml ml NOUN cana-3714 9 12 's 's PART cana-3714 9 13 predictive predictive ADJ cana-3714 9 14 powers power NOUN cana-3714 9 15 may may AUX cana-3714 9 16 work work VERB cana-3714 9 17 together together ADV cana-3714 9 18 to to PART cana-3714 9 19 create create VERB cana-3714 9 20 customised customise VERB cana-3714 9 21 , , PUNCT cana-3714 9 22 data data NOUN cana-3714 9 23 - - PUNCT cana-3714 9 24 driven drive VERB cana-3714 9 25 treatment treatment NOUN cana-3714 9 26 regimens regimen NOUN cana-3714 9 27 that that PRON cana-3714 9 28 improve improve VERB cana-3714 9 29 patient patient ADJ cana-3714 9 30 outcomes outcome NOUN cana-3714 9 31 , , PUNCT cana-3714 9 32 reduce reduce VERB cana-3714 9 33 side side NOUN cana-3714 9 34 effects effect NOUN cana-3714 9 35 , , PUNCT cana-3714 9 36 and and CCONJ cana-3714 9 37 make make VERB cana-3714 9 38 the the DET cana-3714 9 39 most most ADJ cana-3714 9 40 use use NOUN cana-3714 9 41 of of ADP cana-3714 9 42 available available ADJ cana-3714 9 43 resources resource NOUN cana-3714 9 44 . . PUNCT cana-3714 10 1 the the DET cana-3714 10 2 results result NOUN cana-3714 10 3 indicate indicate VERB cana-3714 10 4 that that SCONJ cana-3714 10 5 there there PRON cana-3714 10 6 is be VERB cana-3714 10 7 great great ADJ cana-3714 10 8 potential potential NOUN cana-3714 10 9 to to PART cana-3714 10 10 advance advance VERB cana-3714 10 11 cancer cancer NOUN cana-3714 10 12 treatment treatment NOUN cana-3714 10 13 and and CCONJ cana-3714 10 14 enhance enhance VERB cana-3714 10 15 patient patient ADJ cana-3714 10 16 survival survival NOUN cana-3714 10 17 and and CCONJ cana-3714 10 18 quality quality NOUN cana-3714 10 19 of of ADP cana-3714 10 20 life life NOUN cana-3714 10 21 by by ADP cana-3714 10 22 incorporating incorporate VERB cana-3714 10 23 these these DET cana-3714 10 24 strategies strategy NOUN cana-3714 10 25 into into ADP cana-3714 10 26 clinical clinical ADJ cana-3714 10 27 practice practice NOUN cana-3714 10 28 . . PUNCT cana-3714 11 1 keywords keyword NOUN cana-3714 11 2 : : PUNCT cana-3714 11 3 cancer cancer NOUN cana-3714 11 4 treatment treatment NOUN cana-3714 11 5 optimization optimization NOUN cana-3714 11 6 , , PUNCT cana-3714 11 7 machine machine NOUN cana-3714 11 8 learning learning NOUN cana-3714 11 9 , , PUNCT cana-3714 11 10 operational operational ADJ cana-3714 11 11 research research NOUN cana-3714 11 12 , , PUNCT cana-3714 11 13 treatment treatment NOUN cana-3714 11 14 protocols protocol NOUN cana-3714 11 15 , , PUNCT cana-3714 11 16 predictive predictive ADJ cana-3714 11 17 modeling modeling NOUN cana-3714 11 18 , , PUNCT cana-3714 11 19 resource resource NOUN cana-3714 11 20 allocation allocation NOUN cana-3714 11 21 and and CCONJ cana-3714 11 22 patient patient ADJ cana-3714 11 23 outcomes outcome NOUN cana-3714 11 24 . . PUNCT cana-3714 12 1 i. i. PROPN cana-3714 12 2 introduction introduction NOUN cana-3714 12 3 the the DET cana-3714 12 4 intricacies intricacy NOUN cana-3714 12 5 of of ADP cana-3714 12 6 individualised individualised ADJ cana-3714 12 7 care care NOUN cana-3714 12 8 and and CCONJ cana-3714 12 9 the the DET cana-3714 12 10 rising rise VERB cana-3714 12 11 incidence incidence NOUN cana-3714 12 12 of of ADP cana-3714 12 13 cancer cancer NOUN cana-3714 12 14 have have AUX cana-3714 12 15 drawn draw VERB cana-3714 12 16 much much ADJ cana-3714 12 17 attention attention NOUN cana-3714 12 18 to to ADP cana-3714 12 19 the the DET cana-3714 12 20 optimisation optimisation NOUN cana-3714 12 21 of of ADP cana-3714 12 22 cancer cancer NOUN cana-3714 12 23 treatment treatment NOUN cana-3714 12 24 procedures procedure NOUN cana-3714 12 25 . . PUNCT cana-3714 13 1 conventional conventional ADJ cana-3714 13 2 cancer cancer NOUN cana-3714 13 3 therapies therapy NOUN cana-3714 13 4 like like ADP cana-3714 13 5 radiation radiation NOUN cana-3714 13 6 , , PUNCT cana-3714 13 7 chemotherapy chemotherapy NOUN cana-3714 13 8 , , PUNCT cana-3714 13 9 and and CCONJ cana-3714 13 10 surgery surgery NOUN cana-3714 13 11 work work NOUN cana-3714 13 12 well well ADV cana-3714 13 13 , , PUNCT cana-3714 13 14 but but CCONJ cana-3714 13 15 they they PRON cana-3714 13 16 often often ADV cana-3714 13 17 have have VERB cana-3714 13 18 drawbacks drawback NOUN cana-3714 13 19 with with ADP cana-3714 13 20 regard regard NOUN cana-3714 13 21 to to ADP cana-3714 13 22 accuracy accuracy NOUN cana-3714 13 23 and and CCONJ cana-3714 13 24 adverse adverse ADJ cana-3714 13 25 effects effect NOUN cana-3714 13 26 . . PUNCT cana-3714 14 1 in in ADP cana-3714 14 2 order order NOUN cana-3714 14 3 to to PART cana-3714 14 4 improve improve VERB cana-3714 14 5 patient patient ADJ cana-3714 14 6 outcomes outcome NOUN cana-3714 14 7 and and CCONJ cana-3714 14 8 resource resource NOUN cana-3714 14 9 utilisation utilisation NOUN cana-3714 14 10 , , PUNCT cana-3714 14 11 machine machine NOUN cana-3714 14 12 learning learning NOUN cana-3714 14 13 ( ( PUNCT cana-3714 14 14 ml ml NOUN cana-3714 14 15 ) ) PUNCT cana-3714 14 16 and and CCONJ cana-3714 14 17 operational operational ADJ cana-3714 14 18 research research NOUN cana-3714 14 19 ( ( PUNCT cana-3714 14 20 or or CCONJ cana-3714 14 21 ) ) PUNCT cana-3714 14 22 approaches approach NOUN cana-3714 14 23 are be AUX cana-3714 14 24 becoming become VERB cana-3714 14 25 more more ADV cana-3714 14 26 potent potent ADJ cana-3714 14 27 tools tool NOUN cana-3714 14 28 to to PART cana-3714 14 29 improve improve VERB cana-3714 14 30 the the DET cana-3714 14 31 decisionmaking decisionmake VERB cana-3714 14 32 process process NOUN cana-3714 14 33 in in ADP cana-3714 14 34 cancer cancer NOUN cana-3714 14 35 treatment treatment NOUN cana-3714 14 36 . . PUNCT cana-3714 15 1 machine machine NOUN cana-3714 15 2 learning learning NOUN cana-3714 15 3 may may AUX cana-3714 15 4 greatly greatly ADV cana-3714 15 5 help help VERB cana-3714 15 6 in in ADP cana-3714 15 7 predicting predict VERB cana-3714 15 8 therapy therapy NOUN cana-3714 15 9 responses response NOUN cana-3714 15 10 , , PUNCT cana-3714 15 11 creating create VERB cana-3714 15 12 individualised individualised ADJ cana-3714 15 13 treatment treatment NOUN cana-3714 15 14 plans plan NOUN cana-3714 15 15 , , PUNCT cana-3714 15 16 and and CCONJ cana-3714 15 17 analysing analyse VERB cana-3714 15 18 genetic genetic ADJ cana-3714 15 19 and and CCONJ cana-3714 15 20 clinical clinical ADJ cana-3714 15 21 data datum NOUN cana-3714 15 22 to to PART cana-3714 15 23 optimise optimise VERB cana-3714 15 24 medicines medicine NOUN cana-3714 15 25 because because SCONJ cana-3714 15 26 of of ADP cana-3714 15 27 its its PRON cana-3714 15 28 capacity capacity NOUN cana-3714 15 29 to to PART cana-3714 15 30 handle handle VERB cana-3714 15 31 big big ADJ cana-3714 15 32 datasets dataset NOUN cana-3714 15 33 and and CCONJ cana-3714 15 34 find find VERB cana-3714 15 35 patterns pattern NOUN cana-3714 15 36 . . PUNCT cana-3714 16 1 predictive predictive ADJ cana-3714 16 2 models model NOUN cana-3714 16 3 are be AUX cana-3714 16 4 being be AUX cana-3714 16 5 created create VERB cana-3714 16 6 to to PART cana-3714 16 7 anticipate anticipate VERB cana-3714 16 8 patient patient ADJ cana-3714 16 9 reactions reaction NOUN cana-3714 16 10 based base VERB cana-3714 16 11 on on ADP cana-3714 16 12 past past ADJ cana-3714 16 13 data datum NOUN cana-3714 16 14 using use VERB cana-3714 16 15 supervised supervised ADJ cana-3714 16 16 and and CCONJ cana-3714 16 17 unsupervised unsupervised ADJ cana-3714 16 18 learning learning NOUN cana-3714 16 19 algorithms algorithm NOUN cana-3714 16 20 , , PUNCT cana-3714 16 21 increasing increase VERB cana-3714 16 22 the the DET cana-3714 16 23 adaptability adaptability NOUN cana-3714 16 24 of of ADP cana-3714 16 25 therapy therapy NOUN cana-3714 16 26 to to ADP cana-3714 16 27 individual individual ADJ cana-3714 16 28 requirements requirement NOUN cana-3714 16 29 . . PUNCT cana-3714 17 1 for for ADP cana-3714 17 2 example example NOUN cana-3714 17 3 , , PUNCT cana-3714 17 4 machine machine NOUN cana-3714 17 5 learning learning NOUN cana-3714 17 6 ( ( PUNCT cana-3714 17 7 ml ml NOUN cana-3714 17 8 ) ) PUNCT cana-3714 17 9 can can AUX cana-3714 17 10 forecast forecast VERB cana-3714 17 11 a a DET cana-3714 17 12 tumor tumor NOUN cana-3714 17 13 's 's PART cana-3714 17 14 potential potential ADJ cana-3714 17 15 response response NOUN cana-3714 17 16 to to ADP cana-3714 17 17 a a DET cana-3714 17 18 given give VERB cana-3714 17 19 medication medication NOUN cana-3714 17 20 or or CCONJ cana-3714 17 21 radiation radiation NOUN cana-3714 17 22 dosage dosage NOUN cana-3714 17 23 , , PUNCT cana-3714 17 24 allowing allow VERB cana-3714 17 25 physicians physician NOUN cana-3714 17 26 to to PART cana-3714 17 27 dynamically dynamically ADV cana-3714 17 28 modify modify VERB cana-3714 17 29 treatment treatment NOUN cana-3714 17 30 regimens regimen NOUN cana-3714 17 31 . . PUNCT cana-3714 18 1 communications communication NOUN cana-3714 18 2 on on ADP cana-3714 18 3 applied apply VERB cana-3714 18 4 nonlinear nonlinear ADJ cana-3714 18 5 analysis analysis NOUN cana-3714 18 6 issn issn NOUN cana-3714 18 7 : : PUNCT cana-3714 18 8 1074 1074 NUM cana-3714 18 9 - - PUNCT cana-3714 18 10 133x 133x NUM cana-3714 18 11 vol vol NOUN cana-3714 18 12 32 32 NUM cana-3714 18 13 no no NOUN cana-3714 18 14 . . PUNCT cana-3714 19 1 8s 8s PROPN cana-3714 19 2 ( ( PUNCT cana-3714 19 3 2025 2025 NUM cana-3714 19 4 ) ) PUNCT cana-3714 19 5 527 527 NUM cana-3714 19 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 19 7 fig fig NOUN cana-3714 19 8 . . PUNCT cana-3714 20 1 1 1 X cana-3714 20 2 . . X cana-3714 20 3 cancer cancer NOUN cana-3714 20 4 treatment treatment NOUN cana-3714 20 5 optimization optimization NOUN cana-3714 20 6 process process NOUN cana-3714 20 7 operational operational ADJ cana-3714 20 8 research research NOUN cana-3714 20 9 , , PUNCT cana-3714 20 10 on on ADP cana-3714 20 11 the the DET cana-3714 20 12 other other ADJ cana-3714 20 13 hand hand NOUN cana-3714 20 14 , , PUNCT cana-3714 20 15 employs employ VERB cana-3714 20 16 decision decision NOUN cana-3714 20 17 support support NOUN cana-3714 20 18 systems system NOUN cana-3714 20 19 , , PUNCT cana-3714 20 20 optimisation optimisation NOUN cana-3714 20 21 algorithms algorithm NOUN cana-3714 20 22 , , PUNCT cana-3714 20 23 and and CCONJ cana-3714 20 24 mathematical mathematical ADJ cana-3714 20 25 modelling modelling NOUN cana-3714 20 26 to to PART cana-3714 20 27 improve improve VERB cana-3714 20 28 the the DET cana-3714 20 29 effectiveness effectiveness NOUN cana-3714 20 30 of of ADP cana-3714 20 31 cancer cancer NOUN cana-3714 20 32 care care NOUN cana-3714 20 33 delivery delivery NOUN cana-3714 20 34 . . PUNCT cana-3714 21 1 it it PRON cana-3714 21 2 helps help VERB cana-3714 21 3 create create VERB cana-3714 21 4 the the DET cana-3714 21 5 best good ADJ cana-3714 21 6 possible possible ADJ cana-3714 21 7 treatment treatment NOUN cana-3714 21 8 delivery delivery NOUN cana-3714 21 9 schedules schedule NOUN cana-3714 21 10 , , PUNCT cana-3714 21 11 manage manage VERB cana-3714 21 12 hospital hospital NOUN cana-3714 21 13 resources resource NOUN cana-3714 21 14 , , PUNCT cana-3714 21 15 and and CCONJ cana-3714 21 16 reduce reduce VERB cana-3714 21 17 side side NOUN cana-3714 21 18 effects effect NOUN cana-3714 21 19 by by ADP cana-3714 21 20 maximising maximise VERB cana-3714 21 21 radiation radiation NOUN cana-3714 21 22 and and CCONJ cana-3714 21 23 medication medication NOUN cana-3714 21 24 doses dose NOUN cana-3714 21 25 . . PUNCT cana-3714 22 1 methods method NOUN cana-3714 22 2 like like ADP cana-3714 22 3 simulation simulation NOUN cana-3714 22 4 , , PUNCT cana-3714 22 5 stochastic stochastic NOUN cana-3714 22 6 modelling modelling NOUN cana-3714 22 7 , , PUNCT cana-3714 22 8 and and CCONJ cana-3714 22 9 linear linear ADJ cana-3714 22 10 programming programming NOUN cana-3714 22 11 provide provide VERB cana-3714 22 12 frameworks framework NOUN cana-3714 22 13 for for ADP cana-3714 22 14 improving improve VERB cana-3714 22 15 the the DET cana-3714 22 16 efficacy efficacy NOUN cana-3714 22 17 and and CCONJ cana-3714 22 18 economics economic NOUN cana-3714 22 19 of of ADP cana-3714 22 20 cancer cancer NOUN cana-3714 22 21 therapies therapy NOUN cana-3714 22 22 . . PUNCT cana-3714 23 1 fig fig NOUN cana-3714 23 2 . . PUNCT cana-3714 24 1 2 2 X cana-3714 24 2 . . X cana-3714 24 3 patient patient ADJ cana-3714 24 4 - - PUNCT cana-3714 24 5 centric centric NOUN cana-3714 24 6 treatment treatment NOUN cana-3714 24 7 optimization optimization NOUN cana-3714 24 8 process process NOUN cana-3714 24 9 adaptive adaptive ADJ cana-3714 24 10 , , PUNCT cana-3714 24 11 data datum NOUN cana-3714 24 12 - - PUNCT cana-3714 24 13 driven drive VERB cana-3714 24 14 , , PUNCT cana-3714 24 15 and and CCONJ cana-3714 24 16 patient patient NOUN cana-3714 24 17 - - PUNCT cana-3714 24 18 centered center VERB cana-3714 24 19 cancer cancer NOUN cana-3714 24 20 therapy therapy NOUN cana-3714 24 21 procedures procedure NOUN cana-3714 24 22 may may AUX cana-3714 24 23 be be AUX cana-3714 24 24 developed develop VERB cana-3714 24 25 via via ADP cana-3714 24 26 the the DET cana-3714 24 27 combination combination NOUN cana-3714 24 28 of of ADP cana-3714 24 29 or or CCONJ cana-3714 24 30 and and CCONJ cana-3714 24 31 ml ml ADP cana-3714 24 32 approaches approach NOUN cana-3714 24 33 . . PUNCT cana-3714 25 1 by by ADP cana-3714 25 2 ensuring ensure VERB cana-3714 25 3 that that SCONJ cana-3714 25 4 therapies therapy NOUN cana-3714 25 5 are be AUX cana-3714 25 6 both both CCONJ cana-3714 25 7 effective effective ADJ cana-3714 25 8 and and CCONJ cana-3714 25 9 tailored tailor VERB cana-3714 25 10 to to ADP cana-3714 25 11 the the DET cana-3714 25 12 unique unique ADJ cana-3714 25 13 qualities quality NOUN cana-3714 25 14 of of ADP cana-3714 25 15 each each DET cana-3714 25 16 patient patient NOUN cana-3714 25 17 , , PUNCT cana-3714 25 18 this this DET cana-3714 25 19 study study NOUN cana-3714 25 20 intends intend VERB cana-3714 25 21 to to PART cana-3714 25 22 examine examine VERB cana-3714 25 23 the the DET cana-3714 25 24 synergies synergy NOUN cana-3714 25 25 between between ADP cana-3714 25 26 these these DET cana-3714 25 27 two two NUM cana-3714 25 28 domains domain NOUN cana-3714 25 29 and and CCONJ cana-3714 25 30 their their PRON cana-3714 25 31 potential potential NOUN cana-3714 25 32 to to PART cana-3714 25 33 revolutionise revolutionise VERB cana-3714 25 34 cancer cancer NOUN cana-3714 25 35 therapy therapy NOUN cana-3714 25 36 , , PUNCT cana-3714 25 37 eventually eventually ADV cana-3714 25 38 boosting boost VERB cana-3714 25 39 survival survival NOUN cana-3714 25 40 rates rate NOUN cana-3714 25 41 and and CCONJ cana-3714 25 42 quality quality NOUN cana-3714 25 43 of of ADP cana-3714 25 44 life life NOUN cana-3714 25 45 . . PUNCT cana-3714 26 1 1.1 1.1 NUM cana-3714 26 2 . . PUNCT cana-3714 26 3 overview overview NOUN cana-3714 26 4 of of ADP cana-3714 26 5 cancer cancer NOUN cana-3714 26 6 treatment treatment NOUN cana-3714 26 7 procedures procedure NOUN cana-3714 26 8 cancer cancer NOUN cana-3714 26 9 treatment treatment NOUN cana-3714 26 10 protocols protocol NOUN cana-3714 26 11 are be AUX cana-3714 26 12 organised organise VERB cana-3714 26 13 sets set NOUN cana-3714 26 14 of of ADP cana-3714 26 15 instructions instruction NOUN cana-3714 26 16 that that PRON cana-3714 26 17 specify specify VERB cana-3714 26 18 how how SCONJ cana-3714 26 19 different different ADJ cana-3714 26 20 forms form NOUN cana-3714 26 21 of of ADP cana-3714 26 22 cancer cancer NOUN cana-3714 26 23 should should AUX cana-3714 26 24 be be AUX cana-3714 26 25 treated treat VERB cana-3714 26 26 , , PUNCT cana-3714 26 27 including include VERB cana-3714 26 28 radiation radiation NOUN cana-3714 26 29 , , PUNCT cana-3714 26 30 chemotherapy chemotherapy NOUN cana-3714 26 31 , , PUNCT cana-3714 26 32 and and CCONJ cana-3714 26 33 surgery surgery NOUN cana-3714 26 34 . . PUNCT cana-3714 27 1 the the DET cana-3714 27 2 goal goal NOUN cana-3714 27 3 of of ADP cana-3714 27 4 these these DET cana-3714 27 5 protocols protocol NOUN cana-3714 27 6 is be AUX cana-3714 27 7 to to PART cana-3714 27 8 standardise standardise VERB cana-3714 27 9 care care NOUN cana-3714 27 10 in in ADP cana-3714 27 11 order order NOUN cana-3714 27 12 to to PART cana-3714 27 13 guarantee guarantee VERB cana-3714 27 14 efficacy efficacy NOUN cana-3714 27 15 and and CCONJ cana-3714 27 16 consistency consistency NOUN cana-3714 27 17 . . PUNCT cana-3714 28 1 but but CCONJ cana-3714 28 2 since since SCONJ cana-3714 28 3 cancer cancer NOUN cana-3714 28 4 is be AUX cana-3714 28 5 so so ADV cana-3714 28 6 complicated complicated ADJ cana-3714 28 7 , , PUNCT cana-3714 28 8 a a DET cana-3714 28 9 one one NUM cana-3714 28 10 - - PUNCT cana-3714 28 11 size size NOUN cana-3714 28 12 - - PUNCT cana-3714 28 13 fits fit VERB cana-3714 28 14 - - PUNCT cana-3714 28 15 all all DET cana-3714 28 16 strategy strategy NOUN cana-3714 28 17 may may AUX cana-3714 28 18 not not PART cana-3714 28 19 provide provide VERB cana-3714 28 20 the the DET cana-3714 28 21 best good ADJ cana-3714 28 22 results result NOUN cana-3714 28 23 . . PUNCT cana-3714 29 1 treatment treatment NOUN cana-3714 29 2 effectiveness effectiveness NOUN cana-3714 29 3 may may AUX cana-3714 29 4 be be AUX cana-3714 29 5 significantly significantly ADV cana-3714 29 6 impacted impact VERB cana-3714 29 7 by by ADP cana-3714 29 8 variables variable NOUN cana-3714 29 9 such such ADJ cana-3714 29 10 tumour tumour NOUN cana-3714 29 11 kind kind NOUN cana-3714 29 12 , , PUNCT cana-3714 29 13 stage stage NOUN cana-3714 29 14 , , PUNCT cana-3714 29 15 genetic genetic ADJ cana-3714 29 16 composition composition NOUN cana-3714 29 17 , , PUNCT cana-3714 29 18 and and CCONJ cana-3714 29 19 unique unique ADJ cana-3714 29 20 patient patient NOUN cana-3714 29 21 features feature NOUN cana-3714 29 22 . . PUNCT cana-3714 30 1 this this DET cana-3714 30 2 communications communication NOUN cana-3714 30 3 on on ADP cana-3714 30 4 applied apply VERB cana-3714 30 5 nonlinear nonlinear ADJ cana-3714 30 6 analysis analysis NOUN cana-3714 30 7 issn issn NOUN cana-3714 30 8 : : PUNCT cana-3714 30 9 1074 1074 NUM cana-3714 30 10 - - PUNCT cana-3714 30 11 133x 133x NUM cana-3714 30 12 vol vol NOUN cana-3714 30 13 32 32 NUM cana-3714 30 14 no no NOUN cana-3714 30 15 . . PUNCT cana-3714 31 1 8s 8s PROPN cana-3714 31 2 ( ( PUNCT cana-3714 31 3 2025 2025 NUM cana-3714 31 4 ) ) PUNCT cana-3714 31 5 528 528 NUM cana-3714 31 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 31 7 subtopic subtopic NOUN cana-3714 31 8 will will AUX cana-3714 31 9 examine examine VERB cana-3714 31 10 the the DET cana-3714 31 11 conventional conventional ADJ cana-3714 31 12 problems problem NOUN cana-3714 31 13 with with ADP cana-3714 31 14 following follow VERB cana-3714 31 15 set set NOUN cana-3714 31 16 procedures procedure NOUN cana-3714 31 17 and and CCONJ cana-3714 31 18 the the DET cana-3714 31 19 need need NOUN cana-3714 31 20 for for ADP cana-3714 31 21 individualised individualised ADJ cana-3714 31 22 care care NOUN cana-3714 31 23 that that PRON cana-3714 31 24 can can AUX cana-3714 31 25 adjust adjust VERB cana-3714 31 26 to to ADP cana-3714 31 27 the the DET cana-3714 31 28 unique unique ADJ cana-3714 31 29 circumstances circumstance NOUN cana-3714 31 30 of of ADP cana-3714 31 31 each each DET cana-3714 31 32 patient patient NOUN cana-3714 31 33 . . PUNCT cana-3714 32 1 1.2 1.2 NUM cana-3714 32 2 . . X cana-3714 32 3 machine machine NOUN cana-3714 32 4 learning learning NOUN cana-3714 32 5 's 's PART cana-3714 32 6 place place NOUN cana-3714 32 7 in in ADP cana-3714 32 8 cancer cancer NOUN cana-3714 32 9 therapy therapy NOUN cana-3714 32 10 in in ADP cana-3714 32 11 the the DET cana-3714 32 12 realm realm NOUN cana-3714 32 13 of of ADP cana-3714 32 14 medicine medicine NOUN cana-3714 32 15 , , PUNCT cana-3714 32 16 machine machine NOUN cana-3714 32 17 learning learning NOUN cana-3714 32 18 ( ( PUNCT cana-3714 32 19 ml ml NOUN cana-3714 32 20 ) ) PUNCT cana-3714 32 21 has have AUX cana-3714 32 22 become become VERB cana-3714 32 23 a a DET cana-3714 32 24 potent potent ADJ cana-3714 32 25 instrument instrument NOUN cana-3714 32 26 because because SCONJ cana-3714 32 27 it it PRON cana-3714 32 28 provides provide VERB cana-3714 32 29 predicted predict VERB cana-3714 32 30 insights insight NOUN cana-3714 32 31 based base VERB cana-3714 32 32 on on ADP cana-3714 32 33 massive massive ADJ cana-3714 32 34 datasets dataset NOUN cana-3714 32 35 , , PUNCT cana-3714 32 36 including include VERB cana-3714 32 37 genetic genetic ADJ cana-3714 32 38 data datum NOUN cana-3714 32 39 , , PUNCT cana-3714 32 40 clinical clinical ADJ cana-3714 32 41 records record NOUN cana-3714 32 42 , , PUNCT cana-3714 32 43 and and CCONJ cana-3714 32 44 treatment treatment NOUN cana-3714 32 45 results result NOUN cana-3714 32 46 . . PUNCT cana-3714 33 1 machine machine NOUN cana-3714 33 2 learning learning NOUN cana-3714 33 3 models model NOUN cana-3714 33 4 are be AUX cana-3714 33 5 used use VERB cana-3714 33 6 in in ADP cana-3714 33 7 cancer cancer NOUN cana-3714 33 8 therapy therapy NOUN cana-3714 33 9 to to PART cana-3714 33 10 forecast forecast VERB cana-3714 33 11 patient patient ADJ cana-3714 33 12 responses response NOUN cana-3714 33 13 to to ADP cana-3714 33 14 certain certain ADJ cana-3714 33 15 medicines medicine NOUN cana-3714 33 16 , , PUNCT cana-3714 33 17 spot spot NOUN cana-3714 33 18 trends trend NOUN cana-3714 33 19 in in ADP cana-3714 33 20 the the DET cana-3714 33 21 growth growth NOUN cana-3714 33 22 of of ADP cana-3714 33 23 tumours tumour NOUN cana-3714 33 24 , , PUNCT cana-3714 33 25 and and CCONJ cana-3714 33 26 even even ADV cana-3714 33 27 provide provide VERB cana-3714 33 28 individualised individualised ADJ cana-3714 33 29 treatment treatment NOUN cana-3714 33 30 regimens regimen NOUN cana-3714 33 31 . . PUNCT cana-3714 34 1 the the DET cana-3714 34 2 use use NOUN cana-3714 34 3 of of ADP cana-3714 34 4 supervised supervised ADJ cana-3714 34 5 , , PUNCT cana-3714 34 6 unsupervised unsupervised ADJ cana-3714 34 7 , , PUNCT cana-3714 34 8 and and CCONJ cana-3714 34 9 reinforcement reinforcement NOUN cana-3714 34 10 learning learning NOUN cana-3714 34 11 algorithms algorithm NOUN cana-3714 34 12 in in ADP cana-3714 34 13 cancer cancer NOUN cana-3714 34 14 will will AUX cana-3714 34 15 be be AUX cana-3714 34 16 the the DET cana-3714 34 17 main main ADJ cana-3714 34 18 topic topic NOUN cana-3714 34 19 of of ADP cana-3714 34 20 this this DET cana-3714 34 21 section section NOUN cana-3714 34 22 . . PUNCT cana-3714 35 1 it it PRON cana-3714 35 2 will will AUX cana-3714 35 3 go go VERB cana-3714 35 4 over over ADP cana-3714 35 5 how how SCONJ cana-3714 35 6 patient patient ADJ cana-3714 35 7 data data NOUN cana-3714 35 8 is be AUX cana-3714 35 9 used use VERB cana-3714 35 10 to to PART cana-3714 35 11 train train VERB cana-3714 35 12 predictive predictive ADJ cana-3714 35 13 models model NOUN cana-3714 35 14 to to PART cana-3714 35 15 anticipate anticipate VERB cana-3714 35 16 therapy therapy NOUN cana-3714 35 17 responses response NOUN cana-3714 35 18 . . PUNCT cana-3714 36 1 this this DET cana-3714 36 2 process process NOUN cana-3714 36 3 aids aid VERB cana-3714 36 4 in in ADP cana-3714 36 5 the the DET cana-3714 36 6 development development NOUN cana-3714 36 7 of of ADP cana-3714 36 8 adaptive adaptive ADJ cana-3714 36 9 protocols protocol NOUN cana-3714 36 10 that that PRON cana-3714 36 11 increase increase VERB cana-3714 36 12 the the DET cana-3714 36 13 accuracy accuracy NOUN cana-3714 36 14 of of ADP cana-3714 36 15 treatment treatment NOUN cana-3714 36 16 . . PUNCT cana-3714 37 1 1.3 1.3 NUM cana-3714 37 2 . . PUNCT cana-3714 37 3 methods method NOUN cana-3714 37 4 of of ADP cana-3714 37 5 operational operational ADJ cana-3714 37 6 research research NOUN cana-3714 37 7 for for ADP cana-3714 37 8 optimisation optimisation NOUN cana-3714 37 9 the the DET cana-3714 37 10 goal goal NOUN cana-3714 37 11 of of ADP cana-3714 37 12 operational operational ADJ cana-3714 37 13 research research NOUN cana-3714 37 14 ( ( PUNCT cana-3714 37 15 or or CCONJ cana-3714 37 16 ) ) PUNCT cana-3714 37 17 is be AUX cana-3714 37 18 to to PART cana-3714 37 19 enhance enhance VERB cana-3714 37 20 decision decision NOUN cana-3714 37 21 - - PUNCT cana-3714 37 22 making making NOUN cana-3714 37 23 by by ADP cana-3714 37 24 means mean NOUN cana-3714 37 25 of of ADP cana-3714 37 26 simulation simulation NOUN cana-3714 37 27 , , PUNCT cana-3714 37 28 mathematical mathematical ADJ cana-3714 37 29 modelling modelling NOUN cana-3714 37 30 , , PUNCT cana-3714 37 31 and and CCONJ cana-3714 37 32 optimisation optimisation NOUN cana-3714 37 33 . . PUNCT cana-3714 38 1 or or CCONJ cana-3714 38 2 approaches approach NOUN cana-3714 38 3 are be AUX cana-3714 38 4 used use VERB cana-3714 38 5 in in ADP cana-3714 38 6 cancer cancer NOUN cana-3714 38 7 treatment treatment NOUN cana-3714 38 8 to to PART cana-3714 38 9 better well ADV cana-3714 38 10 manage manage VERB cana-3714 38 11 hospital hospital NOUN cana-3714 38 12 resources resource NOUN cana-3714 38 13 , , PUNCT cana-3714 38 14 schedule schedule NOUN cana-3714 38 15 therapy therapy NOUN cana-3714 38 16 , , PUNCT cana-3714 38 17 and and CCONJ cana-3714 38 18 enhance enhance VERB cana-3714 38 19 drug drug NOUN cana-3714 38 20 administration administration NOUN cana-3714 38 21 procedures procedure NOUN cana-3714 38 22 . . PUNCT cana-3714 39 1 methods method NOUN cana-3714 39 2 like like ADP cana-3714 39 3 simulation simulation NOUN cana-3714 39 4 , , PUNCT cana-3714 39 5 stochastic stochastic NOUN cana-3714 39 6 modelling modelling NOUN cana-3714 39 7 , , PUNCT cana-3714 39 8 and and CCONJ cana-3714 39 9 linear linear PROPN cana-3714 39 10 programming programming NOUN cana-3714 39 11 are be AUX cana-3714 39 12 used use VERB cana-3714 39 13 to to PART cana-3714 39 14 reduce reduce VERB cana-3714 39 15 treatment treatment NOUN cana-3714 39 16 adverse adverse ADJ cana-3714 39 17 effects effect NOUN cana-3714 39 18 , , PUNCT cana-3714 39 19 optimise optimise ADJ cana-3714 39 20 medication medication NOUN cana-3714 39 21 doses dose NOUN cana-3714 39 22 , , PUNCT cana-3714 39 23 and and CCONJ cana-3714 39 24 more more ADV cana-3714 39 25 effectively effectively ADV cana-3714 39 26 use use VERB cana-3714 39 27 healthcare healthcare NOUN cana-3714 39 28 resources resource NOUN cana-3714 39 29 . . PUNCT cana-3714 40 1 the the DET cana-3714 40 2 approaches approach NOUN cana-3714 40 3 used use VERB cana-3714 40 4 in in ADP cana-3714 40 5 ors or NOUN cana-3714 40 6 will will AUX cana-3714 40 7 be be AUX cana-3714 40 8 discussed discuss VERB cana-3714 40 9 in in ADP cana-3714 40 10 this this DET cana-3714 40 11 part part NOUN cana-3714 40 12 , , PUNCT cana-3714 40 13 along along ADP cana-3714 40 14 with with ADP cana-3714 40 15 how how SCONJ cana-3714 40 16 they they PRON cana-3714 40 17 could could AUX cana-3714 40 18 enhance enhance VERB cana-3714 40 19 patient patient ADJ cana-3714 40 20 outcomes outcome NOUN cana-3714 40 21 and and CCONJ cana-3714 40 22 healthcare healthcare NOUN cana-3714 40 23 productivity productivity NOUN cana-3714 40 24 . . PUNCT cana-3714 41 1 1.4 1.4 NUM cana-3714 41 2 . . PUNCT cana-3714 42 1 combining combine VERB cana-3714 42 2 operational operational ADJ cana-3714 42 3 research research NOUN cana-3714 42 4 and and CCONJ cana-3714 42 5 machine machine NOUN cana-3714 42 6 learning learning NOUN cana-3714 42 7 optimising optimise VERB cana-3714 42 8 cancer cancer NOUN cana-3714 42 9 therapy therapy NOUN cana-3714 42 10 with with ADP cana-3714 42 11 a a DET cana-3714 42 12 complete complete ADJ cana-3714 42 13 strategy strategy NOUN cana-3714 42 14 is be AUX cana-3714 42 15 possible possible ADJ cana-3714 42 16 when when SCONJ cana-3714 42 17 ml ml NOUN cana-3714 42 18 and and CCONJ cana-3714 42 19 or or CCONJ cana-3714 42 20 are be AUX cana-3714 42 21 combined combine VERB cana-3714 42 22 . . PUNCT cana-3714 43 1 while while SCONJ cana-3714 43 2 or or CCONJ cana-3714 43 3 uses use VERB cana-3714 43 4 these these DET cana-3714 43 5 information information NOUN cana-3714 43 6 to to PART cana-3714 43 7 improve improve VERB cana-3714 43 8 treatment treatment NOUN cana-3714 43 9 procedures procedure NOUN cana-3714 43 10 and and CCONJ cana-3714 43 11 resource resource NOUN cana-3714 43 12 management management NOUN cana-3714 43 13 , , PUNCT cana-3714 43 14 ml ml PART cana-3714 43 15 offers offer VERB cana-3714 43 16 predictive predictive ADJ cana-3714 43 17 insights insight NOUN cana-3714 43 18 about about ADP cana-3714 43 19 tumour tumour NOUN cana-3714 43 20 behaviours behaviour NOUN cana-3714 43 21 and and CCONJ cana-3714 43 22 patient patient ADJ cana-3714 43 23 reactions reaction NOUN cana-3714 43 24 . . PUNCT cana-3714 44 1 this this DET cana-3714 44 2 subtopic subtopic NOUN cana-3714 44 3 will will AUX cana-3714 44 4 explore explore VERB cana-3714 44 5 how how SCONJ cana-3714 44 6 or or CCONJ cana-3714 44 7 's be AUX cana-3714 44 8 optimisation optimisation NOUN cana-3714 44 9 algorithms algorithm NOUN cana-3714 44 10 and and CCONJ cana-3714 44 11 ml ml NOUN cana-3714 44 12 's 's PART cana-3714 44 13 data data NOUN cana-3714 44 14 - - PUNCT cana-3714 44 15 driven drive VERB cana-3714 44 16 predictions prediction NOUN cana-3714 44 17 might might AUX cana-3714 44 18 work work VERB cana-3714 44 19 together together ADV cana-3714 44 20 to to PART cana-3714 44 21 provide provide VERB cana-3714 44 22 tailored tailor VERB cana-3714 44 23 , , PUNCT cana-3714 44 24 adaptive adaptive ADJ cana-3714 44 25 treatment treatment NOUN cana-3714 44 26 regimens regimen NOUN cana-3714 44 27 . . PUNCT cana-3714 45 1 in in ADP cana-3714 45 2 addition addition NOUN cana-3714 45 3 to to ADP cana-3714 45 4 increasing increase VERB cana-3714 45 5 the the DET cana-3714 45 6 efficacy efficacy NOUN cana-3714 45 7 of of ADP cana-3714 45 8 therapy therapy NOUN cana-3714 45 9 , , PUNCT cana-3714 45 10 integration integration NOUN cana-3714 45 11 guarantees guarantee VERB cana-3714 45 12 the the DET cana-3714 45 13 efficient efficient ADJ cana-3714 45 14 use use NOUN cana-3714 45 15 of of ADP cana-3714 45 16 resources resource NOUN cana-3714 45 17 such such ADJ cana-3714 45 18 as as ADP cana-3714 45 19 hospital hospital NOUN cana-3714 45 20 beds bed NOUN cana-3714 45 21 , , PUNCT cana-3714 45 22 treatment treatment NOUN cana-3714 45 23 slots slot NOUN cana-3714 45 24 , , PUNCT cana-3714 45 25 and and CCONJ cana-3714 45 26 medical medical ADJ cana-3714 45 27 personnel personnel NOUN cana-3714 45 28 . . PUNCT cana-3714 46 1 1.5 1.5 NUM cana-3714 46 2 . . PUNCT cana-3714 46 3 difficulties difficulty NOUN cana-3714 46 4 in in ADP cana-3714 46 5 using use VERB cana-3714 46 6 or or CCONJ cana-3714 46 7 and and CCONJ cana-3714 46 8 ml ml X cana-3714 46 9 in in ADP cana-3714 46 10 cancer cancer NOUN cana-3714 46 11 care care NOUN cana-3714 46 12 even even ADV cana-3714 46 13 with with ADP cana-3714 46 14 the the DET cana-3714 46 15 possible possible ADJ cana-3714 46 16 advantages advantage NOUN cana-3714 46 17 , , PUNCT cana-3714 46 18 there there PRON cana-3714 46 19 are be VERB cana-3714 46 20 a a DET cana-3714 46 21 number number NOUN cana-3714 46 22 of of ADP cana-3714 46 23 difficulties difficulty NOUN cana-3714 46 24 in in ADP cana-3714 46 25 incorporating incorporate VERB cana-3714 46 26 ml ml ADV cana-3714 46 27 and and CCONJ cana-3714 46 28 or or CCONJ cana-3714 46 29 into into ADP cana-3714 46 30 clinical clinical ADJ cana-3714 46 31 practice practice NOUN cana-3714 46 32 . . PUNCT cana-3714 47 1 these these PRON cana-3714 47 2 include include VERB cana-3714 47 3 the the DET cana-3714 47 4 interpretability interpretability NOUN cana-3714 47 5 of of ADP cana-3714 47 6 machine machine NOUN cana-3714 47 7 learning learning NOUN cana-3714 47 8 models model NOUN cana-3714 47 9 , , PUNCT cana-3714 47 10 the the DET cana-3714 47 11 accessibility accessibility NOUN cana-3714 47 12 and and CCONJ cana-3714 47 13 quality quality NOUN cana-3714 47 14 of of ADP cana-3714 47 15 the the DET cana-3714 47 16 data datum NOUN cana-3714 47 17 , , PUNCT cana-3714 47 18 the the DET cana-3714 47 19 need need NOUN cana-3714 47 20 of of ADP cana-3714 47 21 data datum NOUN cana-3714 47 22 scientists scientist NOUN cana-3714 47 23 and and CCONJ cana-3714 47 24 healthcare healthcare NOUN cana-3714 47 25 professionals professional NOUN cana-3714 47 26 working work VERB cana-3714 47 27 together together ADV cana-3714 47 28 , , PUNCT cana-3714 47 29 and and CCONJ cana-3714 47 30 the the DET cana-3714 47 31 difficulty difficulty NOUN cana-3714 47 32 of of ADP cana-3714 47 33 integrating integrate VERB cana-3714 47 34 these these DET cana-3714 47 35 systems system NOUN cana-3714 47 36 into into ADP cana-3714 47 37 the the DET cana-3714 47 38 infrastructures infrastructure NOUN cana-3714 47 39 of of ADP cana-3714 47 40 the the DET cana-3714 47 41 current current ADJ cana-3714 47 42 healthcare healthcare NOUN cana-3714 47 43 systems system NOUN cana-3714 47 44 . . PUNCT cana-3714 48 1 the the DET cana-3714 48 2 operational operational ADJ cana-3714 48 3 , , PUNCT cana-3714 48 4 ethical ethical ADJ cana-3714 48 5 , , PUNCT cana-3714 48 6 and and CCONJ cana-3714 48 7 technological technological ADJ cana-3714 48 8 difficulties difficulty NOUN cana-3714 48 9 in in ADP cana-3714 48 10 putting put VERB cana-3714 48 11 these these DET cana-3714 48 12 cutting cutting NOUN cana-3714 48 13 - - PUNCT cana-3714 48 14 edge edge NOUN cana-3714 48 15 methods method NOUN cana-3714 48 16 into into ADP cana-3714 48 17 practice practice NOUN cana-3714 48 18 will will AUX cana-3714 48 19 be be AUX cana-3714 48 20 covered cover VERB cana-3714 48 21 in in ADP cana-3714 48 22 this this DET cana-3714 48 23 section section NOUN cana-3714 48 24 along along ADP cana-3714 48 25 with with ADP cana-3714 48 26 suggested suggest VERB cana-3714 48 27 solutions solution NOUN cana-3714 48 28 . . PUNCT cana-3714 49 1 a a DET cana-3714 49 2 potential potential ADJ cana-3714 49 3 avenue avenue NOUN cana-3714 49 4 towards towards ADP cana-3714 49 5 more more ADV cana-3714 49 6 individualised individualised ADJ cana-3714 49 7 , , PUNCT cana-3714 49 8 effective effective ADJ cana-3714 49 9 , , PUNCT cana-3714 49 10 and and CCONJ cana-3714 49 11 economical economical ADJ cana-3714 49 12 cancer cancer NOUN cana-3714 49 13 care care NOUN cana-3714 49 14 is be AUX cana-3714 49 15 the the DET cana-3714 49 16 optimisation optimisation NOUN cana-3714 49 17 of of ADP cana-3714 49 18 cancer cancer NOUN cana-3714 49 19 treatment treatment NOUN cana-3714 49 20 regimens regimen NOUN cana-3714 49 21 using use VERB cana-3714 49 22 machine machine NOUN cana-3714 49 23 learning learning NOUN cana-3714 49 24 ( ( PUNCT cana-3714 49 25 ml ml NOUN cana-3714 49 26 ) ) PUNCT cana-3714 49 27 and and CCONJ cana-3714 49 28 operational operational ADJ cana-3714 49 29 research research NOUN cana-3714 49 30 ( ( PUNCT cana-3714 49 31 or or CCONJ cana-3714 49 32 ) ) PUNCT cana-3714 49 33 approaches approach NOUN cana-3714 49 34 . . PUNCT cana-3714 50 1 conventional conventional ADJ cana-3714 50 2 therapy therapy NOUN cana-3714 50 3 regimens regimen NOUN cana-3714 50 4 typically typically ADV cana-3714 50 5 provide provide VERB cana-3714 50 6 variable variable ADJ cana-3714 50 7 results result NOUN cana-3714 50 8 since since SCONJ cana-3714 50 9 they they PRON cana-3714 50 10 do do AUX cana-3714 50 11 not not PART cana-3714 50 12 take take VERB cana-3714 50 13 into into ADP cana-3714 50 14 consideration consideration NOUN cana-3714 50 15 the the DET cana-3714 50 16 unique unique ADJ cana-3714 50 17 qualities quality NOUN cana-3714 50 18 of of ADP cana-3714 50 19 each each DET cana-3714 50 20 patient patient NOUN cana-3714 50 21 . . PUNCT cana-3714 51 1 while while SCONJ cana-3714 51 2 or or CCONJ cana-3714 51 3 approaches approach VERB cana-3714 51 4 optimise optimise ADJ cana-3714 51 5 therapy therapy NOUN cana-3714 51 6 schedules schedule NOUN cana-3714 51 7 , , PUNCT cana-3714 51 8 doses dose NOUN cana-3714 51 9 , , PUNCT cana-3714 51 10 and and CCONJ cana-3714 51 11 resource resource NOUN cana-3714 51 12 allocation allocation NOUN cana-3714 51 13 , , PUNCT cana-3714 51 14 machine machine NOUN cana-3714 51 15 learning learning NOUN cana-3714 51 16 ( ( PUNCT cana-3714 51 17 ml ml NOUN cana-3714 51 18 ) ) PUNCT cana-3714 51 19 can can AUX cana-3714 51 20 analyse analyse VERB cana-3714 51 21 large large ADJ cana-3714 51 22 datasets dataset NOUN cana-3714 51 23 to to PART cana-3714 51 24 adapt adapt VERB cana-3714 51 25 therapies therapy NOUN cana-3714 51 26 based base VERB cana-3714 51 27 on on ADP cana-3714 51 28 patient patient NOUN cana-3714 51 29 - - PUNCT cana-3714 51 30 specific specific ADJ cana-3714 51 31 characteristics characteristic NOUN cana-3714 51 32 . . PUNCT cana-3714 52 1 by by ADP cana-3714 52 2 combining combine VERB cana-3714 52 3 these these DET cana-3714 52 4 strategies strategy NOUN cana-3714 52 5 , , PUNCT cana-3714 52 6 healthcare healthcare NOUN cana-3714 52 7 facilities facility NOUN cana-3714 52 8 may may AUX cana-3714 52 9 better well ADV cana-3714 52 10 manage manage VERB cana-3714 52 11 their their PRON cana-3714 52 12 resources resource NOUN cana-3714 52 13 , , PUNCT cana-3714 52 14 minimise minimise NOUN cana-3714 52 15 adverse adverse ADJ cana-3714 52 16 effects effect NOUN cana-3714 52 17 , , PUNCT cana-3714 52 18 and and CCONJ cana-3714 52 19 provide provide VERB cana-3714 52 20 treatments treatment NOUN cana-3714 52 21 with with ADP cana-3714 52 22 more more ADJ cana-3714 52 23 accuracy accuracy NOUN cana-3714 52 24 . . PUNCT cana-3714 53 1 notwithstanding notwithstanding ADP cana-3714 53 2 the the DET cana-3714 53 3 promise promise NOUN cana-3714 53 4 , , PUNCT cana-3714 53 5 issues issue NOUN cana-3714 53 6 including include VERB cana-3714 53 7 system system NOUN cana-3714 53 8 integration integration NOUN cana-3714 53 9 , , PUNCT cana-3714 53 10 interpretability interpretability NOUN cana-3714 53 11 of of ADP cana-3714 53 12 models model NOUN cana-3714 53 13 , , PUNCT cana-3714 53 14 and and CCONJ cana-3714 53 15 data datum NOUN cana-3714 53 16 quality quality NOUN cana-3714 53 17 need need VERB cana-3714 53 18 to to PART cana-3714 53 19 be be AUX cana-3714 53 20 resolved resolve VERB cana-3714 53 21 . . PUNCT cana-3714 54 1 case case NOUN cana-3714 54 2 studies study NOUN cana-3714 54 3 and and CCONJ cana-3714 54 4 real real ADJ cana-3714 54 5 - - PUNCT cana-3714 54 6 world world NOUN cana-3714 54 7 applications application NOUN cana-3714 54 8 have have AUX cana-3714 54 9 shown show VERB cana-3714 54 10 how how SCONJ cana-3714 54 11 effective effective ADJ cana-3714 54 12 ml ml NOUN cana-3714 54 13 and and CCONJ cana-3714 54 14 or or CCONJ cana-3714 54 15 can can AUX cana-3714 54 16 be be AUX cana-3714 54 17 in in ADP cana-3714 54 18 improving improve VERB cana-3714 54 19 cancer cancer NOUN cana-3714 54 20 care care NOUN cana-3714 54 21 , , PUNCT cana-3714 54 22 and and CCONJ cana-3714 54 23 new new ADJ cana-3714 54 24 developments development NOUN cana-3714 54 25 like like ADP cana-3714 54 26 ai ai NOUN cana-3714 54 27 - - PUNCT cana-3714 54 28 driven drive VERB cana-3714 54 29 drug drug NOUN cana-3714 54 30 communications communication NOUN cana-3714 54 31 on on ADP cana-3714 54 32 applied apply VERB cana-3714 54 33 nonlinear nonlinear ADJ cana-3714 54 34 analysis analysis NOUN cana-3714 54 35 issn issn NOUN cana-3714 54 36 : : PUNCT cana-3714 54 37 1074 1074 NUM cana-3714 54 38 - - PUNCT cana-3714 54 39 133x 133x NUM cana-3714 54 40 vol vol NOUN cana-3714 54 41 32 32 NUM cana-3714 54 42 no no NOUN cana-3714 54 43 . . PUNCT cana-3714 55 1 8s 8s PROPN cana-3714 55 2 ( ( PUNCT cana-3714 55 3 2025 2025 NUM cana-3714 55 4 ) ) PUNCT cana-3714 55 5 529 529 NUM cana-3714 55 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 55 7 discovery discovery NOUN cana-3714 55 8 and and CCONJ cana-3714 55 9 real real ADJ cana-3714 55 10 - - PUNCT cana-3714 55 11 time time NOUN cana-3714 55 12 data datum NOUN cana-3714 55 13 analytics analytic NOUN cana-3714 55 14 could could AUX cana-3714 55 15 further far ADV cana-3714 55 16 transform transform VERB cana-3714 55 17 cancer cancer NOUN cana-3714 55 18 treatment treatment NOUN cana-3714 55 19 methods method NOUN cana-3714 55 20 and and CCONJ cana-3714 55 21 enhance enhance VERB cana-3714 55 22 patient patient ADJ cana-3714 55 23 outcomes outcome NOUN cana-3714 55 24 and and CCONJ cana-3714 55 25 quality quality NOUN cana-3714 55 26 of of ADP cana-3714 55 27 life life NOUN cana-3714 55 28 . . PUNCT cana-3714 56 1 ii ii PROPN cana-3714 56 2 . . PUNCT cana-3714 57 1 literature literature PROPN cana-3714 57 2 review review PROPN cana-3714 57 3 smith smith PROPN cana-3714 57 4 and and CCONJ cana-3714 57 5 others other NOUN cana-3714 57 6 ( ( PUNCT cana-3714 57 7 2018 2018 NUM cana-3714 57 8 ): ): PUNCT cana-3714 57 9 smith smith NOUN cana-3714 57 10 and and CCONJ cana-3714 57 11 associates associate NOUN cana-3714 57 12 investigated investigate VERB cana-3714 57 13 the the DET cana-3714 57 14 use use NOUN cana-3714 57 15 of of ADP cana-3714 57 16 machine machine NOUN cana-3714 57 17 learning learn VERB cana-3714 57 18 algorithms algorithm NOUN cana-3714 57 19 to to PART cana-3714 57 20 forecast forecast VERB cana-3714 57 21 the the DET cana-3714 57 22 outcomes outcome NOUN cana-3714 57 23 of of ADP cana-3714 57 24 cancer cancer NOUN cana-3714 57 25 treatments treatment NOUN cana-3714 57 26 . . PUNCT cana-3714 58 1 in in ADP cana-3714 58 2 order order NOUN cana-3714 58 3 to to PART cana-3714 58 4 create create VERB cana-3714 58 5 individualised individualised ADJ cana-3714 58 6 treatment treatment NOUN cana-3714 58 7 plans plan NOUN cana-3714 58 8 for for ADP cana-3714 58 9 individuals individual NOUN cana-3714 58 10 with with ADP cana-3714 58 11 breast breast NOUN cana-3714 58 12 cancer cancer NOUN cana-3714 58 13 , , PUNCT cana-3714 58 14 their their PRON cana-3714 58 15 research research NOUN cana-3714 58 16 focused focus VERB cana-3714 58 17 on on ADP cana-3714 58 18 using use VERB cana-3714 58 19 supervised supervised ADJ cana-3714 58 20 learning learning NOUN cana-3714 58 21 models model NOUN cana-3714 58 22 on on ADP cana-3714 58 23 clinical clinical ADJ cana-3714 58 24 records record NOUN cana-3714 58 25 . . PUNCT cana-3714 59 1 the the DET cana-3714 59 2 study study NOUN cana-3714 59 3 showed show VERB cana-3714 59 4 that that SCONJ cana-3714 59 5 , , PUNCT cana-3714 59 6 in in ADP cana-3714 59 7 comparison comparison NOUN cana-3714 59 8 to to ADP cana-3714 59 9 conventional conventional ADJ cana-3714 59 10 statistical statistical ADJ cana-3714 59 11 techniques technique NOUN cana-3714 59 12 , , PUNCT cana-3714 59 13 machine machine NOUN cana-3714 59 14 learning learning NOUN cana-3714 59 15 models model NOUN cana-3714 59 16 β€” β€” PUNCT cana-3714 59 17 such such ADJ cana-3714 59 18 as as ADP cana-3714 59 19 decision decision NOUN cana-3714 59 20 trees tree NOUN cana-3714 59 21 and and CCONJ cana-3714 59 22 support support VERB cana-3714 59 23 vector vector NOUN cana-3714 59 24 machines machine NOUN cana-3714 59 25 β€” β€” PUNCT cana-3714 59 26 markedly markedly ADV cana-3714 59 27 increased increase VERB cana-3714 59 28 the the DET cana-3714 59 29 accuracy accuracy NOUN cana-3714 59 30 of of ADP cana-3714 59 31 treatment treatment NOUN cana-3714 59 32 response response NOUN cana-3714 59 33 predictions prediction NOUN cana-3714 59 34 . . PUNCT cana-3714 60 1 according accord VERB cana-3714 60 2 to to ADP cana-3714 60 3 the the DET cana-3714 60 4 study study NOUN cana-3714 60 5 's 's PART cana-3714 60 6 findings finding NOUN cana-3714 60 7 , , PUNCT cana-3714 60 8 using use VERB cana-3714 60 9 machine machine NOUN cana-3714 60 10 learning learning NOUN cana-3714 60 11 into into ADP cana-3714 60 12 cancer cancer NOUN cana-3714 60 13 therapy therapy NOUN cana-3714 60 14 might might AUX cana-3714 60 15 result result VERB cana-3714 60 16 in in ADP cana-3714 60 17 more more ADV cana-3714 60 18 individualised individualised ADJ cana-3714 60 19 treatment treatment NOUN cana-3714 60 20 regimens regimen NOUN cana-3714 60 21 , , PUNCT cana-3714 60 22 which which PRON cana-3714 60 23 would would AUX cana-3714 60 24 improve improve VERB cana-3714 60 25 patient patient ADJ cana-3714 60 26 outcomes outcome NOUN cana-3714 60 27 by by ADP cana-3714 60 28 doing do VERB cana-3714 60 29 away away ADV cana-3714 60 30 with with ADP cana-3714 60 31 the the DET cana-3714 60 32 existing exist VERB cana-3714 60 33 medical medical ADJ cana-3714 60 34 practice practice NOUN cana-3714 60 35 of of ADP cana-3714 60 36 trial trial NOUN cana-3714 60 37 and and CCONJ cana-3714 60 38 error[1 error[1 PROPN cana-3714 60 39 ] ] X cana-3714 60 40 wang wang PROPN cana-3714 60 41 and and CCONJ cana-3714 60 42 colleagues colleague NOUN cana-3714 60 43 ( ( PUNCT cana-3714 60 44 2019 2019 NUM cana-3714 60 45 ): ): PUNCT cana-3714 60 46 wang wang PROPN cana-3714 60 47 et et PROPN cana-3714 60 48 al al PROPN cana-3714 60 49 . . PROPN cana-3714 60 50 looked look VERB cana-3714 60 51 at at ADP cana-3714 60 52 how how SCONJ cana-3714 60 53 radiation radiation NOUN cana-3714 60 54 therapy therapy NOUN cana-3714 60 55 regimens regimen VERB cana-3714 60 56 for for ADP cana-3714 60 57 cancer cancer NOUN cana-3714 60 58 patients patient NOUN cana-3714 60 59 may may AUX cana-3714 60 60 be be AUX cana-3714 60 61 optimised optimise VERB cana-3714 60 62 by by ADP cana-3714 60 63 using use VERB cana-3714 60 64 operational operational ADJ cana-3714 60 65 research research NOUN cana-3714 60 66 ( ( PUNCT cana-3714 60 67 or or CCONJ cana-3714 60 68 ) ) PUNCT cana-3714 60 69 approaches approach NOUN cana-3714 60 70 . . PUNCT cana-3714 61 1 the the DET cana-3714 61 2 research research NOUN cana-3714 61 3 created create VERB cana-3714 61 4 strategies strategy NOUN cana-3714 61 5 to to PART cana-3714 61 6 reduce reduce VERB cana-3714 61 7 the the DET cana-3714 61 8 total total ADJ cana-3714 61 9 treatment treatment NOUN cana-3714 61 10 duration duration NOUN cana-3714 61 11 while while SCONJ cana-3714 61 12 maintaining maintain VERB cana-3714 61 13 appropriate appropriate ADJ cana-3714 61 14 dose dose NOUN cana-3714 61 15 levels level NOUN cana-3714 61 16 using use VERB cana-3714 61 17 mixed mixed ADJ cana-3714 61 18 - - PUNCT cana-3714 61 19 integer integer NOUN cana-3714 61 20 optimisation optimisation NOUN cana-3714 61 21 models model NOUN cana-3714 61 22 and and CCONJ cana-3714 61 23 linear linear PROPN cana-3714 61 24 programming programming NOUN cana-3714 61 25 . . PUNCT cana-3714 62 1 according accord VERB cana-3714 62 2 to to ADP cana-3714 62 3 their their PRON cana-3714 62 4 results result NOUN cana-3714 62 5 , , PUNCT cana-3714 62 6 or or CCONJ cana-3714 62 7 - - PUNCT cana-3714 62 8 based base VERB cana-3714 62 9 timetables timetable NOUN cana-3714 62 10 might might AUX cana-3714 62 11 enhance enhance VERB cana-3714 62 12 resource resource NOUN cana-3714 62 13 allocation allocation NOUN cana-3714 62 14 in in ADP cana-3714 62 15 healthcare healthcare NOUN cana-3714 62 16 institutions institution NOUN cana-3714 62 17 and and CCONJ cana-3714 62 18 shorten shorten VERB cana-3714 62 19 patient patient ADJ cana-3714 62 20 wait wait PROPN cana-3714 62 21 times time NOUN cana-3714 62 22 . . PUNCT cana-3714 63 1 the the DET cana-3714 63 2 research research NOUN cana-3714 63 3 underscored underscore VERB cana-3714 63 4 the the DET cana-3714 63 5 need need NOUN cana-3714 63 6 of of ADP cana-3714 63 7 integrating integrating NOUN cana-3714 63 8 or or CCONJ cana-3714 63 9 with with ADP cana-3714 63 10 cutting cut VERB cana-3714 63 11 - - PUNCT cana-3714 63 12 edge edge NOUN cana-3714 63 13 technologies technology NOUN cana-3714 63 14 such such ADJ cana-3714 63 15 as as ADP cana-3714 63 16 machine machine NOUN cana-3714 63 17 learning learn VERB cana-3714 63 18 to to PART cana-3714 63 19 enhance enhance VERB cana-3714 63 20 cancer cancer NOUN cana-3714 63 21 treatment treatment NOUN cana-3714 63 22 regimens regimen NOUN cana-3714 63 23 , , PUNCT cana-3714 63 24 specifically specifically ADV cana-3714 63 25 with with ADP cana-3714 63 26 dosage dosage NOUN cana-3714 63 27 customisation customisation NOUN cana-3714 63 28 and and CCONJ cana-3714 63 29 scheduling[2 scheduling[2 PROPN cana-3714 63 30 ] ] X cana-3714 63 31 chen chen PROPN cana-3714 63 32 and and CCONJ cana-3714 63 33 colleagues colleague NOUN cana-3714 63 34 ( ( PUNCT cana-3714 63 35 2019 2019 NUM cana-3714 63 36 ): ): PUNCT cana-3714 63 37 in in ADP cana-3714 63 38 order order NOUN cana-3714 63 39 to to PART cana-3714 63 40 find find VERB cana-3714 63 41 patterns pattern NOUN cana-3714 63 42 in in ADP cana-3714 63 43 the the DET cana-3714 63 44 genetic genetic ADJ cana-3714 63 45 and and CCONJ cana-3714 63 46 clinical clinical ADJ cana-3714 63 47 data datum NOUN cana-3714 63 48 for for ADP cana-3714 63 49 lung lung NOUN cana-3714 63 50 cancer cancer NOUN cana-3714 63 51 patients patient NOUN cana-3714 63 52 , , PUNCT cana-3714 63 53 chen chen PROPN cana-3714 63 54 et et PROPN cana-3714 63 55 al al PROPN cana-3714 63 56 . . PROPN cana-3714 63 57 used use VERB cana-3714 63 58 deep deep ADJ cana-3714 63 59 learning learning NOUN cana-3714 63 60 algorithms algorithm NOUN cana-3714 63 61 . . PUNCT cana-3714 64 1 through through ADP cana-3714 64 2 the the DET cana-3714 64 3 use use NOUN cana-3714 64 4 of of ADP cana-3714 64 5 convolutional convolutional ADJ cana-3714 64 6 neural neural ADJ cana-3714 64 7 networks network NOUN cana-3714 64 8 ( ( PUNCT cana-3714 64 9 cnns cnns PROPN cana-3714 64 10 ) ) PUNCT cana-3714 64 11 to to PART cana-3714 64 12 analyse analyse VERB cana-3714 64 13 tumour tumour NOUN cana-3714 64 14 features feature NOUN cana-3714 64 15 , , PUNCT cana-3714 64 16 their their PRON cana-3714 64 17 study study NOUN cana-3714 64 18 enhanced enhance VERB cana-3714 64 19 the the DET cana-3714 64 20 accuracy accuracy NOUN cana-3714 64 21 of of ADP cana-3714 64 22 treatment treatment NOUN cana-3714 64 23 result result NOUN cana-3714 64 24 prediction prediction NOUN cana-3714 64 25 . . PUNCT cana-3714 65 1 the the DET cana-3714 65 2 research research NOUN cana-3714 65 3 showed show VERB cana-3714 65 4 that that SCONJ cana-3714 65 5 in in ADP cana-3714 65 6 terms term NOUN cana-3714 65 7 of of ADP cana-3714 65 8 cancer cancer NOUN cana-3714 65 9 prognosis prognosis NOUN cana-3714 65 10 , , PUNCT cana-3714 65 11 deep deep ADJ cana-3714 65 12 learning learning NOUN cana-3714 65 13 models model NOUN cana-3714 65 14 might might AUX cana-3714 65 15 perform perform VERB cana-3714 65 16 better well ADV cana-3714 65 17 than than ADP cana-3714 65 18 conventional conventional ADJ cana-3714 65 19 statistical statistical ADJ cana-3714 65 20 techniques technique NOUN cana-3714 65 21 . . PUNCT cana-3714 66 1 additionally additionally ADV cana-3714 66 2 , , PUNCT cana-3714 66 3 chen chen PROPN cana-3714 66 4 et et PROPN cana-3714 66 5 al al PROPN cana-3714 66 6 . . PROPN cana-3714 66 7 proposed propose VERB cana-3714 66 8 that that SCONJ cana-3714 66 9 combining combine VERB cana-3714 66 10 operational operational ADJ cana-3714 66 11 research research NOUN cana-3714 66 12 methods method NOUN cana-3714 66 13 with with ADP cana-3714 66 14 machine machine NOUN cana-3714 66 15 learning learning NOUN cana-3714 66 16 might might AUX cana-3714 66 17 optimise optimise VERB cana-3714 66 18 treatment treatment NOUN cana-3714 66 19 plans plan NOUN cana-3714 66 20 and and CCONJ cana-3714 66 21 doses dose NOUN cana-3714 66 22 , , PUNCT cana-3714 66 23 especially especially ADV cana-3714 66 24 for for ADP cana-3714 66 25 patients patient NOUN cana-3714 66 26 with with ADP cana-3714 66 27 complicated complicated ADJ cana-3714 66 28 medical medical ADJ cana-3714 66 29 problems problem NOUN cana-3714 66 30 , , PUNCT cana-3714 66 31 improving improve VERB cana-3714 66 32 patient patient ADJ cana-3714 66 33 quality quality NOUN cana-3714 66 34 of of ADP cana-3714 66 35 life life NOUN cana-3714 66 36 and and CCONJ cana-3714 66 37 treatment treatment NOUN cana-3714 66 38 efficacy[3 efficacy[3 SYM cana-3714 66 39 ] ] X cana-3714 66 40 jones jones PROPN cana-3714 66 41 and and CCONJ cana-3714 66 42 others other NOUN cana-3714 66 43 ( ( PUNCT cana-3714 66 44 2020 2020 NUM cana-3714 66 45 ): ): PUNCT cana-3714 66 46 jones jones PROPN cana-3714 66 47 et et PROPN cana-3714 66 48 al al PROPN cana-3714 66 49 . . PROPN cana-3714 66 50 concentrated concentrate VERB cana-3714 66 51 on on ADP cana-3714 66 52 applying apply VERB cana-3714 66 53 operational operational ADJ cana-3714 66 54 research research NOUN cana-3714 66 55 methods method NOUN cana-3714 66 56 to to PART cana-3714 66 57 optimise optimise VERB cana-3714 66 58 chemotherapy chemotherapy NOUN cana-3714 66 59 treatment treatment NOUN cana-3714 66 60 regimens regimen NOUN cana-3714 66 61 . . PUNCT cana-3714 67 1 the the DET cana-3714 67 2 research research NOUN cana-3714 67 3 created create VERB cana-3714 67 4 strategies strategy NOUN cana-3714 67 5 to to PART cana-3714 67 6 optimise optimise VERB cana-3714 67 7 medication medication NOUN cana-3714 67 8 delivery delivery NOUN cana-3714 67 9 schedules schedule NOUN cana-3714 67 10 , , PUNCT cana-3714 67 11 balancing balance VERB cana-3714 67 12 therapeutic therapeutic ADJ cana-3714 67 13 efficacy efficacy NOUN cana-3714 67 14 and and CCONJ cana-3714 67 15 adverse adverse ADJ cana-3714 67 16 effect effect NOUN cana-3714 67 17 minimisation minimisation NOUN cana-3714 67 18 , , PUNCT cana-3714 67 19 by by ADP cana-3714 67 20 using use VERB cana-3714 67 21 mixed mixed ADJ cana-3714 67 22 - - PUNCT cana-3714 67 23 integer integer NOUN cana-3714 67 24 programming programming NOUN cana-3714 67 25 models model NOUN cana-3714 67 26 . . PUNCT cana-3714 68 1 their their PRON cana-3714 68 2 findings finding NOUN cana-3714 68 3 demonstrated demonstrate VERB cana-3714 68 4 that that SCONJ cana-3714 68 5 by by ADP cana-3714 68 6 lowering lower VERB cana-3714 68 7 side side NOUN cana-3714 68 8 effects effect NOUN cana-3714 68 9 while while SCONJ cana-3714 68 10 preserving preserve VERB cana-3714 68 11 treatment treatment NOUN cana-3714 68 12 effectiveness effectiveness NOUN cana-3714 68 13 , , PUNCT cana-3714 68 14 optimised optimise VERB cana-3714 68 15 regimens regimen NOUN cana-3714 68 16 might might AUX cana-3714 68 17 greatly greatly ADV cana-3714 68 18 enhance enhance VERB cana-3714 68 19 patient patient ADJ cana-3714 68 20 outcomes outcome NOUN cana-3714 68 21 . . PUNCT cana-3714 69 1 the the DET cana-3714 69 2 research research NOUN cana-3714 69 3 emphasised emphasise VERB cana-3714 69 4 the the DET cana-3714 69 5 possibility possibility NOUN cana-3714 69 6 of of ADP cana-3714 69 7 integrating integrate VERB cana-3714 69 8 these these PRON cana-3714 69 9 or or CCONJ cana-3714 69 10 methods method NOUN cana-3714 69 11 with with ADP cana-3714 69 12 machine machine NOUN cana-3714 69 13 learning learn VERB cana-3714 69 14 algorithms algorithm NOUN cana-3714 69 15 to to PART cana-3714 69 16 develop develop VERB cana-3714 69 17 adaptive adaptive ADJ cana-3714 69 18 chemotherapy chemotherapy NOUN cana-3714 69 19 regimens regimen NOUN cana-3714 69 20 that that PRON cana-3714 69 21 adjust adjust VERB cana-3714 69 22 in in ADP cana-3714 69 23 real real ADJ cana-3714 69 24 time time NOUN cana-3714 69 25 based base VERB cana-3714 69 26 on on ADP cana-3714 69 27 patient patient NOUN cana-3714 69 28 - - PUNCT cana-3714 69 29 specific specific NOUN cana-3714 69 30 information[4 information[4 NOUN cana-3714 69 31 ] ] X cana-3714 69 32 the the DET cana-3714 69 33 ahmed ahmed PROPN cana-3714 69 34 group group PROPN cana-3714 69 35 ( ( PUNCT cana-3714 69 36 2020 2020 NUM cana-3714 69 37 ): ): PUNCT cana-3714 69 38 a a DET cana-3714 69 39 research research NOUN cana-3714 69 40 on on ADP cana-3714 69 41 the the DET cana-3714 69 42 integration integration NOUN cana-3714 69 43 of of ADP cana-3714 69 44 clinical clinical ADJ cana-3714 69 45 decision decision NOUN cana-3714 69 46 support support NOUN cana-3714 69 47 systems system NOUN cana-3714 69 48 for for ADP cana-3714 69 49 cancer cancer NOUN cana-3714 69 50 treatment treatment NOUN cana-3714 69 51 with with ADP cana-3714 69 52 machine machine NOUN cana-3714 69 53 learning learning NOUN cana-3714 69 54 models model NOUN cana-3714 69 55 was be AUX cana-3714 69 56 carried carry VERB cana-3714 69 57 out out ADP cana-3714 69 58 by by ADP cana-3714 69 59 ahmed ahmed PROPN cana-3714 69 60 and and CCONJ cana-3714 69 61 colleagues colleague NOUN cana-3714 69 62 . . PUNCT cana-3714 70 1 through through ADP cana-3714 70 2 their their PRON cana-3714 70 3 study study NOUN cana-3714 70 4 , , PUNCT cana-3714 70 5 the the DET cana-3714 70 6 system system NOUN cana-3714 70 7 was be AUX cana-3714 70 8 able able ADJ cana-3714 70 9 to to PART cana-3714 70 10 " " PUNCT cana-3714 70 11 learn learn VERB cana-3714 70 12 " " PUNCT cana-3714 70 13 the the DET cana-3714 70 14 optimal optimal ADJ cana-3714 70 15 therapy therapy NOUN cana-3714 70 16 courses course NOUN cana-3714 70 17 for for ADP cana-3714 70 18 various various ADJ cana-3714 70 19 cancer cancer NOUN cana-3714 70 20 kinds kind NOUN cana-3714 70 21 by by ADP cana-3714 70 22 applying apply VERB cana-3714 70 23 reinforcement reinforcement NOUN cana-3714 70 24 learning learning NOUN cana-3714 70 25 algorithms algorithm NOUN cana-3714 70 26 to to ADP cana-3714 70 27 past past ADJ cana-3714 70 28 treatment treatment NOUN cana-3714 70 29 data datum NOUN cana-3714 70 30 . . PUNCT cana-3714 71 1 by by ADP cana-3714 71 2 continually continually ADV cana-3714 71 3 updating update VERB cana-3714 71 4 suggestions suggestion NOUN cana-3714 71 5 based base VERB cana-3714 71 6 on on ADP cana-3714 71 7 fresh fresh ADJ cana-3714 71 8 patient patient ADJ cana-3714 71 9 data datum NOUN cana-3714 71 10 , , PUNCT cana-3714 71 11 reinforcement reinforcement NOUN cana-3714 71 12 learning learning NOUN cana-3714 71 13 has have VERB cana-3714 71 14 the the DET cana-3714 71 15 potential potential NOUN cana-3714 71 16 to to PART cana-3714 71 17 optimise optimise VERB cana-3714 71 18 therapy therapy NOUN cana-3714 71 19 methods method NOUN cana-3714 71 20 , , PUNCT cana-3714 71 21 according accord VERB cana-3714 71 22 to to ADP cana-3714 71 23 the the DET cana-3714 71 24 research research NOUN cana-3714 71 25 . . PUNCT cana-3714 72 1 ahmed ahmed PROPN cana-3714 72 2 et et PROPN cana-3714 72 3 al al PROPN cana-3714 72 4 . . PROPN cana-3714 72 5 highlighted highlight VERB cana-3714 72 6 that that PRON cana-3714 72 7 machine machine NOUN cana-3714 72 8 learning learning NOUN cana-3714 72 9 and and CCONJ cana-3714 72 10 operational operational ADJ cana-3714 72 11 research research NOUN cana-3714 72 12 combined combine VERB cana-3714 72 13 might might AUX cana-3714 72 14 result result VERB cana-3714 72 15 in in ADP cana-3714 72 16 communications communication NOUN cana-3714 72 17 on on ADP cana-3714 72 18 applied apply VERB cana-3714 72 19 nonlinear nonlinear ADJ cana-3714 72 20 analysis analysis NOUN cana-3714 72 21 issn issn NOUN cana-3714 72 22 : : PUNCT cana-3714 72 23 1074 1074 NUM cana-3714 72 24 - - PUNCT cana-3714 72 25 133x 133x NUM cana-3714 72 26 vol vol NOUN cana-3714 72 27 32 32 NUM cana-3714 72 28 no no NOUN cana-3714 72 29 . . PUNCT cana-3714 73 1 8s 8s PROPN cana-3714 73 2 ( ( PUNCT cana-3714 73 3 2025 2025 NUM cana-3714 73 4 ) ) PUNCT cana-3714 73 5 530 530 NUM cana-3714 73 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 73 7 more more ADV cana-3714 73 8 adaptable adaptable ADJ cana-3714 73 9 and and CCONJ cana-3714 73 10 flexible flexible ADJ cana-3714 73 11 treatment treatment NOUN cana-3714 73 12 regimens regimen NOUN cana-3714 73 13 , , PUNCT cana-3714 73 14 especially especially ADV cana-3714 73 15 for for ADP cana-3714 73 16 malignancies malignancy NOUN cana-3714 73 17 with with ADP cana-3714 73 18 irregular irregular ADJ cana-3714 73 19 growth growth NOUN cana-3714 73 20 patterns[5 patterns[5 PROPN cana-3714 73 21 ] ] X cana-3714 73 22 the the DET cana-3714 73 23 patel patel PROPN cana-3714 73 24 group group NOUN cana-3714 73 25 ( ( PUNCT cana-3714 73 26 2020 2020 NUM cana-3714 73 27 ): ): PUNCT cana-3714 73 28 in in ADP cana-3714 73 29 order order NOUN cana-3714 73 30 to to PART cana-3714 73 31 improve improve VERB cana-3714 73 32 radiation radiation NOUN cana-3714 73 33 treatment treatment NOUN cana-3714 73 34 regimens regimen NOUN cana-3714 73 35 for for ADP cana-3714 73 36 patients patient NOUN cana-3714 73 37 with with ADP cana-3714 73 38 prostate prostate NOUN cana-3714 73 39 cancer cancer NOUN cana-3714 73 40 , , PUNCT cana-3714 73 41 patel patel PROPN cana-3714 73 42 et et PROPN cana-3714 73 43 al al PROPN cana-3714 73 44 . . PROPN cana-3714 73 45 used use VERB cana-3714 73 46 machine machine NOUN cana-3714 73 47 learning learning NOUN cana-3714 73 48 algorithms algorithm NOUN cana-3714 73 49 . . PUNCT cana-3714 74 1 based base VERB cana-3714 74 2 on on ADP cana-3714 74 3 patient patient ADJ cana-3714 74 4 demographics demographic NOUN cana-3714 74 5 , , PUNCT cana-3714 74 6 tumour tumour NOUN cana-3714 74 7 features feature NOUN cana-3714 74 8 , , PUNCT cana-3714 74 9 and and CCONJ cana-3714 74 10 treatment treatment NOUN cana-3714 74 11 history history NOUN cana-3714 74 12 , , PUNCT cana-3714 74 13 the the DET cana-3714 74 14 research research NOUN cana-3714 74 15 used use VERB cana-3714 74 16 a a DET cana-3714 74 17 gradient gradient ADJ cana-3714 74 18 boosting boost VERB cana-3714 74 19 method method NOUN cana-3714 74 20 to to PART cana-3714 74 21 predict predict VERB cana-3714 74 22 treatment treatment NOUN cana-3714 74 23 results result NOUN cana-3714 74 24 . . PUNCT cana-3714 75 1 according accord VERB cana-3714 75 2 to to ADP cana-3714 75 3 their their PRON cana-3714 75 4 research research NOUN cana-3714 75 5 , , PUNCT cana-3714 75 6 machine machine NOUN cana-3714 75 7 learning learning NOUN cana-3714 75 8 has have VERB cana-3714 75 9 the the DET cana-3714 75 10 potential potential NOUN cana-3714 75 11 to to PART cana-3714 75 12 greatly greatly ADV cana-3714 75 13 enhance enhance VERB cana-3714 75 14 the the DET cana-3714 75 15 customisation customisation NOUN cana-3714 75 16 of of ADP cana-3714 75 17 radiation radiation NOUN cana-3714 75 18 treatment treatment NOUN cana-3714 75 19 regimens regimen NOUN cana-3714 75 20 , , PUNCT cana-3714 75 21 hence hence ADV cana-3714 75 22 lowering lower VERB cana-3714 75 23 side side NOUN cana-3714 75 24 effects effect NOUN cana-3714 75 25 and and CCONJ cana-3714 75 26 raising raise VERB cana-3714 75 27 survival survival NOUN cana-3714 75 28 rates rate NOUN cana-3714 75 29 . . PUNCT cana-3714 76 1 according accord VERB cana-3714 76 2 to to ADP cana-3714 76 3 patel patel PROPN cana-3714 76 4 et et PROPN cana-3714 76 5 al al PROPN cana-3714 76 6 . . PROPN cana-3714 76 7 , , PUNCT cana-3714 76 8 treatment treatment NOUN cana-3714 76 9 regimens regimen NOUN cana-3714 76 10 might might AUX cana-3714 76 11 be be AUX cana-3714 76 12 further far ADV cana-3714 76 13 optimised optimise VERB cana-3714 76 14 by by ADP cana-3714 76 15 merging merge VERB cana-3714 76 16 machine machine NOUN cana-3714 76 17 learning learning NOUN cana-3714 76 18 with with ADP cana-3714 76 19 or or CCONJ cana-3714 76 20 approaches approach VERB cana-3714 76 21 like like ADP cana-3714 76 22 linear linear PROPN cana-3714 76 23 programming programming NOUN cana-3714 76 24 , , PUNCT cana-3714 76 25 guaranteeing guarantee VERB cana-3714 76 26 that that SCONJ cana-3714 76 27 resource resource NOUN cana-3714 76 28 allocation allocation NOUN cana-3714 76 29 in in ADP cana-3714 76 30 healthcare healthcare NOUN cana-3714 76 31 systems system NOUN cana-3714 76 32 is be AUX cana-3714 76 33 both both CCONJ cana-3714 76 34 effective effective ADJ cana-3714 76 35 and and CCONJ cana-3714 76 36 efficient[6 efficient[6 NOUN cana-3714 76 37 ] ] X cana-3714 76 38 the the DET cana-3714 76 39 garcia garcia PROPN cana-3714 76 40 group group NOUN cana-3714 76 41 ( ( PUNCT cana-3714 76 42 2021 2021 NUM cana-3714 76 43 ): ): PUNCT cana-3714 76 44 garcia garcia PROPN cana-3714 76 45 et et PROPN cana-3714 76 46 al al PROPN cana-3714 76 47 . . PROPN cana-3714 76 48 investigated investigate VERB cana-3714 76 49 how how SCONJ cana-3714 76 50 to to PART cana-3714 76 51 optimise optimise VERB cana-3714 76 52 immunotherapy immunotherapy NOUN cana-3714 76 53 regimens regimen NOUN cana-3714 76 54 for for ADP cana-3714 76 55 cancer cancer NOUN cana-3714 76 56 patients patient NOUN cana-3714 76 57 using use VERB cana-3714 76 58 machine machine NOUN cana-3714 76 59 learning learning NOUN cana-3714 76 60 . . PUNCT cana-3714 77 1 their their PRON cana-3714 77 2 research research NOUN cana-3714 77 3 helped helped AUX cana-3714 77 4 identify identify VERB cana-3714 77 5 biomarkers biomarker NOUN cana-3714 77 6 that that PRON cana-3714 77 7 predict predict VERB cana-3714 77 8 therapy therapy NOUN cana-3714 77 9 response response NOUN cana-3714 77 10 by by ADP cana-3714 77 11 using use VERB cana-3714 77 12 neural neural ADJ cana-3714 77 13 networks network NOUN cana-3714 77 14 to to ADP cana-3714 77 15 massive massive ADJ cana-3714 77 16 clinical clinical ADJ cana-3714 77 17 datasets dataset NOUN cana-3714 77 18 . . PUNCT cana-3714 78 1 the the DET cana-3714 78 2 study study NOUN cana-3714 78 3 discovered discover VERB cana-3714 78 4 that that SCONJ cana-3714 78 5 by by ADP cana-3714 78 6 tailoring tailor VERB cana-3714 78 7 immunotherapy immunotherapy NOUN cana-3714 78 8 regimens regimen NOUN cana-3714 78 9 according accord VERB cana-3714 78 10 to to ADP cana-3714 78 11 patient patient NOUN cana-3714 78 12 - - PUNCT cana-3714 78 13 specific specific ADJ cana-3714 78 14 genetic genetic ADJ cana-3714 78 15 information information NOUN cana-3714 78 16 , , PUNCT cana-3714 78 17 machine machine NOUN cana-3714 78 18 learning learning NOUN cana-3714 78 19 models model NOUN cana-3714 78 20 might might AUX cana-3714 78 21 enhance enhance VERB cana-3714 78 22 therapeutic therapeutic ADJ cana-3714 78 23 results result NOUN cana-3714 78 24 . . PUNCT cana-3714 79 1 according accord VERB cana-3714 79 2 to to ADP cana-3714 79 3 garcia garcia PROPN cana-3714 79 4 et et PROPN cana-3714 79 5 al al PROPN cana-3714 79 6 . . PROPN cana-3714 79 7 , , PUNCT cana-3714 79 8 combining combine VERB cana-3714 79 9 operational operational ADJ cana-3714 79 10 research research NOUN cana-3714 79 11 and and CCONJ cana-3714 79 12 machine machine NOUN cana-3714 79 13 learning learning NOUN cana-3714 79 14 might might AUX cana-3714 79 15 optimise optimise VERB cana-3714 79 16 treatment treatment NOUN cana-3714 79 17 plans plan NOUN cana-3714 79 18 and and CCONJ cana-3714 79 19 resource resource NOUN cana-3714 79 20 management management NOUN cana-3714 79 21 in in ADP cana-3714 79 22 cancer cancer NOUN cana-3714 79 23 departments department NOUN cana-3714 79 24 , , PUNCT cana-3714 79 25 enhancing enhance VERB cana-3714 79 26 patient patient NOUN cana-3714 79 27 care care NOUN cana-3714 79 28 and and CCONJ cana-3714 79 29 boosting boost VERB cana-3714 79 30 institutional institutional ADJ cana-3714 79 31 effectiveness[7 effectiveness[7 NOUN cana-3714 79 32 ] ] X cana-3714 79 33 li li PROPN cana-3714 79 34 and and CCONJ cana-3714 79 35 associates associate NOUN cana-3714 79 36 ( ( PUNCT cana-3714 79 37 2021 2021 NUM cana-3714 79 38 ): ): PUNCT cana-3714 79 39 li li PROPN cana-3714 79 40 et et PROPN cana-3714 79 41 al al PROPN cana-3714 79 42 . . PROPN cana-3714 79 43 looked look VERB cana-3714 79 44 at at ADP cana-3714 79 45 how how SCONJ cana-3714 79 46 to to PART cana-3714 79 47 best well ADV cana-3714 79 48 use use VERB cana-3714 79 49 operational operational ADJ cana-3714 79 50 research research NOUN cana-3714 79 51 methods method NOUN cana-3714 79 52 to to PART cana-3714 79 53 streamline streamline VERB cana-3714 79 54 the the DET cana-3714 79 55 logistics logistic NOUN cana-3714 79 56 of of ADP cana-3714 79 57 cancer cancer NOUN cana-3714 79 58 therapy therapy NOUN cana-3714 79 59 . . PUNCT cana-3714 80 1 through through ADP cana-3714 80 2 the the DET cana-3714 80 3 use use NOUN cana-3714 80 4 of of ADP cana-3714 80 5 simulation simulation NOUN cana-3714 80 6 modelling modelling NOUN cana-3714 80 7 and and CCONJ cana-3714 80 8 queuing queue VERB cana-3714 80 9 theory theory NOUN cana-3714 80 10 , , PUNCT cana-3714 80 11 their their PRON cana-3714 80 12 study study NOUN cana-3714 80 13 helped help VERB cana-3714 80 14 busy busy ADJ cana-3714 80 15 hospitals hospital NOUN cana-3714 80 16 better well ADJ cana-3714 80 17 schedule schedule NOUN cana-3714 80 18 cancer cancer NOUN cana-3714 80 19 treatments treatment NOUN cana-3714 80 20 . . PUNCT cana-3714 81 1 according accord VERB cana-3714 81 2 to to ADP cana-3714 81 3 the the DET cana-3714 81 4 study study NOUN cana-3714 81 5 , , PUNCT cana-3714 81 6 operational operational ADJ cana-3714 81 7 research research NOUN cana-3714 81 8 models model NOUN cana-3714 81 9 may may AUX cana-3714 81 10 expedite expedite VERB cana-3714 81 11 processes process NOUN cana-3714 81 12 , , PUNCT cana-3714 81 13 enhance enhance VERB cana-3714 81 14 resource resource NOUN cana-3714 81 15 efficiency efficiency NOUN cana-3714 81 16 , , PUNCT cana-3714 81 17 and and CCONJ cana-3714 81 18 shorten shorten VERB cana-3714 81 19 patient patient ADJ cana-3714 81 20 wait wait PROPN cana-3714 81 21 times time NOUN cana-3714 81 22 . . PUNCT cana-3714 82 1 in in ADP cana-3714 82 2 particular particular ADJ cana-3714 82 3 in in ADP cana-3714 82 4 high high ADJ cana-3714 82 5 - - PUNCT cana-3714 82 6 demand demand NOUN cana-3714 82 7 healthcare healthcare NOUN cana-3714 82 8 settings setting NOUN cana-3714 82 9 , , PUNCT cana-3714 82 10 li li PROPN cana-3714 82 11 et et PROPN cana-3714 82 12 al al PROPN cana-3714 82 13 . . PROPN cana-3714 82 14 highlighted highlight VERB cana-3714 82 15 that that SCONJ cana-3714 82 16 combining combine VERB cana-3714 82 17 these these PRON cana-3714 82 18 or or CCONJ cana-3714 82 19 approaches approach NOUN cana-3714 82 20 with with ADP cana-3714 82 21 machine machine NOUN cana-3714 82 22 learning learn VERB cana-3714 82 23 algorithms algorithm NOUN cana-3714 82 24 might might AUX cana-3714 82 25 further far ADV cana-3714 82 26 optimise optimise VERB cana-3714 82 27 treatment treatment NOUN cana-3714 82 28 regimens regimen NOUN cana-3714 82 29 , , PUNCT cana-3714 82 30 guaranteeing guarantee VERB cana-3714 82 31 that that SCONJ cana-3714 82 32 cancer cancer NOUN cana-3714 82 33 patients patient NOUN cana-3714 82 34 get get VERB cana-3714 82 35 timely timely ADJ cana-3714 82 36 and and CCONJ cana-3714 82 37 individualised individualised ADJ cana-3714 82 38 care[8 care[8 NOUN cana-3714 82 39 ] ] PUNCT cana-3714 83 1 the the DET cana-3714 83 2 kumar kumar PROPN cana-3714 83 3 group group PROPN cana-3714 83 4 ( ( PUNCT cana-3714 83 5 2021 2021 NUM cana-3714 83 6 ): ): PUNCT cana-3714 83 7 in in ADP cana-3714 83 8 order order NOUN cana-3714 83 9 to to PART cana-3714 83 10 anticipate anticipate VERB cana-3714 83 11 adverse adverse ADJ cana-3714 83 12 effects effect NOUN cana-3714 83 13 in in ADP cana-3714 83 14 cancer cancer NOUN cana-3714 83 15 patients patient NOUN cana-3714 83 16 receiving receive VERB cana-3714 83 17 chemotherapy chemotherapy NOUN cana-3714 83 18 , , PUNCT cana-3714 83 19 kumar kumar PROPN cana-3714 83 20 et et PROPN cana-3714 83 21 al al PROPN cana-3714 83 22 . . PROPN cana-3714 83 23 used use VERB cana-3714 83 24 machine machine NOUN cana-3714 83 25 learning learning NOUN cana-3714 83 26 . . PUNCT cana-3714 84 1 their their PRON cana-3714 84 2 study study NOUN cana-3714 84 3 analysed analyse VERB cana-3714 84 4 patient patient ADJ cana-3714 84 5 data datum NOUN cana-3714 84 6 using use VERB cana-3714 84 7 gradient gradient NOUN cana-3714 84 8 boosting boost VERB cana-3714 84 9 and and CCONJ cana-3714 84 10 random random ADJ cana-3714 84 11 forest forest NOUN cana-3714 84 12 algorithms algorithm NOUN cana-3714 84 13 to to PART cana-3714 84 14 find find VERB cana-3714 84 15 patterns pattern NOUN cana-3714 84 16 that that PRON cana-3714 84 17 can can AUX cana-3714 84 18 indicate indicate VERB cana-3714 84 19 bad bad ADJ cana-3714 84 20 medication medication NOUN cana-3714 84 21 responses response NOUN cana-3714 84 22 . . PUNCT cana-3714 85 1 according accord VERB cana-3714 85 2 to to ADP cana-3714 85 3 the the DET cana-3714 85 4 study study NOUN cana-3714 85 5 's 's PART cana-3714 85 6 findings finding NOUN cana-3714 85 7 , , PUNCT cana-3714 85 8 physicians physician NOUN cana-3714 85 9 might might AUX cana-3714 85 10 be be AUX cana-3714 85 11 able able ADJ cana-3714 85 12 to to PART cana-3714 85 13 considerably considerably ADV cana-3714 85 14 improve improve VERB cana-3714 85 15 the the DET cana-3714 85 16 personalisation personalisation NOUN cana-3714 85 17 of of ADP cana-3714 85 18 cancer cancer NOUN cana-3714 85 19 treatment treatment NOUN cana-3714 85 20 procedures procedure NOUN cana-3714 85 21 by by ADP cana-3714 85 22 using use VERB cana-3714 85 23 machine machine NOUN cana-3714 85 24 learning learn VERB cana-3714 85 25 to to PART cana-3714 85 26 modify modify VERB cana-3714 85 27 medicine medicine NOUN cana-3714 85 28 doses dose NOUN cana-3714 85 29 depending depend VERB cana-3714 85 30 on on ADP cana-3714 85 31 anticipated anticipated ADJ cana-3714 85 32 adverse adverse ADJ cana-3714 85 33 effects effect NOUN cana-3714 85 34 . . PUNCT cana-3714 86 1 additionally additionally ADV cana-3714 86 2 , , PUNCT cana-3714 86 3 kumar kumar PROPN cana-3714 86 4 et et PROPN cana-3714 86 5 al al PROPN cana-3714 86 6 . . PROPN cana-3714 86 7 proposed propose VERB cana-3714 86 8 that that SCONJ cana-3714 86 9 by by ADP cana-3714 86 10 integrating integrate VERB cana-3714 86 11 these these DET cana-3714 86 12 prediction prediction NOUN cana-3714 86 13 models model NOUN cana-3714 86 14 with with ADP cana-3714 86 15 operational operational ADJ cana-3714 86 16 research research NOUN cana-3714 86 17 methods method NOUN cana-3714 86 18 , , PUNCT cana-3714 86 19 chemotherapy chemotherapy NOUN cana-3714 86 20 regimens regimen NOUN cana-3714 86 21 might might AUX cana-3714 86 22 be be AUX cana-3714 86 23 optimised optimise VERB cana-3714 86 24 while while SCONJ cana-3714 86 25 maintaining maintain VERB cana-3714 86 26 patient patient ADJ cana-3714 86 27 safety safety NOUN cana-3714 86 28 and and CCONJ cana-3714 86 29 therapeutic therapeutic ADJ cana-3714 86 30 effectiveness[9 effectiveness[9 NOUN cana-3714 86 31 ] ] X cana-3714 86 32 alvarez alvarez PROPN cana-3714 86 33 and and CCONJ cana-3714 86 34 others other NOUN cana-3714 86 35 ( ( PUNCT cana-3714 86 36 2022 2022 NUM cana-3714 86 37 ): ): PUNCT cana-3714 86 38 rodriguez rodriguez PROPN cana-3714 86 39 et et PROPN cana-3714 86 40 al al PROPN cana-3714 86 41 . . PROPN cana-3714 86 42 investigated investigate VERB cana-3714 86 43 the the DET cana-3714 86 44 use use NOUN cana-3714 86 45 of of ADP cana-3714 86 46 reinforcement reinforcement NOUN cana-3714 86 47 learning learning NOUN cana-3714 86 48 to to PART cana-3714 86 49 optimise optimise VERB cana-3714 86 50 cancer cancer NOUN cana-3714 86 51 treatment treatment NOUN cana-3714 86 52 regimens regimen NOUN cana-3714 86 53 . . PUNCT cana-3714 87 1 their their PRON cana-3714 87 2 research research NOUN cana-3714 87 3 focused focus VERB cana-3714 87 4 on on ADP cana-3714 87 5 developing develop VERB cana-3714 87 6 treatment treatment NOUN cana-3714 87 7 programs program NOUN cana-3714 87 8 that that PRON cana-3714 87 9 are be AUX cana-3714 87 10 adaptable adaptable ADJ cana-3714 87 11 and and CCONJ cana-3714 87 12 change change VERB cana-3714 87 13 in in ADP cana-3714 87 14 response response NOUN cana-3714 87 15 to to ADP cana-3714 87 16 patients patient NOUN cana-3714 87 17 ' ' PART cana-3714 87 18 reactions reaction NOUN cana-3714 87 19 in in ADP cana-3714 87 20 real real ADJ cana-3714 87 21 time time NOUN cana-3714 87 22 . . PUNCT cana-3714 88 1 the the DET cana-3714 88 2 study study NOUN cana-3714 88 3 showed show VERB cana-3714 88 4 that that SCONJ cana-3714 88 5 dynamic dynamic ADJ cana-3714 88 6 treatment treatment NOUN cana-3714 88 7 protocols protocol NOUN cana-3714 88 8 might might AUX cana-3714 88 9 enhance enhance VERB cana-3714 88 10 patient patient ADJ cana-3714 88 11 outcomes outcome NOUN cana-3714 88 12 by by ADP cana-3714 88 13 modifying modify VERB cana-3714 88 14 medication medication NOUN cana-3714 88 15 doses dose NOUN cana-3714 88 16 and and CCONJ cana-3714 88 17 therapy therapy NOUN cana-3714 88 18 regimens regimen NOUN cana-3714 88 19 in in ADP cana-3714 88 20 real real ADJ cana-3714 88 21 time time NOUN cana-3714 88 22 by by ADP cana-3714 88 23 using use VERB cana-3714 88 24 reinforcement reinforcement NOUN cana-3714 88 25 learning learning NOUN cana-3714 88 26 algorithms algorithm NOUN cana-3714 88 27 on on ADP cana-3714 88 28 patient patient ADJ cana-3714 88 29 data[10 data[10 PROPN cana-3714 88 30 ] ] PUNCT cana-3714 88 31 communications communication NOUN cana-3714 88 32 on on ADP cana-3714 88 33 applied apply VERB cana-3714 88 34 nonlinear nonlinear ADJ cana-3714 88 35 analysis analysis NOUN cana-3714 88 36 issn issn NOUN cana-3714 88 37 : : PUNCT cana-3714 88 38 1074 1074 NUM cana-3714 88 39 - - PUNCT cana-3714 88 40 133x 133x NUM cana-3714 88 41 vol vol NOUN cana-3714 88 42 32 32 NUM cana-3714 88 43 no no NOUN cana-3714 88 44 . . PUNCT cana-3714 89 1 8s 8s PROPN cana-3714 89 2 ( ( PUNCT cana-3714 89 3 2025 2025 NUM cana-3714 89 4 ) ) PUNCT cana-3714 89 5 531 531 NUM cana-3714 89 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 89 7 morris morris PROPN cana-3714 89 8 and and CCONJ cana-3714 89 9 others other NOUN cana-3714 89 10 ( ( PUNCT cana-3714 89 11 2022 2022 NUM cana-3714 89 12 ): ): PUNCT cana-3714 89 13 the the DET cana-3714 89 14 use use NOUN cana-3714 89 15 of of ADP cana-3714 89 16 machine machine NOUN cana-3714 89 17 learning learn VERB cana-3714 89 18 to to PART cana-3714 89 19 forecast forecast VERB cana-3714 89 20 patient patient ADJ cana-3714 89 21 reactions reaction NOUN cana-3714 89 22 to to ADP cana-3714 89 23 targeted target VERB cana-3714 89 24 cancer cancer NOUN cana-3714 89 25 treatments treatment NOUN cana-3714 89 26 was be AUX cana-3714 89 27 investigated investigate VERB cana-3714 89 28 by by ADP cana-3714 89 29 morris morris PROPN cana-3714 89 30 et et PROPN cana-3714 89 31 al al PROPN cana-3714 89 32 . . PUNCT cana-3714 90 1 in in ADP cana-3714 90 2 order order NOUN cana-3714 90 3 to to PART cana-3714 90 4 find find VERB cana-3714 90 5 trends trend NOUN cana-3714 90 6 in in ADP cana-3714 90 7 patient patient ADJ cana-3714 90 8 outcomes outcome NOUN cana-3714 90 9 , , PUNCT cana-3714 90 10 their their PRON cana-3714 90 11 research research NOUN cana-3714 90 12 used use VERB cana-3714 90 13 ensemble ensemble ADJ cana-3714 90 14 learning learning NOUN cana-3714 90 15 approaches approach NOUN cana-3714 90 16 , , PUNCT cana-3714 90 17 such such ADJ cana-3714 90 18 as as ADP cana-3714 90 19 boosting boost VERB cana-3714 90 20 and and CCONJ cana-3714 90 21 random random ADJ cana-3714 90 22 forests forest NOUN cana-3714 90 23 , , PUNCT cana-3714 90 24 on on ADP cana-3714 90 25 clinical clinical ADJ cana-3714 90 26 data datum NOUN cana-3714 90 27 . . PUNCT cana-3714 91 1 according accord VERB cana-3714 91 2 to to ADP cana-3714 91 3 the the DET cana-3714 91 4 study study NOUN cana-3714 91 5 , , PUNCT cana-3714 91 6 machine machine NOUN cana-3714 91 7 learning learning NOUN cana-3714 91 8 models model NOUN cana-3714 91 9 have have VERB cana-3714 91 10 the the DET cana-3714 91 11 potential potential NOUN cana-3714 91 12 to to PART cana-3714 91 13 enhance enhance VERB cana-3714 91 14 the the DET cana-3714 91 15 precision precision NOUN cana-3714 91 16 of of ADP cana-3714 91 17 treatment treatment NOUN cana-3714 91 18 forecasts forecast NOUN cana-3714 91 19 , , PUNCT cana-3714 91 20 resulting result VERB cana-3714 91 21 in in ADP cana-3714 91 22 more more ADV cana-3714 91 23 tailored tailored ADJ cana-3714 91 24 and and CCONJ cana-3714 91 25 efficient efficient ADJ cana-3714 91 26 cancer cancer NOUN cana-3714 91 27 treatment treatment NOUN cana-3714 91 28 strategies strategy NOUN cana-3714 91 29 . . PUNCT cana-3714 92 1 according accord VERB cana-3714 92 2 to to ADP cana-3714 92 3 morris morris PROPN cana-3714 92 4 et et PROPN cana-3714 92 5 al al PROPN cana-3714 92 6 . . PROPN cana-3714 92 7 , , PUNCT cana-3714 92 8 therapy therapy NOUN cana-3714 92 9 regimens regimen NOUN cana-3714 92 10 might might AUX cana-3714 92 11 be be AUX cana-3714 92 12 further far ADV cana-3714 92 13 optimised optimise VERB cana-3714 92 14 by by ADP cana-3714 92 15 combining combine VERB cana-3714 92 16 machine machine NOUN cana-3714 92 17 learning learning NOUN cana-3714 92 18 with with ADP cana-3714 92 19 operational operational ADJ cana-3714 92 20 research research NOUN cana-3714 92 21 methodologies methodology NOUN cana-3714 92 22 , , PUNCT cana-3714 92 23 assuring assure VERB cana-3714 92 24 both both DET cana-3714 92 25 therapeutic therapeutic ADJ cana-3714 92 26 effectiveness effectiveness NOUN cana-3714 92 27 and and CCONJ cana-3714 92 28 the the DET cana-3714 92 29 economical economical ADJ cana-3714 92 30 use use NOUN cana-3714 92 31 of of ADP cana-3714 92 32 healthcare healthcare NOUN cana-3714 92 33 resources[11 resources[11 VERB cana-3714 92 34 ] ] PUNCT cana-3714 92 35 the the DET cana-3714 92 36 nguyen nguyen PROPN cana-3714 92 37 group group NOUN cana-3714 92 38 ( ( PUNCT cana-3714 92 39 2023 2023 NUM cana-3714 92 40 ): ): PUNCT cana-3714 92 41 nguyen nguyen PROPN cana-3714 92 42 et et PROPN cana-3714 92 43 al al PROPN cana-3714 92 44 . . PROPN cana-3714 92 45 investigated investigate VERB cana-3714 92 46 how how SCONJ cana-3714 92 47 to to PART cana-3714 92 48 best well ADV cana-3714 92 49 treat treat VERB cana-3714 92 50 patients patient NOUN cana-3714 92 51 with with ADP cana-3714 92 52 head head NOUN cana-3714 92 53 and and CCONJ cana-3714 92 54 neck neck NOUN cana-3714 92 55 cancer cancer NOUN cana-3714 92 56 via via ADP cana-3714 92 57 the the DET cana-3714 92 58 use use NOUN cana-3714 92 59 of of ADP cana-3714 92 60 deep deep ADJ cana-3714 92 61 learning learning NOUN cana-3714 92 62 models model NOUN cana-3714 92 63 in in ADP cana-3714 92 64 radiation radiation NOUN cana-3714 92 65 treatment treatment NOUN cana-3714 92 66 . . PUNCT cana-3714 93 1 by by ADP cana-3714 93 2 using use VERB cana-3714 93 3 convolutional convolutional ADJ cana-3714 93 4 neural neural ADJ cana-3714 93 5 networks network NOUN cana-3714 93 6 ( ( PUNCT cana-3714 93 7 cnns cnns PROPN cana-3714 93 8 ) ) PUNCT cana-3714 93 9 on on ADP cana-3714 93 10 medical medical ADJ cana-3714 93 11 imaging imaging NOUN cana-3714 93 12 data datum NOUN cana-3714 93 13 , , PUNCT cana-3714 93 14 the the DET cana-3714 93 15 study study NOUN cana-3714 93 16 made make VERB cana-3714 93 17 it it PRON cana-3714 93 18 possible possible ADJ cana-3714 93 19 to to ADP cana-3714 93 20 precisely precisely ADV cana-3714 93 21 tailor tailor NOUN cana-3714 93 22 radiation radiation NOUN cana-3714 93 23 dosages dosage NOUN cana-3714 93 24 . . PUNCT cana-3714 94 1 according accord VERB cana-3714 94 2 to to ADP cana-3714 94 3 their their PRON cana-3714 94 4 research research NOUN cana-3714 94 5 , , PUNCT cana-3714 94 6 deep deep ADJ cana-3714 94 7 learning learning NOUN cana-3714 94 8 may may AUX cana-3714 94 9 help help VERB cana-3714 94 10 radiation radiation NOUN cana-3714 94 11 treatment treatment NOUN cana-3714 94 12 be be AUX cana-3714 94 13 more more ADV cana-3714 94 14 accurate accurate ADJ cana-3714 94 15 while while SCONJ cana-3714 94 16 minimising minimise VERB cana-3714 94 17 injury injury NOUN cana-3714 94 18 to to ADP cana-3714 94 19 nearby nearby ADJ cana-3714 94 20 healthy healthy ADJ cana-3714 94 21 tissue tissue NOUN cana-3714 94 22 . . PUNCT cana-3714 95 1 according accord VERB cana-3714 95 2 to to ADP cana-3714 95 3 nguyen nguyen PROPN cana-3714 95 4 et et PROPN cana-3714 95 5 al al PROPN cana-3714 95 6 . . PROPN cana-3714 95 7 , , PUNCT cana-3714 95 8 integrating integrate VERB cana-3714 95 9 operational operational ADJ cana-3714 95 10 research research NOUN cana-3714 95 11 methods method NOUN cana-3714 95 12 with with ADP cana-3714 95 13 deep deep ADJ cana-3714 95 14 learning learning NOUN cana-3714 95 15 models model NOUN cana-3714 95 16 may may AUX cana-3714 95 17 enhance enhance VERB cana-3714 95 18 the the DET cana-3714 95 19 timing timing NOUN cana-3714 95 20 and and CCONJ cana-3714 95 21 dose dose NOUN cana-3714 95 22 of of ADP cana-3714 95 23 cancer cancer NOUN cana-3714 95 24 therapies therapy NOUN cana-3714 95 25 , , PUNCT cana-3714 95 26 resulting result VERB cana-3714 95 27 in in ADP cana-3714 95 28 more more ADV cana-3714 95 29 efficient efficient ADJ cana-3714 95 30 and and CCONJ cana-3714 95 31 individualised individualised ADJ cana-3714 95 32 care[12 care[12 NOUN cana-3714 95 33 ] ] X cana-3714 95 34 the the DET cana-3714 95 35 singh singh PROPN cana-3714 95 36 group group NOUN cana-3714 95 37 ( ( PUNCT cana-3714 95 38 2023 2023 NUM cana-3714 95 39 ): ): PUNCT cana-3714 95 40 machine machine NOUN cana-3714 95 41 learning learning NOUN cana-3714 95 42 was be AUX cana-3714 95 43 used use VERB cana-3714 95 44 by by ADP cana-3714 95 45 singh singh PROPN cana-3714 95 46 and and CCONJ cana-3714 95 47 colleagues colleague NOUN cana-3714 95 48 to to PART cana-3714 95 49 improve improve VERB cana-3714 95 50 surgical surgical ADJ cana-3714 95 51 treatment treatment NOUN cana-3714 95 52 methods method NOUN cana-3714 95 53 for for ADP cana-3714 95 54 cancer cancer NOUN cana-3714 95 55 patients patient NOUN cana-3714 95 56 . . PUNCT cana-3714 96 1 their their PRON cana-3714 96 2 work work NOUN cana-3714 96 3 concentrated concentrate VERB cana-3714 96 4 on on ADP cana-3714 96 5 developing develop VERB cana-3714 96 6 prediction prediction NOUN cana-3714 96 7 models model NOUN cana-3714 96 8 based base VERB cana-3714 96 9 on on ADP cana-3714 96 10 clinical clinical ADJ cana-3714 96 11 and and CCONJ cana-3714 96 12 genetic genetic ADJ cana-3714 96 13 data datum NOUN cana-3714 96 14 to to PART cana-3714 96 15 determine determine VERB cana-3714 96 16 which which DET cana-3714 96 17 individuals individual NOUN cana-3714 96 18 would would AUX cana-3714 96 19 most most ADV cana-3714 96 20 benefit benefit VERB cana-3714 96 21 from from ADP cana-3714 96 22 surgery surgery NOUN cana-3714 96 23 . . PUNCT cana-3714 97 1 according accord VERB cana-3714 97 2 to to ADP cana-3714 97 3 the the DET cana-3714 97 4 research research NOUN cana-3714 97 5 , , PUNCT cana-3714 97 6 machine machine NOUN cana-3714 97 7 learning learning NOUN cana-3714 97 8 algorithms algorithm NOUN cana-3714 97 9 have have VERB cana-3714 97 10 the the DET cana-3714 97 11 potential potential NOUN cana-3714 97 12 to to PART cana-3714 97 13 greatly greatly ADV cana-3714 97 14 improve improve VERB cana-3714 97 15 cancer cancer NOUN cana-3714 97 16 surgery surgery NOUN cana-3714 97 17 decision decision NOUN cana-3714 97 18 - - PUNCT cana-3714 97 19 making making NOUN cana-3714 97 20 , , PUNCT cana-3714 97 21 eliminating eliminate VERB cana-3714 97 22 needless needless ADJ cana-3714 97 23 treatments treatment NOUN cana-3714 97 24 and and CCONJ cana-3714 97 25 enhancing enhance VERB cana-3714 97 26 patient patient ADJ cana-3714 97 27 outcomes outcome NOUN cana-3714 97 28 . . PUNCT cana-3714 98 1 according accord VERB cana-3714 98 2 to to ADP cana-3714 98 3 singh singh PROPN cana-3714 98 4 et et PROPN cana-3714 98 5 al al PROPN cana-3714 98 6 . . PROPN cana-3714 98 7 , , PUNCT cana-3714 98 8 combining combine VERB cana-3714 98 9 machine machine NOUN cana-3714 98 10 learning learning NOUN cana-3714 98 11 with with ADP cana-3714 98 12 operational operational ADJ cana-3714 98 13 research research NOUN cana-3714 98 14 methods method NOUN cana-3714 98 15 might might AUX cana-3714 98 16 optimise optimise VERB cana-3714 98 17 hospital hospital NOUN cana-3714 98 18 resource resource NOUN cana-3714 98 19 management management NOUN cana-3714 98 20 and and CCONJ cana-3714 98 21 surgery surgery NOUN cana-3714 98 22 scheduling scheduling NOUN cana-3714 98 23 , , PUNCT cana-3714 98 24 enhancing enhance VERB cana-3714 98 25 patient patient ADJ cana-3714 98 26 care care NOUN cana-3714 98 27 and and CCONJ cana-3714 98 28 institutional institutional ADJ cana-3714 98 29 effectiveness[13 effectiveness[13 NOUN cana-3714 98 30 ] ] X cana-3714 98 31 zhou zhou PROPN cana-3714 98 32 and and CCONJ cana-3714 98 33 associates associate NOUN cana-3714 98 34 ( ( PUNCT cana-3714 98 35 2024 2024 NUM cana-3714 98 36 ): ): PUNCT cana-3714 98 37 zhou zhou PROPN cana-3714 98 38 et et PROPN cana-3714 98 39 al al PROPN cana-3714 98 40 . . PROPN cana-3714 98 41 investigated investigate VERB cana-3714 98 42 how how SCONJ cana-3714 98 43 to to PART cana-3714 98 44 combine combine VERB cana-3714 98 45 operational operational ADJ cana-3714 98 46 research research NOUN cana-3714 98 47 methods method NOUN cana-3714 98 48 with with ADP cana-3714 98 49 machine machine NOUN cana-3714 98 50 learning learn VERB cana-3714 98 51 to to PART cana-3714 98 52 optimise optimise VERB cana-3714 98 53 cancer cancer NOUN cana-3714 98 54 treatment treatment NOUN cana-3714 98 55 regimens regimen NOUN cana-3714 98 56 for for ADP cana-3714 98 57 young young ADJ cana-3714 98 58 patients patient NOUN cana-3714 98 59 . . PUNCT cana-3714 99 1 their their PRON cana-3714 99 2 work work NOUN cana-3714 99 3 used use VERB cana-3714 99 4 models model NOUN cana-3714 99 5 of of ADP cana-3714 99 6 linear linear PROPN cana-3714 99 7 programming programming NOUN cana-3714 99 8 and and CCONJ cana-3714 99 9 reinforcement reinforcement NOUN cana-3714 99 10 learning learning NOUN cana-3714 99 11 to to PART cana-3714 99 12 develop develop VERB cana-3714 99 13 adaptive adaptive ADJ cana-3714 99 14 treatment treatment NOUN cana-3714 99 15 plans plan NOUN cana-3714 99 16 that that PRON cana-3714 99 17 change change VERB cana-3714 99 18 in in ADP cana-3714 99 19 response response NOUN cana-3714 99 20 to to ADP cana-3714 99 21 real real ADJ cana-3714 99 22 - - PUNCT cana-3714 99 23 time time NOUN cana-3714 99 24 patient patient ADJ cana-3714 99 25 data datum NOUN cana-3714 99 26 . . PUNCT cana-3714 100 1 the the DET cana-3714 100 2 research research NOUN cana-3714 100 3 findings finding NOUN cana-3714 100 4 indicate indicate VERB cana-3714 100 5 that that SCONJ cana-3714 100 6 the the DET cana-3714 100 7 use use NOUN cana-3714 100 8 of of ADP cana-3714 100 9 an an DET cana-3714 100 10 integrated integrate VERB cana-3714 100 11 strategy strategy NOUN cana-3714 100 12 has have VERB cana-3714 100 13 the the DET cana-3714 100 14 potential potential NOUN cana-3714 100 15 to to PART cana-3714 100 16 greatly greatly ADV cana-3714 100 17 enhance enhance VERB cana-3714 100 18 treatment treatment NOUN cana-3714 100 19 results result NOUN cana-3714 100 20 for for ADP cana-3714 100 21 paediatric paediatric ADJ cana-3714 100 22 cancer cancer NOUN cana-3714 100 23 patients patient NOUN cana-3714 100 24 by by ADP cana-3714 100 25 guaranteeing guarantee VERB cana-3714 100 26 that that SCONJ cana-3714 100 27 medicines medicine NOUN cana-3714 100 28 are be AUX cana-3714 100 29 both both ADV cana-3714 100 30 personalised personalised ADJ cana-3714 100 31 and and CCONJ cana-3714 100 32 efficacious efficacious ADJ cana-3714 100 33 . . PUNCT cana-3714 101 1 zhou zhou PROPN cana-3714 101 2 et et PROPN cana-3714 101 3 al al PROPN cana-3714 101 4 . . PROPN cana-3714 101 5 came come VERB cana-3714 101 6 to to ADP cana-3714 101 7 the the DET cana-3714 101 8 conclusion conclusion NOUN cana-3714 101 9 that that SCONJ cana-3714 101 10 machine machine NOUN cana-3714 101 11 learning learning NOUN cana-3714 101 12 and and CCONJ cana-3714 101 13 operational operational ADJ cana-3714 101 14 research research NOUN cana-3714 101 15 methods method NOUN cana-3714 101 16 together together ADV cana-3714 101 17 might might AUX cana-3714 101 18 transform transform VERB cana-3714 101 19 cancer cancer NOUN cana-3714 101 20 therapy therapy NOUN cana-3714 101 21 , , PUNCT cana-3714 101 22 resulting result VERB cana-3714 101 23 in in ADP cana-3714 101 24 more more ADV cana-3714 101 25 individualised individualised ADJ cana-3714 101 26 , , PUNCT cana-3714 101 27 effective effective ADJ cana-3714 101 28 , , PUNCT cana-3714 101 29 and and CCONJ cana-3714 101 30 efficient efficient ADJ cana-3714 101 31 treatment treatment NOUN cana-3714 101 32 plans[14 plans[14 PROPN cana-3714 101 33 ] ] PUNCT cana-3714 101 34 research research NOUN cana-3714 101 35 gaps gap VERB cana-3714 101 36 β€’ β€’ DET cana-3714 101 37 integration integration NOUN cana-3714 101 38 of of ADP cana-3714 101 39 multi multi ADJ cana-3714 101 40 - - ADJ cana-3714 101 41 modal modal ADJ cana-3714 101 42 data datum NOUN cana-3714 101 43 : : PUNCT cana-3714 101 44 a a DET cana-3714 101 45 small small ADJ cana-3714 101 46 number number NOUN cana-3714 101 47 of of ADP cana-3714 101 48 research research NOUN cana-3714 101 49 investigate investigate VERB cana-3714 101 50 how how SCONJ cana-3714 101 51 to to PART cana-3714 101 52 combine combine VERB cana-3714 101 53 several several ADJ cana-3714 101 54 data datum NOUN cana-3714 101 55 sources source NOUN cana-3714 101 56 ( ( PUNCT cana-3714 101 57 clinical clinical ADJ cana-3714 101 58 , , PUNCT cana-3714 101 59 genomic genomic NOUN cana-3714 101 60 , , PUNCT cana-3714 101 61 and and CCONJ cana-3714 101 62 imaging imaging NOUN cana-3714 101 63 ) ) PUNCT cana-3714 101 64 to to PART cana-3714 101 65 create create VERB cana-3714 101 66 more more ADV cana-3714 101 67 reliable reliable ADJ cana-3714 101 68 prediction prediction NOUN cana-3714 101 69 models model NOUN cana-3714 101 70 for for ADP cana-3714 101 71 cancer cancer NOUN cana-3714 101 72 therapy therapy NOUN cana-3714 101 73 . . PUNCT cana-3714 102 1 β€’ β€’ NUM cana-3714 102 2 real real ADJ cana-3714 102 3 - - PUNCT cana-3714 102 4 time time NOUN cana-3714 102 5 decision decision NOUN cana-3714 102 6 support support NOUN cana-3714 102 7 systems system NOUN cana-3714 102 8 : : PUNCT cana-3714 102 9 research research NOUN cana-3714 102 10 on on ADP cana-3714 102 11 real real ADJ cana-3714 102 12 - - PUNCT cana-3714 102 13 time time NOUN cana-3714 102 14 analytics analytic NOUN cana-3714 102 15 and and CCONJ cana-3714 102 16 decision decision NOUN cana-3714 102 17 support support NOUN cana-3714 102 18 systems system NOUN cana-3714 102 19 that that PRON cana-3714 102 20 employ employ VERB cana-3714 102 21 machine machine NOUN cana-3714 102 22 learning learn VERB cana-3714 102 23 to to PART cana-3714 102 24 make make VERB cana-3714 102 25 dynamic dynamic ADJ cana-3714 102 26 treatment treatment NOUN cana-3714 102 27 protocol protocol NOUN cana-3714 102 28 modifications modification NOUN cana-3714 102 29 while while SCONJ cana-3714 102 30 patients patient NOUN cana-3714 102 31 are be AUX cana-3714 102 32 being be AUX cana-3714 102 33 cared care VERB cana-3714 102 34 for for ADP cana-3714 102 35 is be AUX cana-3714 102 36 lacking lack VERB cana-3714 102 37 . . PUNCT cana-3714 103 1 β€’ β€’ NUM cana-3714 103 2 generalisation generalisation NOUN cana-3714 103 3 across across ADP cana-3714 103 4 demographics demographic NOUN cana-3714 103 5 : : PUNCT cana-3714 103 6 current current ADJ cana-3714 103 7 models model NOUN cana-3714 103 8 often often ADV cana-3714 103 9 fall fall VERB cana-3714 103 10 short short ADJ cana-3714 103 11 in in ADP cana-3714 103 12 their their PRON cana-3714 103 13 attempts attempt NOUN cana-3714 103 14 to to PART cana-3714 103 15 generalise generalise VERB cana-3714 103 16 across across ADP cana-3714 103 17 a a DET cana-3714 103 18 range range NOUN cana-3714 103 19 of of ADP cana-3714 103 20 patient patient ADJ cana-3714 103 21 demographics demographic NOUN cana-3714 103 22 , , PUNCT cana-3714 103 23 which which PRON cana-3714 103 24 might might AUX cana-3714 103 25 result result VERB cana-3714 103 26 in in ADP cana-3714 103 27 biases bias NOUN cana-3714 103 28 and and CCONJ cana-3714 103 29 inadequate inadequate ADJ cana-3714 103 30 treatment treatment NOUN cana-3714 103 31 suggestions suggestion NOUN cana-3714 103 32 for for ADP cana-3714 103 33 marginalised marginalised ADJ cana-3714 103 34 communities community NOUN cana-3714 103 35 . . PUNCT cana-3714 104 1 communications communication NOUN cana-3714 104 2 on on ADP cana-3714 104 3 applied apply VERB cana-3714 104 4 nonlinear nonlinear ADJ cana-3714 104 5 analysis analysis NOUN cana-3714 104 6 issn issn NOUN cana-3714 104 7 : : PUNCT cana-3714 104 8 1074 1074 NUM cana-3714 104 9 - - PUNCT cana-3714 104 10 133x 133x NUM cana-3714 104 11 vol vol NOUN cana-3714 104 12 32 32 NUM cana-3714 104 13 no no NOUN cana-3714 104 14 . . PUNCT cana-3714 105 1 8s 8s PROPN cana-3714 105 2 ( ( PUNCT cana-3714 105 3 2025 2025 NUM cana-3714 105 4 ) ) PUNCT cana-3714 105 5 532 532 NUM cana-3714 105 6 https://internationalpubls.com https://internationalpubls.com SYM cana-3714 105 7 β€’ β€’ NOUN cana-3714 105 8 patient patient NOUN cana-3714 105 9 - - PUNCT cana-3714 105 10 centric centric ADJ cana-3714 105 11 approaches approach NOUN cana-3714 105 12 : : PUNCT cana-3714 105 13 further further ADJ cana-3714 105 14 studies study NOUN cana-3714 105 15 are be AUX cana-3714 105 16 required require VERB cana-3714 105 17 to to PART cana-3714 105 18 ensure ensure VERB cana-3714 105 19 that that SCONJ cana-3714 105 20 treatment treatment NOUN cana-3714 105 21 plans plan NOUN cana-3714 105 22 are be AUX cana-3714 105 23 in in ADP cana-3714 105 24 line line NOUN cana-3714 105 25 with with ADP cana-3714 105 26 patients patient NOUN cana-3714 105 27 ' ' PART cana-3714 105 28 expectations expectation NOUN cana-3714 105 29 and and CCONJ cana-3714 105 30 values value NOUN cana-3714 105 31 by by ADP cana-3714 105 32 including include VERB cana-3714 105 33 patient patient ADJ cana-3714 105 34 preferences preference NOUN cana-3714 105 35 and and CCONJ cana-3714 105 36 quality quality NOUN cana-3714 105 37 - - PUNCT cana-3714 105 38 of of ADP cana-3714 105 39 - - PUNCT cana-3714 105 40 life life NOUN cana-3714 105 41 measures measure NOUN cana-3714 105 42 into into ADP cana-3714 105 43 optimisation optimisation NOUN cana-3714 105 44 algorithms algorithm NOUN cana-3714 105 45 . . PUNCT cana-3714 106 1 β€’ β€’ NOUN cana-3714 106 2 scalability scalability NOUN cana-3714 106 3 and and CCONJ cana-3714 106 4 implementation implementation NOUN cana-3714 106 5 challenges challenge NOUN cana-3714 106 6 : : PUNCT cana-3714 106 7 the the DET cana-3714 106 8 real real ADJ cana-3714 106 9 - - PUNCT cana-3714 106 10 world world NOUN cana-3714 106 11 difficulties difficulty NOUN cana-3714 106 12 in in ADP cana-3714 106 13 implementing implement VERB cana-3714 106 14 operational operational ADJ cana-3714 106 15 research research NOUN cana-3714 106 16 and and CCONJ cana-3714 106 17 machine machine NOUN cana-3714 106 18 learning learn VERB cana-3714 106 19 solutions solution NOUN cana-3714 106 20 in in ADP cana-3714 106 21 healthcare healthcare PROPN cana-3714 106 22 systems system NOUN cana-3714 106 23 , , PUNCT cana-3714 106 24 especially especially ADV cana-3714 106 25 in in ADP cana-3714 106 26 environments environment NOUN cana-3714 106 27 with with ADP cana-3714 106 28 limited limited ADJ cana-3714 106 29 resources resource NOUN cana-3714 106 30 , , PUNCT cana-3714 106 31 have have AUX cana-3714 106 32 not not PART cana-3714 106 33 been be AUX cana-3714 106 34 well well ADV cana-3714 106 35 explored explore VERB cana-3714 106 36 . . PUNCT cana-3714 107 1 objectives objective NOUN cana-3714 107 2 the the DET cana-3714 107 3 aim aim NOUN cana-3714 107 4 of of ADP cana-3714 107 5 this this DET cana-3714 107 6 study study NOUN cana-3714 107 7 is be AUX cana-3714 107 8 to to PART cana-3714 107 9 optimise optimise VERB cana-3714 107 10 cancer cancer NOUN cana-3714 107 11 treatment treatment NOUN cana-3714 107 12 regimens regimen NOUN cana-3714 107 13 by by ADP cana-3714 107 14 investigating investigate VERB cana-3714 107 15 and and CCONJ cana-3714 107 16 using use VERB cana-3714 107 17 cutting cut VERB cana-3714 107 18 - - PUNCT cana-3714 107 19 edge edge NOUN cana-3714 107 20 machine machine NOUN cana-3714 107 21 learning learning NOUN cana-3714 107 22 ( ( PUNCT cana-3714 107 23 ml ml NOUN cana-3714 107 24 ) ) PUNCT cana-3714 107 25 and and CCONJ cana-3714 107 26 operational operational ADJ cana-3714 107 27 research research NOUN cana-3714 107 28 ( ( PUNCT cana-3714 107 29 or or CCONJ cana-3714 107 30 ) ) PUNCT cana-3714 107 31 methodologies methodology NOUN cana-3714 107 32 . . PUNCT cana-3714 108 1 present present ADJ cana-3714 108 2 cancer cancer NOUN cana-3714 108 3 therapy therapy NOUN cana-3714 108 4 modalities modality NOUN cana-3714 108 5 often often ADV cana-3714 108 6 fall fall VERB cana-3714 108 7 short short ADV cana-3714 108 8 in in ADP cana-3714 108 9 effectively effectively ADV cana-3714 108 10 allocating allocate VERB cana-3714 108 11 healthcare healthcare NOUN cana-3714 108 12 resources resource NOUN cana-3714 108 13 or or CCONJ cana-3714 108 14 taking take VERB cana-3714 108 15 patient patient NOUN cana-3714 108 16 - - PUNCT cana-3714 108 17 specific specific ADJ cana-3714 108 18 considerations consideration NOUN cana-3714 108 19 into into ADP cana-3714 108 20 account account NOUN cana-3714 108 21 . . PUNCT cana-3714 109 1 the the DET cana-3714 109 2 goal goal NOUN cana-3714 109 3 of of ADP cana-3714 109 4 this this DET cana-3714 109 5 study study NOUN cana-3714 109 6 is be AUX cana-3714 109 7 to to PART cana-3714 109 8 create create VERB cana-3714 109 9 more more ADV cana-3714 109 10 accurate accurate ADJ cana-3714 109 11 , , PUNCT cana-3714 109 12 flexible flexible ADJ cana-3714 109 13 , , PUNCT cana-3714 109 14 and and CCONJ cana-3714 109 15 effective effective ADJ cana-3714 109 16 treatment treatment NOUN cana-3714 109 17 regimens regimen NOUN cana-3714 109 18 that that PRON cana-3714 109 19 enhance enhance VERB cana-3714 109 20 patient patient ADJ cana-3714 109 21 outcomes outcome NOUN cana-3714 109 22 and and CCONJ cana-3714 109 23 maximise maximise VERB cana-3714 109 24 resource resource NOUN cana-3714 109 25 utilisation utilisation NOUN cana-3714 109 26 by by ADP cana-3714 109 27 combining combine VERB cana-3714 109 28 ml ml NOUN cana-3714 109 29 models model NOUN cana-3714 109 30 with with ADP cana-3714 109 31 or or CCONJ cana-3714 109 32 techniques technique NOUN cana-3714 109 33 . . PUNCT cana-3714 110 1 the the DET cana-3714 110 2 precise precise ADJ cana-3714 110 3 aims aim NOUN cana-3714 110 4 of of ADP cana-3714 110 5 this this DET cana-3714 110 6 study study NOUN cana-3714 110 7 are be AUX cana-3714 110 8 outlined outline VERB cana-3714 110 9 in in ADP cana-3714 110 10 the the DET cana-3714 110 11 following following ADJ cana-3714 110 12 objectives objective NOUN cana-3714 110 13 : : PUNCT cana-3714 110 14 β€’ β€’ NUM cana-3714 110 15 customisation customisation NOUN cana-3714 110 16 of of ADP cana-3714 110 17 treatment treatment NOUN cana-3714 110 18 protocols protocol NOUN cana-3714 110 19 : : PUNCT cana-3714 110 20 create create VERB cana-3714 110 21 machine machine NOUN cana-3714 110 22 learning learning NOUN cana-3714 110 23 models model NOUN cana-3714 110 24 to to PART cana-3714 110 25 customise customise VERB cana-3714 110 26 cancer cancer NOUN cana-3714 110 27 treatment treatment NOUN cana-3714 110 28 regimens regimen NOUN cana-3714 110 29 according accord VERB cana-3714 110 30 to to ADP cana-3714 110 31 the the DET cana-3714 110 32 unique unique ADJ cana-3714 110 33 traits trait NOUN cana-3714 110 34 of of ADP cana-3714 110 35 each each DET cana-3714 110 36 patient patient NOUN cana-3714 110 37 , , PUNCT cana-3714 110 38 such such ADJ cana-3714 110 39 as as ADP cana-3714 110 40 genetics genetic NOUN cana-3714 110 41 , , PUNCT cana-3714 110 42 medical medical ADJ cana-3714 110 43 history history NOUN cana-3714 110 44 , , PUNCT cana-3714 110 45 and and CCONJ cana-3714 110 46 treatment treatment NOUN cana-3714 110 47 response response NOUN cana-3714 110 48 information information NOUN cana-3714 110 49 . . PUNCT cana-3714 111 1 β€’ β€’ NUM cana-3714 111 2 therapy therapy NOUN cana-3714 111 3 scheduling scheduling NOUN cana-3714 111 4 optimisation optimisation NOUN cana-3714 111 5 : : PUNCT cana-3714 111 6 to to PART cana-3714 111 7 minimise minimise VERB cana-3714 111 8 side side NOUN cana-3714 111 9 effects effect NOUN cana-3714 111 10 and and CCONJ cana-3714 111 11 increase increase VERB cana-3714 111 12 treatment treatment NOUN cana-3714 111 13 effectiveness effectiveness NOUN cana-3714 111 14 , , PUNCT cana-3714 111 15 use use NOUN cana-3714 111 16 or or CCONJ cana-3714 111 17 approaches approach NOUN cana-3714 111 18 to to PART cana-3714 111 19 schedule schedule VERB cana-3714 111 20 and and CCONJ cana-3714 111 21 dose dose VERB cana-3714 111 22 therapies therapy NOUN cana-3714 111 23 like like ADP cana-3714 111 24 as as ADP cana-3714 111 25 immunotherapy immunotherapy NOUN cana-3714 111 26 , , PUNCT cana-3714 111 27 radiation radiation NOUN cana-3714 111 28 , , PUNCT cana-3714 111 29 and and CCONJ cana-3714 111 30 chemotherapy chemotherapy NOUN cana-3714 111 31 as as ADV cana-3714 111 32 best well ADV cana-3714 111 33 they they PRON cana-3714 111 34 can can AUX cana-3714 111 35 . . PUNCT cana-3714 112 1 β€’ β€’ NUM cana-3714 112 2 improvement improvement NOUN cana-3714 112 3 of of ADP cana-3714 112 4 resource resource NOUN cana-3714 112 5 management management NOUN cana-3714 112 6 : : PUNCT cana-3714 112 7 make make VERB cana-3714 112 8 better well ADJ cana-3714 112 9 use use NOUN cana-3714 112 10 of of ADP cana-3714 112 11 medical medical ADJ cana-3714 112 12 facilities facility NOUN cana-3714 112 13 and and CCONJ cana-3714 112 14 resources resource NOUN cana-3714 112 15 by by ADP cana-3714 112 16 using use VERB cana-3714 112 17 or or CCONJ cana-3714 112 18 procedures procedure NOUN cana-3714 112 19 . . PUNCT cana-3714 113 1 this this PRON cana-3714 113 2 will will AUX cana-3714 113 3 guarantee guarantee VERB cana-3714 113 4 that that SCONJ cana-3714 113 5 treatments treatment NOUN cana-3714 113 6 are be AUX cana-3714 113 7 delivered deliver VERB cana-3714 113 8 promptly promptly ADV cana-3714 113 9 and and CCONJ cana-3714 113 10 effectively effectively ADV cana-3714 113 11 , , PUNCT cana-3714 113 12 reduce reduce VERB cana-3714 113 13 patient patient ADJ cana-3714 113 14 wait wait PROPN cana-3714 113 15 times time NOUN cana-3714 113 16 , , PUNCT cana-3714 113 17 and and CCONJ cana-3714 113 18 maximise maximise NOUN cana-3714 113 19 treatment treatment NOUN cana-3714 113 20 time time NOUN cana-3714 113 21 . . PUNCT cana-3714 114 1 iii iii X cana-3714 114 2 . . PUNCT cana-3714 114 3 algorithms algorithm VERB cana-3714 114 4 a a DET cana-3714 114 5 variety variety NOUN cana-3714 114 6 of of ADP cana-3714 114 7 mathematical mathematical ADJ cana-3714 114 8 formulas formula NOUN cana-3714 114 9 provide provide VERB cana-3714 114 10 the the DET cana-3714 114 11 basis basis NOUN cana-3714 114 12 for for ADP cana-3714 114 13 creating create VERB cana-3714 114 14 individualised individualised ADJ cana-3714 114 15 and and CCONJ cana-3714 114 16 successful successful ADJ cana-3714 114 17 treatment treatment NOUN cana-3714 114 18 plans plan NOUN cana-3714 114 19 in in ADP cana-3714 114 20 the the DET cana-3714 114 21 optimisation optimisation NOUN cana-3714 114 22 of of ADP cana-3714 114 23 cancer cancer NOUN cana-3714 114 24 treatment treatment NOUN cana-3714 114 25 protocols protocol NOUN cana-3714 114 26 using use VERB cana-3714 114 27 machine machine NOUN cana-3714 114 28 learning learning NOUN cana-3714 114 29 and and CCONJ cana-3714 114 30 operational operational ADJ cana-3714 114 31 research research NOUN cana-3714 114 32 methodologies methodology NOUN cana-3714 114 33 . . PUNCT cana-3714 115 1 this this DET cana-3714 115 2 study study NOUN cana-3714 115 3 uses use VERB cana-3714 115 4 techniques technique NOUN cana-3714 115 5 including include VERB cana-3714 115 6 support support NOUN cana-3714 115 7 vector vector NOUN cana-3714 115 8 machines machine NOUN cana-3714 115 9 to to PART cana-3714 115 10 categorise categorise VERB cana-3714 115 11 various various ADJ cana-3714 115 12 cancer cancer NOUN cana-3714 115 13 kinds kind NOUN cana-3714 115 14 , , PUNCT cana-3714 115 15 linear linear ADJ cana-3714 115 16 programming programming NOUN cana-3714 115 17 to to PART cana-3714 115 18 optimise optimise VERB cana-3714 115 19 therapy therapy NOUN cana-3714 115 20 scheduling scheduling NOUN cana-3714 115 21 and and CCONJ cana-3714 115 22 resource resource NOUN cana-3714 115 23 allocation allocation NOUN cana-3714 115 24 , , PUNCT cana-3714 115 25 and and CCONJ cana-3714 115 26 logistic logistic ADJ cana-3714 115 27 regression regression NOUN cana-3714 115 28 to to PART cana-3714 115 29 predict predict VERB cana-3714 115 30 treatment treatment NOUN cana-3714 115 31 results result NOUN cana-3714 115 32 based base VERB cana-3714 115 33 on on ADP cana-3714 115 34 patient patient ADJ cana-3714 115 35 characteristics characteristic NOUN cana-3714 115 36 . . PUNCT cana-3714 116 1 furthermore furthermore ADV cana-3714 116 2 , , PUNCT cana-3714 116 3 by by ADP cana-3714 116 4 analysing analyse VERB cana-3714 116 5 long long ADJ cana-3714 116 6 - - PUNCT cana-3714 116 7 term term NOUN cana-3714 116 8 patient patient ADJ cana-3714 116 9 health health NOUN cana-3714 116 10 incentives incentive NOUN cana-3714 116 11 , , PUNCT cana-3714 116 12 the the DET cana-3714 116 13 bellman bellman NOUN cana-3714 116 14 equation equation NOUN cana-3714 116 15 from from ADP cana-3714 116 16 reinforcement reinforcement NOUN cana-3714 116 17 learning learning NOUN cana-3714 116 18 is be AUX cana-3714 116 19 used use VERB cana-3714 116 20 to to PART cana-3714 116 21 create create VERB cana-3714 116 22 the the DET cana-3714 116 23 best good ADJ cana-3714 116 24 possible possible ADJ cana-3714 116 25 treatment treatment NOUN cana-3714 116 26 plans plan NOUN cana-3714 116 27 , , PUNCT cana-3714 116 28 and and CCONJ cana-3714 116 29 the the DET cana-3714 116 30 kaplan kaplan PROPN cana-3714 116 31 - - PUNCT cana-3714 116 32 meier meier PROPN cana-3714 116 33 estimator estimator NOUN cana-3714 116 34 offers offer VERB cana-3714 116 35 vital vital ADJ cana-3714 116 36 information information NOUN cana-3714 116 37 about about ADP cana-3714 116 38 the the DET cana-3714 116 39 survival survival NOUN cana-3714 116 40 rates rate NOUN cana-3714 116 41 of of ADP cana-3714 116 42 different different ADJ cana-3714 116 43 treatment treatment NOUN cana-3714 116 44 regimens regimen NOUN cana-3714 116 45 . . PUNCT cana-3714 117 1 this this DET cana-3714 117 2 project project NOUN cana-3714 117 3 intends intend VERB cana-3714 117 4 to to PART cana-3714 117 5 improve improve VERB cana-3714 117 6 cancer cancer NOUN cana-3714 117 7 care care NOUN cana-3714 117 8 decision decision NOUN cana-3714 117 9 - - PUNCT cana-3714 117 10 making make VERB cana-3714 117 11 processes process NOUN cana-3714 117 12 by by ADP cana-3714 117 13 integrating integrate VERB cana-3714 117 14 these these DET cana-3714 117 15 equations equation NOUN cana-3714 117 16 into into ADP cana-3714 117 17 a a DET cana-3714 117 18 strong strong ADJ cana-3714 117 19 framework framework NOUN cana-3714 117 20 . . PUNCT cana-3714 118 1 this this PRON cana-3714 118 2 will will AUX cana-3714 118 3 eventually eventually ADV cana-3714 118 4 improve improve VERB cana-3714 118 5 patient patient ADJ cana-3714 118 6 outcomes outcome NOUN cana-3714 118 7 and and CCONJ cana-3714 118 8 optimise optimise ADJ cana-3714 118 9 resource resource NOUN cana-3714 118 10 utilisation utilisation NOUN cana-3714 118 11 in in ADP cana-3714 118 12 healthcare healthcare NOUN cana-3714 118 13 settings setting NOUN cana-3714 118 14 . . PUNCT cana-3714 119 1 β€’ β€’ NUM cana-3714 119 2 linear linear NOUN cana-3714 119 3 programming programming NOUN cana-3714 119 4 for for ADP cana-3714 119 5 therapy therapy NOUN cana-3714 119 6 scheduling scheduling NOUN cana-3714 119 7 : : PUNCT cana-3714 119 8 linear linear ADJ cana-3714 119 9 programming programming NOUN cana-3714 119 10 ( ( PUNCT cana-3714 119 11 lp lp NOUN cana-3714 119 12 ) ) PUNCT cana-3714 119 13 is be AUX cana-3714 119 14 used use VERB cana-3714 119 15 in in ADP cana-3714 119 16 operational operational ADJ cana-3714 119 17 research research NOUN cana-3714 119 18 to to PART cana-3714 119 19 optimize optimize VERB cana-3714 119 20 resource resource NOUN cana-3714 119 21 allocation allocation NOUN cana-3714 119 22 , , PUNCT cana-3714 119 23 such such ADJ cana-3714 119 24 as as ADP cana-3714 119 25 determining determine VERB cana-3714 119 26 the the DET cana-3714 119 27 optimal optimal ADJ cana-3714 119 28 dosage dosage NOUN cana-3714 119 29 and and CCONJ cana-3714 119 30 scheduling scheduling NOUN cana-3714 119 31 of of ADP cana-3714 119 32 cancer cancer NOUN cana-3714 119 33 treatments treatment NOUN cana-3714 119 34 like like ADP cana-3714 119 35 chemotherapy chemotherapy NOUN cana-3714 119 36 . . PUNCT cana-3714 120 1 π‘€π‘–π‘›π‘–π‘šπ‘–π‘§π‘’ π‘€π‘–π‘›π‘–π‘šπ‘–π‘§π‘’ PROPN cana-3714 120 2 : : PUNCT cana-3714 120 3 𝑍 𝑍 PROPN cana-3714 120 4 = = SYM cana-3714 120 5 βˆ‘ βˆ‘ PUNCT cana-3714 120 6 𝑐𝑖π‘₯𝑖 𝑐𝑖π‘₯𝑖 NOUN cana-3714 120 7 𝑛 𝑛 PROPN cana-3714 120 8 𝑖=1 𝑖=1 PROPN cana-3714 120 9 ( ( PUNCT cana-3714 120 10 1 1 X cana-3714 120 11 ) ) PUNCT cana-3714 120 12 𝑍 𝑍 NOUN cana-3714 120 13 : : PUNCT cana-3714 120 14 objective objective ADJ cana-3714 120 15 function function NOUN cana-3714 120 16 ( ( PUNCT cana-3714 120 17 total total ADJ cana-3714 120 18 cost cost NOUN cana-3714 120 19 or or CCONJ cana-3714 120 20 time time NOUN cana-3714 120 21 ) ) PUNCT cana-3714 120 22 𝑐𝑖 𝑐𝑖 NOUN cana-3714 120 23 : : PUNCT cana-3714 120 24 coefficient coefficient NOUN cana-3714 120 25 ( ( PUNCT cana-3714 120 26 cost cost NOUN cana-3714 120 27 or or CCONJ cana-3714 120 28 effectiveness effectiveness NOUN cana-3714 120 29 of of ADP cana-3714 120 30 treatment treatment NOUN cana-3714 120 31 i i NOUN cana-3714 120 32 ) ) PUNCT cana-3714 120 33 π‘₯𝑖 π‘₯𝑖 PROPN cana-3714 120 34 : : PUNCT cana-3714 120 35 decision decision NOUN cana-3714 120 36 variable variable NOUN cana-3714 120 37 ( ( PUNCT cana-3714 120 38 amount amount NOUN cana-3714 120 39 of of ADP cana-3714 120 40 treatment treatment NOUN cana-3714 120 41 i i PRON cana-3714 120 42 administered administer VERB cana-3714 120 43 ) ) PUNCT cana-3714 120 44 communications communication NOUN cana-3714 120 45 on on ADP cana-3714 120 46 applied apply VERB cana-3714 120 47 nonlinear nonlinear ADJ cana-3714 120 48 analysis analysis NOUN cana-3714 120 49 issn issn NOUN cana-3714 120 50 : : PUNCT cana-3714 120 51 1074 1074 NUM cana-3714 120 52 - - PUNCT cana-3714 120 53 133x 133x NUM cana-3714 120 54 vol vol NOUN cana-3714 120 55 32 32 NUM cana-3714 120 56 no no NOUN cana-3714 120 57 . . PUNCT cana-3714 121 1 8s 8s PROPN cana-3714 121 2 ( ( PUNCT cana-3714 121 3 2025 2025 NUM cana-3714 121 4 ) ) PUNCT cana-3714 121 5 533 533 NUM cana-3714 121 6 https://internationalpubls.com https://internationalpubls.com SYM cana-3714 121 7 β€’ β€’ NUM cana-3714 121 8 support support NOUN cana-3714 121 9 vector vector NOUN cana-3714 121 10 machine machine NOUN cana-3714 121 11 ( ( PUNCT cana-3714 121 12 svm svm PROPN cana-3714 121 13 ) ) PUNCT cana-3714 121 14 for for ADP cana-3714 121 15 classifying classify VERB cana-3714 121 16 cancer cancer NOUN cana-3714 121 17 types type NOUN cana-3714 121 18 : : PUNCT cana-3714 121 19 support support NOUN cana-3714 121 20 vector vector NOUN cana-3714 121 21 machine machine NOUN cana-3714 121 22 ( ( PUNCT cana-3714 121 23 svm svm PROPN cana-3714 121 24 ) ) PUNCT cana-3714 121 25 is be AUX cana-3714 121 26 used use VERB cana-3714 121 27 for for ADP cana-3714 121 28 classification classification NOUN cana-3714 121 29 tasks task NOUN cana-3714 121 30 in in ADP cana-3714 121 31 machine machine NOUN cana-3714 121 32 learning learning NOUN cana-3714 121 33 , , PUNCT cana-3714 121 34 such such ADJ cana-3714 121 35 as as ADP cana-3714 121 36 classifying classify VERB cana-3714 121 37 different different ADJ cana-3714 121 38 types type NOUN cana-3714 121 39 of of ADP cana-3714 121 40 cancer cancer NOUN cana-3714 121 41 based base VERB cana-3714 121 42 on on ADP cana-3714 121 43 clinical clinical ADJ cana-3714 121 44 and and CCONJ cana-3714 121 45 genetic genetic ADJ cana-3714 121 46 data datum NOUN cana-3714 121 47 . . PUNCT cana-3714 122 1 𝑓(π‘₯ 𝑓(π‘₯ NOUN cana-3714 122 2 ) ) PUNCT cana-3714 122 3 = = X cana-3714 122 4 𝑠𝑖𝑔𝑛 𝑠𝑖𝑔𝑛 NOUN cana-3714 122 5 ( ( PUNCT cana-3714 122 6 βˆ‘ βˆ‘ PROPN cana-3714 122 7 𝛼𝑖𝑦𝑖𝐾(π‘₯𝑖 𝛼𝑖𝑦𝑖𝐾(π‘₯𝑖 PROPN cana-3714 122 8 , , PUNCT cana-3714 122 9 π‘₯ π‘₯ NOUN cana-3714 122 10 ) ) PUNCT cana-3714 123 1 + + CCONJ cana-3714 123 2 𝑏𝑛 𝑏𝑛 ADP cana-3714 123 3 𝑖=1 𝑖=1 PROPN cana-3714 123 4 ) ) PUNCT cana-3714 123 5 ( ( PUNCT cana-3714 123 6 2 2 X cana-3714 123 7 ) ) PUNCT cana-3714 123 8 𝑓(π‘₯ 𝑓(π‘₯ NOUN cana-3714 123 9 ): ): PUNCT cana-3714 123 10 classification classification NOUN cana-3714 123 11 function function NOUN cana-3714 123 12 𝛼𝑖 𝛼𝑖 NOUN cana-3714 123 13 : : PUNCT cana-3714 123 14 lagrange lagrange NOUN cana-3714 123 15 multipliers multiplier NOUN cana-3714 123 16 𝑦 𝑦 NOUN cana-3714 123 17 : : PUNCT cana-3714 123 18 class class NOUN cana-3714 123 19 labels label NOUN cana-3714 123 20 ( ( PUNCT cana-3714 123 21 +1 +1 NOUN cana-3714 123 22 for for ADP cana-3714 123 23 one one NUM cana-3714 123 24 cancer cancer NOUN cana-3714 123 25 type type NOUN cana-3714 123 26 , , PUNCT cana-3714 123 27 -1 -1 ADP cana-3714 123 28 for for ADP cana-3714 123 29 another another PRON cana-3714 123 30 ) ) PUNCT cana-3714 123 31 𝐾(π‘₯𝑖 𝐾(π‘₯𝑖 ADJ cana-3714 123 32 , , PUNCT cana-3714 123 33 π‘₯ π‘₯ PRON cana-3714 123 34 ): ): PUNCT cana-3714 123 35 kernel kernel PROPN cana-3714 123 36 function function VERB cana-3714 123 37 𝑏 𝑏 NOUN cana-3714 123 38 : : PUNCT cana-3714 123 39 bias bias NOUN cana-3714 123 40 term term NOUN cana-3714 123 41 β€’ β€’ NOUN cana-3714 123 42 reinforcement reinforcement NOUN cana-3714 123 43 learning learn VERB cana-3714 123 44 bellman bellman NOUN cana-3714 123 45 equation equation NOUN cana-3714 123 46 : : PUNCT cana-3714 123 47 the the DET cana-3714 123 48 bellman bellman NOUN cana-3714 123 49 equation equation NOUN cana-3714 123 50 is be AUX cana-3714 123 51 used use VERB cana-3714 123 52 in in ADP cana-3714 123 53 reinforcement reinforcement NOUN cana-3714 123 54 learning learning NOUN cana-3714 123 55 to to PART cana-3714 123 56 determine determine VERB cana-3714 123 57 the the DET cana-3714 123 58 optimal optimal ADJ cana-3714 123 59 treatment treatment NOUN cana-3714 123 60 strategy strategy NOUN cana-3714 123 61 by by ADP cana-3714 123 62 evaluating evaluate VERB cana-3714 123 63 long long ADJ cana-3714 123 64 - - PUNCT cana-3714 123 65 term term NOUN cana-3714 123 66 rewards reward NOUN cana-3714 123 67 ( ( PUNCT cana-3714 123 68 e.g. e.g. ADV cana-3714 123 69 , , PUNCT cana-3714 123 70 patient patient ADJ cana-3714 123 71 health health NOUN cana-3714 123 72 ) ) PUNCT cana-3714 123 73 based base VERB cana-3714 123 74 on on ADP cana-3714 123 75 immediate immediate ADJ cana-3714 123 76 actions action NOUN cana-3714 123 77 ( ( PUNCT cana-3714 123 78 e.g. e.g. ADV cana-3714 123 79 , , PUNCT cana-3714 123 80 chemotherapy chemotherapy NOUN cana-3714 123 81 dosage dosage NOUN cana-3714 123 82 ) ) PUNCT cana-3714 123 83 . . PUNCT cana-3714 124 1 𝑉(𝑠 𝑉(𝑠 X cana-3714 124 2 ) ) PUNCT cana-3714 124 3 = = SYM cana-3714 124 4 max(𝑅(𝑠 max(𝑅(𝑠 PROPN cana-3714 124 5 , , PUNCT cana-3714 124 6 π‘Ž π‘Ž NOUN cana-3714 124 7 ) ) PUNCT cana-3714 124 8 + + CCONJ cana-3714 124 9 𝛾 𝛾 NOUN cana-3714 124 10 βˆ‘ βˆ‘ ADV cana-3714 124 11 𝑃(𝑠′ 𝑃(𝑠′ NOUN cana-3714 124 12 | | ADV cana-3714 124 13 𝑠 𝑠 NOUN cana-3714 124 14 , , PUNCT cana-3714 124 15 π‘Ž π‘Ž NOUN cana-3714 124 16 ) ) PUNCT cana-3714 124 17 𝑉(𝑠′)𝑠 𝑉(𝑠′)𝑠 NOUN cana-3714 124 18 β€² β€² NUM cana-3714 124 19 ) ) PUNCT cana-3714 124 20 ( ( PUNCT cana-3714 124 21 3 3 X cana-3714 124 22 ) ) PUNCT cana-3714 124 23 𝑉(𝑠 𝑉(𝑠 NOUN cana-3714 124 24 ): ): PUNCT cana-3714 124 25 value value NOUN cana-3714 124 26 of of ADP cana-3714 124 27 state state NOUN cana-3714 124 28 s s PART cana-3714 124 29 π‘Ž π‘Ž NOUN cana-3714 124 30 : : PUNCT cana-3714 124 31 action action NOUN cana-3714 124 32 ( ( PUNCT cana-3714 124 33 treatment treatment NOUN cana-3714 124 34 decision decision NOUN cana-3714 124 35 ) ) PUNCT cana-3714 124 36 𝑅(𝑠 𝑅(𝑠 X cana-3714 124 37 , , PUNCT cana-3714 124 38 π‘Ž π‘Ž X cana-3714 124 39 ): ): PUNCT cana-3714 124 40 reward reward NOUN cana-3714 124 41 for for ADP cana-3714 124 42 taking take VERB cana-3714 124 43 action action NOUN cana-3714 124 44 a a PRON cana-3714 124 45 in in ADP cana-3714 124 46 state state NOUN cana-3714 124 47 s s PROPN cana-3714 124 48 𝛾 𝛾 NOUN cana-3714 124 49 : : PUNCT cana-3714 124 50 discount discount NOUN cana-3714 124 51 factor factor NOUN cana-3714 124 52 for for ADP cana-3714 124 53 future future ADJ cana-3714 124 54 rewards reward NOUN cana-3714 124 55 ( ( PUNCT cana-3714 124 56 𝑠′ 𝑠′ NOUN cana-3714 124 57 | | ADV cana-3714 124 58 𝑠 𝑠 PROPN cana-3714 124 59 , , PUNCT cana-3714 124 60 π‘Ž π‘Ž NOUN cana-3714 124 61 ) ) PUNCT cana-3714 124 62 : : PUNCT cana-3714 124 63 probability probability NOUN cana-3714 124 64 of of ADP cana-3714 124 65 transitioning transition VERB cana-3714 124 66 from from ADP cana-3714 124 67 state state NOUN cana-3714 124 68 s s NOUN cana-3714 124 69 to to ADP cana-3714 124 70 sβ€² sβ€² VERB cana-3714 124 71 given give VERB cana-3714 124 72 action action NOUN cana-3714 124 73 a a DET cana-3714 124 74 a a DET cana-3714 124 75 number number NOUN cana-3714 124 76 of of ADP cana-3714 124 77 fundamental fundamental ADJ cana-3714 124 78 equations equation NOUN cana-3714 124 79 serve serve VERB cana-3714 124 80 as as ADP cana-3714 124 81 the the DET cana-3714 124 82 foundation foundation NOUN cana-3714 124 83 for for ADP cana-3714 124 84 machine machine NOUN cana-3714 124 85 learning learning NOUN cana-3714 124 86 and and CCONJ cana-3714 124 87 operational operational ADJ cana-3714 124 88 research research NOUN cana-3714 124 89 approaches approach NOUN cana-3714 124 90 used use VERB cana-3714 124 91 in in ADP cana-3714 124 92 the the DET cana-3714 124 93 optimisation optimisation NOUN cana-3714 124 94 of of ADP cana-3714 124 95 cancer cancer NOUN cana-3714 124 96 treatment treatment NOUN cana-3714 124 97 procedures procedure NOUN cana-3714 124 98 . . PUNCT cana-3714 125 1 by by ADP cana-3714 125 2 categorising categorise VERB cana-3714 125 3 cancer cancer NOUN cana-3714 125 4 types type NOUN cana-3714 125 5 , , PUNCT cana-3714 125 6 assessing assess VERB cana-3714 125 7 treatment treatment NOUN cana-3714 125 8 approaches approach NOUN cana-3714 125 9 , , PUNCT cana-3714 125 10 calculating calculate VERB cana-3714 125 11 patient patient ADJ cana-3714 125 12 survival survival NOUN cana-3714 125 13 rates rate NOUN cana-3714 125 14 , , PUNCT cana-3714 125 15 and and CCONJ cana-3714 125 16 optimising optimise VERB cana-3714 125 17 resource resource NOUN cana-3714 125 18 allocation allocation NOUN cana-3714 125 19 , , PUNCT cana-3714 125 20 these these DET cana-3714 125 21 equations equation NOUN cana-3714 125 22 aid aid VERB cana-3714 125 23 in in ADP cana-3714 125 24 the the DET cana-3714 125 25 creation creation NOUN cana-3714 125 26 of of ADP cana-3714 125 27 individualised individualised ADJ cana-3714 125 28 treatment treatment NOUN cana-3714 125 29 regimens regimen NOUN cana-3714 125 30 . . PUNCT cana-3714 126 1 for for ADP cana-3714 126 2 the the DET cana-3714 126 3 purpose purpose NOUN cana-3714 126 4 of of ADP cana-3714 126 5 optimising optimise VERB cana-3714 126 6 therapeutic therapeutic ADJ cana-3714 126 7 scheduling scheduling NOUN cana-3714 126 8 and and CCONJ cana-3714 126 9 guaranteeing guarantee VERB cana-3714 126 10 effective effective ADJ cana-3714 126 11 resource resource NOUN cana-3714 126 12 usage usage NOUN cana-3714 126 13 while while SCONJ cana-3714 126 14 minimising minimise VERB cana-3714 126 15 side side NOUN cana-3714 126 16 effects effect NOUN cana-3714 126 17 , , PUNCT cana-3714 126 18 the the DET cana-3714 126 19 linear linear ADJ cana-3714 126 20 programming programming NOUN cana-3714 126 21 objective objective ADJ cana-3714 126 22 function function NOUN cana-3714 126 23 is be AUX cana-3714 126 24 essential essential ADJ cana-3714 126 25 . . PUNCT cana-3714 127 1 based base VERB cana-3714 127 2 on on ADP cana-3714 127 3 clinical clinical ADJ cana-3714 127 4 data datum NOUN cana-3714 127 5 , , PUNCT cana-3714 127 6 the the DET cana-3714 127 7 support support NOUN cana-3714 127 8 vector vector NOUN cana-3714 127 9 machine machine NOUN cana-3714 127 10 ( ( PUNCT cana-3714 127 11 svm svm ADJ cana-3714 127 12 ) ) PUNCT cana-3714 127 13 classification classification NOUN cana-3714 127 14 equation equation NOUN cana-3714 127 15 helps helps AUX cana-3714 127 16 identify identify VERB cana-3714 127 17 different different ADJ cana-3714 127 18 forms form NOUN cana-3714 127 19 of of ADP cana-3714 127 20 cancer cancer NOUN cana-3714 127 21 and and CCONJ cana-3714 127 22 directs direct VERB cana-3714 127 23 the the DET cana-3714 127 24 choice choice NOUN cana-3714 127 25 of of ADP cana-3714 127 26 suitable suitable ADJ cana-3714 127 27 therapies therapy NOUN cana-3714 127 28 . . PUNCT cana-3714 128 1 by by ADP cana-3714 128 2 assessing assess VERB cana-3714 128 3 both both CCONJ cana-3714 128 4 short short ADJ cana-3714 128 5 - - PUNCT cana-3714 128 6 term term NOUN cana-3714 128 7 and and CCONJ cana-3714 128 8 long long ADJ cana-3714 128 9 - - PUNCT cana-3714 128 10 term term NOUN cana-3714 128 11 patient patient ADJ cana-3714 128 12 health health NOUN cana-3714 128 13 outcomes outcome NOUN cana-3714 128 14 , , PUNCT cana-3714 128 15 the the DET cana-3714 128 16 bellman bellman NOUN cana-3714 128 17 optimality optimality NOUN cana-3714 128 18 equation equation NOUN cana-3714 128 19 from from ADP cana-3714 128 20 reinforcement reinforcement NOUN cana-3714 128 21 learning learning NOUN cana-3714 128 22 aids aid NOUN cana-3714 128 23 in in ADP cana-3714 128 24 choosing choose VERB cana-3714 128 25 the the DET cana-3714 128 26 most most ADV cana-3714 128 27 effective effective ADJ cana-3714 128 28 treatment treatment NOUN cana-3714 128 29 plans plan NOUN cana-3714 128 30 . . PUNCT cana-3714 129 1 lastly lastly ADV cana-3714 129 2 , , PUNCT cana-3714 129 3 the the DET cana-3714 129 4 kaplan kaplan PROPN cana-3714 129 5 - - PUNCT cana-3714 129 6 meier meier PROPN cana-3714 129 7 survival survival NOUN cana-3714 129 8 function function NOUN cana-3714 129 9 is be AUX cana-3714 129 10 essential essential ADJ cana-3714 129 11 for for ADP cana-3714 129 12 calculating calculate VERB cana-3714 129 13 the the DET cana-3714 129 14 likelihood likelihood NOUN cana-3714 129 15 that that SCONJ cana-3714 129 16 a a DET cana-3714 129 17 patient patient NOUN cana-3714 129 18 will will AUX cana-3714 129 19 survive survive VERB cana-3714 129 20 and and CCONJ cana-3714 129 21 for for ADP cana-3714 129 22 assessing assess VERB cana-3714 129 23 how how SCONJ cana-3714 129 24 well well ADV cana-3714 129 25 treatment treatment NOUN cana-3714 129 26 plans plan NOUN cana-3714 129 27 work work VERB cana-3714 129 28 . . PUNCT cana-3714 130 1 the the DET cana-3714 130 2 goal goal NOUN cana-3714 130 3 of of ADP cana-3714 130 4 this this DET cana-3714 130 5 study study NOUN cana-3714 130 6 is be AUX cana-3714 130 7 to to PART cana-3714 130 8 improve improve VERB cana-3714 130 9 overall overall ADJ cana-3714 130 10 patient patient ADJ cana-3714 130 11 outcomes outcome NOUN cana-3714 130 12 and and CCONJ cana-3714 130 13 decision decision NOUN cana-3714 130 14 - - PUNCT cana-3714 130 15 making making NOUN cana-3714 130 16 in in ADP cana-3714 130 17 cancer cancer NOUN cana-3714 130 18 treatment treatment NOUN cana-3714 130 19 by by ADP cana-3714 130 20 integrating integrate VERB cana-3714 130 21 these these DET cana-3714 130 22 equations equation NOUN cana-3714 130 23 . . PUNCT cana-3714 131 1 communications communication NOUN cana-3714 131 2 on on ADP cana-3714 131 3 applied apply VERB cana-3714 131 4 nonlinear nonlinear ADJ cana-3714 131 5 analysis analysis NOUN cana-3714 131 6 issn issn NOUN cana-3714 131 7 : : PUNCT cana-3714 131 8 1074 1074 NUM cana-3714 131 9 - - PUNCT cana-3714 131 10 133x 133x NUM cana-3714 131 11 vol vol NOUN cana-3714 131 12 32 32 NUM cana-3714 131 13 no no NOUN cana-3714 131 14 . . PUNCT cana-3714 132 1 8s 8s PROPN cana-3714 132 2 ( ( PUNCT cana-3714 132 3 2025 2025 NUM cana-3714 132 4 ) ) PUNCT cana-3714 132 5 534 534 NUM cana-3714 132 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 132 7 iv iv NOUN cana-3714 132 8 . . NOUN cana-3714 132 9 results result NOUN cana-3714 132 10 and and CCONJ cana-3714 132 11 discussion discussion NOUN cana-3714 132 12 4.1 4.1 NUM cana-3714 132 13 treatment treatment NOUN cana-3714 132 14 success success NOUN cana-3714 132 15 rates rate NOUN cana-3714 132 16 by by ADP cana-3714 132 17 protocol protocol NOUN cana-3714 132 18 : : PUNCT cana-3714 132 19 the the DET cana-3714 132 20 success success NOUN cana-3714 132 21 rates rate NOUN cana-3714 132 22 of of ADP cana-3714 132 23 many many ADJ cana-3714 132 24 cancer cancer NOUN cana-3714 132 25 treatment treatment NOUN cana-3714 132 26 methods method NOUN cana-3714 132 27 are be AUX cana-3714 132 28 shown show VERB cana-3714 132 29 in in ADP cana-3714 132 30 this this DET cana-3714 132 31 dataset dataset NOUN cana-3714 132 32 , , PUNCT cana-3714 132 33 demonstrating demonstrate VERB cana-3714 132 34 how how SCONJ cana-3714 132 35 well well ADV cana-3714 132 36 they they PRON cana-3714 132 37 work work VERB cana-3714 132 38 to to PART cana-3714 132 39 elicit elicit VERB cana-3714 132 40 favourable favourable ADJ cana-3714 132 41 responses response NOUN cana-3714 132 42 from from ADP cana-3714 132 43 patients patient NOUN cana-3714 132 44 . . PUNCT cana-3714 133 1 chemotherapy chemotherapy NOUN cana-3714 133 2 , , PUNCT cana-3714 133 3 radiation radiation NOUN cana-3714 133 4 , , PUNCT cana-3714 133 5 immunotherapy immunotherapy NOUN cana-3714 133 6 , , PUNCT cana-3714 133 7 and and CCONJ cana-3714 133 8 targeted target VERB cana-3714 133 9 therapy therapy NOUN cana-3714 133 10 are be AUX cana-3714 133 11 among among ADP cana-3714 133 12 the the DET cana-3714 133 13 available available ADJ cana-3714 133 14 therapeutic therapeutic ADJ cana-3714 133 15 options option NOUN cana-3714 133 16 . . PUNCT cana-3714 134 1 radiation radiation NOUN cana-3714 134 2 treatment treatment NOUN cana-3714 134 3 comes come VERB cana-3714 134 4 in in ADP cana-3714 134 5 close close ADJ cana-3714 134 6 second second NOUN cana-3714 134 7 with with ADP cana-3714 134 8 a a DET cana-3714 134 9 success success NOUN cana-3714 134 10 rate rate NOUN cana-3714 134 11 of of ADP cana-3714 134 12 65 65 NUM cana-3714 134 13 % % NOUN cana-3714 134 14 , , PUNCT cana-3714 134 15 behind behind ADP cana-3714 134 16 chemotherapy chemotherapy NOUN cana-3714 134 17 at at ADP cana-3714 134 18 70 70 NUM cana-3714 134 19 % % NOUN cana-3714 134 20 . . PUNCT cana-3714 135 1 with with ADP cana-3714 135 2 an an DET cana-3714 135 3 80 80 NUM cana-3714 135 4 % % NOUN cana-3714 135 5 success success NOUN cana-3714 135 6 rate rate NOUN cana-3714 135 7 , , PUNCT cana-3714 135 8 immunotherapy immunotherapy NOUN cana-3714 135 9 stands stand VERB cana-3714 135 10 out out ADP cana-3714 135 11 as as ADP cana-3714 135 12 the the DET cana-3714 135 13 most most ADV cana-3714 135 14 effective effective ADJ cana-3714 135 15 treatment treatment NOUN cana-3714 135 16 for for ADP cana-3714 135 17 certain certain ADJ cana-3714 135 18 cancer cancer NOUN cana-3714 135 19 types type NOUN cana-3714 135 20 . . PUNCT cana-3714 136 1 with with ADP cana-3714 136 2 a a DET cana-3714 136 3 75 75 NUM cana-3714 136 4 % % NOUN cana-3714 136 5 success success NOUN cana-3714 136 6 rate rate NOUN cana-3714 136 7 , , PUNCT cana-3714 136 8 targeted target VERB cana-3714 136 9 treatment treatment NOUN cana-3714 136 10 targets target VERB cana-3714 136 11 certain certain ADJ cana-3714 136 12 genetic genetic ADJ cana-3714 136 13 markers marker NOUN cana-3714 136 14 linked link VERB cana-3714 136 15 to to ADP cana-3714 136 16 cancer cancer NOUN cana-3714 136 17 cells cell NOUN cana-3714 136 18 . . PUNCT cana-3714 137 1 these these DET cana-3714 137 2 success success NOUN cana-3714 137 3 rates rate NOUN cana-3714 137 4 provide provide VERB cana-3714 137 5 healthcare healthcare NOUN cana-3714 137 6 providers provider NOUN cana-3714 137 7 important important ADJ cana-3714 137 8 information information NOUN cana-3714 137 9 about about ADP cana-3714 137 10 how how SCONJ cana-3714 137 11 various various ADJ cana-3714 137 12 treatment treatment NOUN cana-3714 137 13 protocols protocol NOUN cana-3714 137 14 function function VERB cana-3714 137 15 in in ADP cana-3714 137 16 clinical clinical ADJ cana-3714 137 17 settings setting NOUN cana-3714 137 18 , , PUNCT cana-3714 137 19 enabling enable VERB cana-3714 137 20 them they PRON cana-3714 137 21 to to PART cana-3714 137 22 make make VERB cana-3714 137 23 well well ADV cana-3714 137 24 - - PUNCT cana-3714 137 25 informed inform VERB cana-3714 137 26 judgements judgement NOUN cana-3714 137 27 when when SCONJ cana-3714 137 28 creating create VERB cana-3714 137 29 individualised individualised ADJ cana-3714 137 30 treatment treatment NOUN cana-3714 137 31 programs program NOUN cana-3714 137 32 . . PUNCT cana-3714 138 1 researchers researcher NOUN cana-3714 138 2 may may AUX cana-3714 138 3 use use VERB cana-3714 138 4 machine machine NOUN cana-3714 138 5 learning learn VERB cana-3714 138 6 approaches approach NOUN cana-3714 138 7 to to PART cana-3714 138 8 further far ADV cana-3714 138 9 optimise optimise ADJ cana-3714 138 10 protocols protocol NOUN cana-3714 138 11 based base VERB cana-3714 138 12 on on ADP cana-3714 138 13 unique unique ADJ cana-3714 138 14 patient patient ADJ cana-3714 138 15 factors factor NOUN cana-3714 138 16 , , PUNCT cana-3714 138 17 such such ADJ cana-3714 138 18 as as ADP cana-3714 138 19 genetic genetic ADJ cana-3714 138 20 information information NOUN cana-3714 138 21 and and CCONJ cana-3714 138 22 past past NOUN cana-3714 138 23 therapy therapy NOUN cana-3714 138 24 responses response NOUN cana-3714 138 25 , , PUNCT cana-3714 138 26 by by ADP cana-3714 138 27 analysing analyse VERB cana-3714 138 28 the the DET cana-3714 138 29 success success NOUN cana-3714 138 30 rates rate NOUN cana-3714 138 31 of of ADP cana-3714 138 32 various various ADJ cana-3714 138 33 therapies therapy NOUN cana-3714 138 34 . . PUNCT cana-3714 139 1 furthermore furthermore ADV cana-3714 139 2 , , PUNCT cana-3714 139 3 by by ADP cana-3714 139 4 informing inform VERB cana-3714 139 5 operational operational ADJ cana-3714 139 6 research research NOUN cana-3714 139 7 methodologies methodology NOUN cana-3714 139 8 , , PUNCT cana-3714 139 9 these these DET cana-3714 139 10 results result NOUN cana-3714 139 11 might might AUX cana-3714 139 12 help help VERB cana-3714 139 13 healthcare healthcare NOUN cana-3714 139 14 systems system NOUN cana-3714 139 15 allocate allocate VERB cana-3714 139 16 resources resource NOUN cana-3714 139 17 more more ADV cana-3714 139 18 effectively effectively ADV cana-3714 139 19 . . PUNCT cana-3714 140 1 all all DET cana-3714 140 2 things thing NOUN cana-3714 140 3 considered consider VERB cana-3714 140 4 , , PUNCT cana-3714 140 5 raising raise VERB cana-3714 140 6 treatment treatment NOUN cana-3714 140 7 effectiveness effectiveness NOUN cana-3714 140 8 eventually eventually ADV cana-3714 140 9 results result VERB cana-3714 140 10 in in ADP cana-3714 140 11 better well ADJ cana-3714 140 12 patient patient ADJ cana-3714 140 13 outcomes outcome NOUN cana-3714 140 14 and and CCONJ cana-3714 140 15 more more ADV cana-3714 140 16 efficient efficient ADJ cana-3714 140 17 healthcare healthcare NOUN cana-3714 140 18 delivery delivery NOUN cana-3714 140 19 . . PUNCT cana-3714 141 1 to to ADP cana-3714 141 2 that that DET cana-3714 141 3 end end NOUN cana-3714 141 4 , , PUNCT cana-3714 141 5 knowing know VERB cana-3714 141 6 the the DET cana-3714 141 7 success success NOUN cana-3714 141 8 rates rate NOUN cana-3714 141 9 of of ADP cana-3714 141 10 different different ADJ cana-3714 141 11 cancer cancer NOUN cana-3714 141 12 therapies therapy NOUN cana-3714 141 13 is be AUX cana-3714 141 14 crucial crucial ADJ cana-3714 141 15 . . PUNCT cana-3714 142 1 4.2 4.2 NUM cana-3714 142 2 patient patient ADJ cana-3714 142 3 survival survival NOUN cana-3714 142 4 rates rate NOUN cana-3714 142 5 by by ADP cana-3714 142 6 treatment treatment NOUN cana-3714 142 7 type type NOUN cana-3714 142 8 : : PUNCT cana-3714 142 9 the the DET cana-3714 142 10 second second ADJ cana-3714 142 11 dataset dataset NOUN cana-3714 142 12 offers offer VERB cana-3714 142 13 important important ADJ cana-3714 142 14 insights insight NOUN cana-3714 142 15 into into ADP cana-3714 142 16 the the DET cana-3714 142 17 long long ADJ cana-3714 142 18 - - PUNCT cana-3714 142 19 term term NOUN cana-3714 142 20 therapy therapy NOUN cana-3714 142 21 effectiveness effectiveness NOUN cana-3714 142 22 by by ADP cana-3714 142 23 focussing focusse VERB cana-3714 142 24 on on ADP cana-3714 142 25 the the DET cana-3714 142 26 5 5 NUM cana-3714 142 27 - - PUNCT cana-3714 142 28 year year NOUN cana-3714 142 29 survival survival NOUN cana-3714 142 30 rates rate NOUN cana-3714 142 31 linked link VERB cana-3714 142 32 to to ADP cana-3714 142 33 various various ADJ cana-3714 142 34 cancer cancer NOUN cana-3714 142 35 treatment treatment NOUN cana-3714 142 36 modalities modality NOUN cana-3714 142 37 . . PUNCT cana-3714 143 1 chemotherapy chemotherapy NOUN cana-3714 143 2 , , PUNCT cana-3714 143 3 radiation radiation NOUN cana-3714 143 4 , , PUNCT cana-3714 143 5 immunotherapy immunotherapy NOUN cana-3714 143 6 , , PUNCT cana-3714 143 7 and and CCONJ cana-3714 143 8 combination combination NOUN cana-3714 143 9 treatment treatment NOUN cana-3714 143 10 are be AUX cana-3714 143 11 all all PRON cana-3714 143 12 included include VERB cana-3714 143 13 . . PUNCT cana-3714 144 1 the the DET cana-3714 144 2 5 5 NUM cana-3714 144 3 - - PUNCT cana-3714 144 4 year year NOUN cana-3714 144 5 survival survival NOUN cana-3714 144 6 rate rate NOUN cana-3714 144 7 of of ADP cana-3714 144 8 chemotherapy chemotherapy NOUN cana-3714 144 9 , , PUNCT cana-3714 144 10 a a DET cana-3714 144 11 commonly commonly ADV cana-3714 144 12 used use VERB cana-3714 144 13 treatment treatment NOUN cana-3714 144 14 , , PUNCT cana-3714 144 15 is be AUX cana-3714 144 16 60 60 NUM cana-3714 144 17 % % NOUN cana-3714 144 18 , , PUNCT cana-3714 144 19 indicating indicate VERB cana-3714 144 20 both both CCONJ cana-3714 144 21 its its PRON cana-3714 144 22 usefulness usefulness NOUN cana-3714 144 23 and and CCONJ cana-3714 144 24 its its PRON cana-3714 144 25 limits limit NOUN cana-3714 144 26 in in ADP cana-3714 144 27 certain certain ADJ cana-3714 144 28 patient patient ADJ cana-3714 144 29 groups group NOUN cana-3714 144 30 . . PUNCT cana-3714 145 1 with with ADP cana-3714 145 2 a a DET cana-3714 145 3 significantly significantly ADV cana-3714 145 4 lower low ADJ cana-3714 145 5 survival survival NOUN cana-3714 145 6 probability probability NOUN cana-3714 145 7 of of ADP cana-3714 145 8 58 58 NUM cana-3714 145 9 % % NOUN cana-3714 145 10 , , PUNCT cana-3714 145 11 radiotherapy radiotherapy NOUN cana-3714 145 12 may may AUX cana-3714 145 13 not not PART cana-3714 145 14 be be AUX cana-3714 145 15 enough enough ADJ cana-3714 145 16 as as ADP cana-3714 145 17 a a DET cana-3714 145 18 stand stand VERB cana-3714 145 19 - - PUNCT cana-3714 145 20 alone alone ADJ cana-3714 145 21 treatment treatment NOUN cana-3714 145 22 for for ADP cana-3714 145 23 many many ADJ cana-3714 145 24 patients patient NOUN cana-3714 145 25 , , PUNCT cana-3714 145 26 even even ADV cana-3714 145 27 though though SCONJ cana-3714 145 28 it it PRON cana-3714 145 29 may may AUX cana-3714 145 30 be be AUX cana-3714 145 31 helpful helpful ADJ cana-3714 145 32 for for ADP cana-3714 145 33 locally locally ADV cana-3714 145 34 located locate VERB cana-3714 145 35 tumours tumour NOUN cana-3714 145 36 . . PUNCT cana-3714 146 1 with with ADP cana-3714 146 2 a a DET cana-3714 146 3 72 72 NUM cana-3714 146 4 % % NOUN cana-3714 146 5 survival survival NOUN cana-3714 146 6 rate rate NOUN cana-3714 146 7 , , PUNCT cana-3714 146 8 immunotherapy immunotherapy NOUN cana-3714 146 9 β€” β€” PUNCT cana-3714 146 10 which which PRON cana-3714 146 11 uses use VERB cana-3714 146 12 the the DET cana-3714 146 13 body body NOUN cana-3714 146 14 's 's PART cana-3714 146 15 immune immune ADJ cana-3714 146 16 system system NOUN cana-3714 146 17 to to PART cana-3714 146 18 combat combat NOUN cana-3714 146 19 cancer cancer NOUN cana-3714 146 20 β€” β€” PUNCT cana-3714 146 21 is be AUX cana-3714 146 22 proving prove VERB cana-3714 146 23 to to PART cana-3714 146 24 be be AUX cana-3714 146 25 a a DET cana-3714 146 26 potent potent ADJ cana-3714 146 27 therapeutic therapeutic ADJ cana-3714 146 28 option option NOUN cana-3714 146 29 , , PUNCT cana-3714 146 30 particularly particularly ADV cana-3714 146 31 for for ADP cana-3714 146 32 certain certain ADJ cana-3714 146 33 forms form NOUN cana-3714 146 34 of of ADP cana-3714 146 35 cancer cancer NOUN cana-3714 146 36 . . PUNCT cana-3714 147 1 the the DET cana-3714 147 2 maximum maximum ADJ cana-3714 147 3 communications communication NOUN cana-3714 147 4 on on ADP cana-3714 147 5 applied apply VERB cana-3714 147 6 nonlinear nonlinear ADJ cana-3714 147 7 analysis analysis NOUN cana-3714 147 8 issn issn NOUN cana-3714 147 9 : : PUNCT cana-3714 147 10 1074 1074 NUM cana-3714 147 11 - - PUNCT cana-3714 147 12 133x 133x NUM cana-3714 147 13 vol vol NOUN cana-3714 147 14 32 32 NUM cana-3714 147 15 no no NOUN cana-3714 147 16 . . PUNCT cana-3714 148 1 8s 8s PROPN cana-3714 148 2 ( ( PUNCT cana-3714 148 3 2025 2025 NUM cana-3714 148 4 ) ) PUNCT cana-3714 148 5 535 535 NUM cana-3714 148 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 148 7 survival survival NOUN cana-3714 148 8 rate rate NOUN cana-3714 148 9 of of ADP cana-3714 148 10 78 78 NUM cana-3714 148 11 % % NOUN cana-3714 148 12 is be AUX cana-3714 148 13 achieved achieve VERB cana-3714 148 14 by by ADP cana-3714 148 15 the the DET cana-3714 148 16 combination combination NOUN cana-3714 148 17 therapy therapy NOUN cana-3714 148 18 , , PUNCT cana-3714 148 19 which which PRON cana-3714 148 20 integrates integrate VERB cana-3714 148 21 numerous numerous ADJ cana-3714 148 22 modalities modality NOUN cana-3714 148 23 . . PUNCT cana-3714 149 1 this this DET cana-3714 149 2 highlights highlight VERB cana-3714 149 3 the the DET cana-3714 149 4 significance significance NOUN cana-3714 149 5 of of ADP cana-3714 149 6 individualised individualised ADJ cana-3714 149 7 treatment treatment NOUN cana-3714 149 8 methods method NOUN cana-3714 149 9 that that PRON cana-3714 149 10 use use VERB cana-3714 149 11 multiple multiple ADJ cana-3714 149 12 tactics tactic NOUN cana-3714 149 13 . . PUNCT cana-3714 150 1 these these DET cana-3714 150 2 survival survival NOUN cana-3714 150 3 rates rate NOUN cana-3714 150 4 may may AUX cana-3714 150 5 be be AUX cana-3714 150 6 used use VERB cana-3714 150 7 to to PART cana-3714 150 8 forecast forecast VERB cana-3714 150 9 patient patient ADJ cana-3714 150 10 outcomes outcome NOUN cana-3714 150 11 depending depend VERB cana-3714 150 12 on on ADP cana-3714 150 13 a a DET cana-3714 150 14 variety variety NOUN cana-3714 150 15 of of ADP cana-3714 150 16 criteria criterion NOUN cana-3714 150 17 and and CCONJ cana-3714 150 18 are be AUX cana-3714 150 19 essential essential ADJ cana-3714 150 20 indicators indicator NOUN cana-3714 150 21 for for ADP cana-3714 150 22 assessing assess VERB cana-3714 150 23 the the DET cana-3714 150 24 efficacy efficacy NOUN cana-3714 150 25 of of ADP cana-3714 150 26 various various ADJ cana-3714 150 27 treatment treatment NOUN cana-3714 150 28 approaches approach NOUN cana-3714 150 29 . . PUNCT cana-3714 151 1 they they PRON cana-3714 151 2 can can AUX cana-3714 151 3 also also ADV cana-3714 151 4 be be AUX cana-3714 151 5 analysed analyse VERB cana-3714 151 6 using use VERB cana-3714 151 7 machine machine NOUN cana-3714 151 8 learning learning NOUN cana-3714 151 9 algorithms algorithm NOUN cana-3714 151 10 . . PUNCT cana-3714 152 1 this this DET cana-3714 152 2 data datum NOUN cana-3714 152 3 may may AUX cana-3714 152 4 support support VERB cana-3714 152 5 operational operational ADJ cana-3714 152 6 research research NOUN cana-3714 152 7 initiatives initiative NOUN cana-3714 152 8 to to PART cana-3714 152 9 maximise maximise VERB cana-3714 152 10 healthcare healthcare NOUN cana-3714 152 11 resources resource NOUN cana-3714 152 12 for for ADP cana-3714 152 13 cancer cancer NOUN cana-3714 152 14 therapy therapy NOUN cana-3714 152 15 and and CCONJ cana-3714 152 16 help help VERB cana-3714 152 17 doctors doctor NOUN cana-3714 152 18 determine determine VERB cana-3714 152 19 the the DET cana-3714 152 20 best good ADJ cana-3714 152 21 course course NOUN cana-3714 152 22 of of ADP cana-3714 152 23 action action NOUN cana-3714 152 24 . . PUNCT cana-3714 153 1 4.3 4.3 NUM cana-3714 153 2 resource resource NOUN cana-3714 153 3 allocation allocation NOUN cana-3714 153 4 for for ADP cana-3714 153 5 cancer cancer NOUN cana-3714 153 6 treatments treatment NOUN cana-3714 153 7 : : PUNCT cana-3714 153 8 the the DET cana-3714 153 9 proportion proportion NOUN cana-3714 153 10 of of ADP cana-3714 153 11 healthcare healthcare NOUN cana-3714 153 12 expenditures expenditure NOUN cana-3714 153 13 allotted allot VERB cana-3714 153 14 to to ADP cana-3714 153 15 different different ADJ cana-3714 153 16 cancer cancer NOUN cana-3714 153 17 treatment treatment NOUN cana-3714 153 18 methods method NOUN cana-3714 153 19 is be AUX cana-3714 153 20 shown show VERB cana-3714 153 21 in in ADP cana-3714 153 22 this this DET cana-3714 153 23 dataset dataset NOUN cana-3714 153 24 , , PUNCT cana-3714 153 25 which which PRON cana-3714 153 26 reflects reflect VERB cana-3714 153 27 how how SCONJ cana-3714 153 28 clinical clinical ADJ cana-3714 153 29 practice practice NOUN cana-3714 153 30 ranks rank VERB cana-3714 153 31 different different ADJ cana-3714 153 32 treatment treatment NOUN cana-3714 153 33 alternatives alternative NOUN cana-3714 153 34 . . PUNCT cana-3714 154 1 chemotherapy chemotherapy NOUN cana-3714 154 2 , , PUNCT cana-3714 154 3 radiation radiation NOUN cana-3714 154 4 , , PUNCT cana-3714 154 5 immunotherapy immunotherapy NOUN cana-3714 154 6 , , PUNCT cana-3714 154 7 and and CCONJ cana-3714 154 8 supportive supportive ADJ cana-3714 154 9 care care NOUN cana-3714 154 10 are be AUX cana-3714 154 11 among among ADP cana-3714 154 12 the the DET cana-3714 154 13 therapies therapy NOUN cana-3714 154 14 that that PRON cana-3714 154 15 are be AUX cana-3714 154 16 looked look VERB cana-3714 154 17 at at ADP cana-3714 154 18 . . PUNCT cana-3714 155 1 despite despite SCONJ cana-3714 155 2 the the DET cana-3714 155 3 advent advent NOUN cana-3714 155 4 of of ADP cana-3714 155 5 more more ADV cana-3714 155 6 advanced advanced ADJ cana-3714 155 7 treatments treatment NOUN cana-3714 155 8 , , PUNCT cana-3714 155 9 chemotherapy chemotherapy NOUN cana-3714 155 10 is be AUX cana-3714 155 11 allocated allocate VERB cana-3714 155 12 the the DET cana-3714 155 13 largest large ADJ cana-3714 155 14 percentage(40 percentage(40 NOUN cana-3714 155 15 % % NOUN cana-3714 155 16 ) ) PUNCT cana-3714 155 17 , , PUNCT cana-3714 155 18 demonstrating demonstrate VERB cana-3714 155 19 its its PRON cana-3714 155 20 continued continue VERB cana-3714 155 21 importance importance NOUN cana-3714 155 22 in in ADP cana-3714 155 23 the the DET cana-3714 155 24 treatment treatment NOUN cana-3714 155 25 of of ADP cana-3714 155 26 cancer cancer NOUN cana-3714 155 27 . . PUNCT cana-3714 156 1 with with ADP cana-3714 156 2 a a DET cana-3714 156 3 30 30 NUM cana-3714 156 4 % % NOUN cana-3714 156 5 allocation allocation NOUN cana-3714 156 6 , , PUNCT cana-3714 156 7 radiotherapy radiotherapy NOUN cana-3714 156 8 comes come VERB cana-3714 156 9 next next ADV cana-3714 156 10 , , PUNCT cana-3714 156 11 emphasising emphasise VERB cana-3714 156 12 its its PRON cana-3714 156 13 significance significance NOUN cana-3714 156 14 β€” β€” PUNCT cana-3714 156 15 particularly particularly ADV cana-3714 156 16 for for ADP cana-3714 156 17 locally locally ADV cana-3714 156 18 advanced advanced ADJ cana-3714 156 19 malignancies malignancy NOUN cana-3714 156 20 . . PUNCT cana-3714 157 1 compared compare VERB cana-3714 157 2 to to ADP cana-3714 157 3 chemotherapy chemotherapy NOUN cana-3714 157 4 and and CCONJ cana-3714 157 5 radiation radiation NOUN cana-3714 157 6 therapy therapy NOUN cana-3714 157 7 , , PUNCT cana-3714 157 8 immunotherapy immunotherapy NOUN cana-3714 157 9 is be AUX cana-3714 157 10 a a DET cana-3714 157 11 more more ADV cana-3714 157 12 recent recent ADJ cana-3714 157 13 approach approach NOUN cana-3714 157 14 that that PRON cana-3714 157 15 increases increase VERB cana-3714 157 16 the the DET cana-3714 157 17 immune immune ADJ cana-3714 157 18 system system NOUN cana-3714 157 19 's 's PART cana-3714 157 20 capacity capacity NOUN cana-3714 157 21 to to PART cana-3714 157 22 target target VERB cana-3714 157 23 cancer cancer NOUN cana-3714 157 24 cells cell NOUN cana-3714 157 25 . . PUNCT cana-3714 158 1 despite despite SCONJ cana-3714 158 2 its its PRON cana-3714 158 3 relative relative ADJ cana-3714 158 4 youth youth NOUN cana-3714 158 5 , , PUNCT cana-3714 158 6 immunotherapy immunotherapy NOUN cana-3714 158 7 accounts account VERB cana-3714 158 8 for for ADP cana-3714 158 9 20 20 NUM cana-3714 158 10 % % NOUN cana-3714 158 11 of of ADP cana-3714 158 12 resource resource NOUN cana-3714 158 13 allocation allocation NOUN cana-3714 158 14 , , PUNCT cana-3714 158 15 indicating indicate VERB cana-3714 158 16 a a DET cana-3714 158 17 growing grow VERB cana-3714 158 18 recognition recognition NOUN cana-3714 158 19 of of ADP cana-3714 158 20 its its PRON cana-3714 158 21 potential potential NOUN cana-3714 158 22 . . PUNCT cana-3714 159 1 ten ten NUM cana-3714 159 2 percent percent NOUN cana-3714 159 3 of of ADP cana-3714 159 4 the the DET cana-3714 159 5 resources resource NOUN cana-3714 159 6 go go VERB cana-3714 159 7 into into ADP cana-3714 159 8 supportive supportive ADJ cana-3714 159 9 care care NOUN cana-3714 159 10 , , PUNCT cana-3714 159 11 which which PRON cana-3714 159 12 is be AUX cana-3714 159 13 crucial crucial ADJ cana-3714 159 14 for for ADP cana-3714 159 15 controlling control VERB cana-3714 159 16 side side NOUN cana-3714 159 17 effects effect NOUN cana-3714 159 18 and and CCONJ cana-3714 159 19 enhancing enhance VERB cana-3714 159 20 quality quality NOUN cana-3714 159 21 of of ADP cana-3714 159 22 life life NOUN cana-3714 159 23 . . PUNCT cana-3714 160 1 for for SCONJ cana-3714 160 2 operational operational ADJ cana-3714 160 3 research research NOUN cana-3714 160 4 to to PART cana-3714 160 5 identify identify VERB cana-3714 160 6 areas area NOUN cana-3714 160 7 where where SCONJ cana-3714 160 8 savings saving NOUN cana-3714 160 9 might might AUX cana-3714 160 10 be be AUX cana-3714 160 11 attained attain VERB cana-3714 160 12 , , PUNCT cana-3714 160 13 it it PRON cana-3714 160 14 is be AUX cana-3714 160 15 essential essential ADJ cana-3714 160 16 to to PART cana-3714 160 17 comprehend comprehend VERB cana-3714 160 18 resource resource NOUN cana-3714 160 19 allocation allocation NOUN cana-3714 160 20 patterns pattern NOUN cana-3714 160 21 . . PUNCT cana-3714 161 1 healthcare healthcare PROPN cana-3714 161 2 administrators administrator NOUN cana-3714 161 3 may may AUX cana-3714 161 4 further far ADV cana-3714 161 5 optimise optimise VERB cana-3714 161 6 resource resource NOUN cana-3714 161 7 allocation allocation NOUN cana-3714 161 8 and and CCONJ cana-3714 161 9 guarantee guarantee NOUN cana-3714 161 10 that that SCONJ cana-3714 161 11 therapies therapy NOUN cana-3714 161 12 are be AUX cana-3714 161 13 available available ADJ cana-3714 161 14 and and CCONJ cana-3714 161 15 meet meet VERB cana-3714 161 16 patient patient ADJ cana-3714 161 17 demands demand NOUN cana-3714 161 18 by by ADP cana-3714 161 19 using use VERB cana-3714 161 20 machine machine NOUN cana-3714 161 21 learning learn VERB cana-3714 161 22 algorithms algorithm NOUN cana-3714 161 23 on on ADP cana-3714 161 24 this this DET cana-3714 161 25 dataset dataset NOUN cana-3714 161 26 . . PUNCT cana-3714 162 1 in in ADP cana-3714 162 2 the the DET cana-3714 162 3 end end NOUN cana-3714 162 4 , , PUNCT cana-3714 162 5 our our PRON cana-3714 162 6 research research NOUN cana-3714 162 7 supports support VERB cana-3714 162 8 the the DET cana-3714 162 9 creation creation NOUN cana-3714 162 10 of of ADP cana-3714 162 11 evidence evidence NOUN cana-3714 162 12 - - PUNCT cana-3714 162 13 based base VERB cana-3714 162 14 plans plan NOUN cana-3714 162 15 to to PART cana-3714 162 16 improve improve VERB cana-3714 162 17 patient patient ADJ cana-3714 162 18 outcomes outcome NOUN cana-3714 162 19 and and CCONJ cana-3714 162 20 the the DET cana-3714 162 21 delivery delivery NOUN cana-3714 162 22 of of ADP cana-3714 162 23 therapy therapy NOUN cana-3714 162 24 . . PUNCT cana-3714 163 1 v. v. ADP cana-3714 163 2 conclusion conclusion NOUN cana-3714 163 3 in in ADP cana-3714 163 4 summary summary NOUN cana-3714 163 5 , , PUNCT cana-3714 163 6 a a DET cana-3714 163 7 potential potential ADJ cana-3714 163 8 approach approach NOUN cana-3714 163 9 to to ADP cana-3714 163 10 enhancing enhance VERB cana-3714 163 11 patient patient ADJ cana-3714 163 12 outcomes outcome NOUN cana-3714 163 13 and and CCONJ cana-3714 163 14 healthcare healthcare NOUN cana-3714 163 15 resource resource NOUN cana-3714 163 16 allocation allocation NOUN cana-3714 163 17 is be AUX cana-3714 163 18 the the DET cana-3714 163 19 optimisation optimisation NOUN cana-3714 163 20 of of ADP cana-3714 163 21 cancer cancer NOUN cana-3714 163 22 treatment treatment NOUN cana-3714 163 23 procedures procedure NOUN cana-3714 163 24 by by ADP cana-3714 163 25 the the DET cana-3714 163 26 use use NOUN cana-3714 163 27 of of ADP cana-3714 163 28 machine machine NOUN cana-3714 163 29 learning learning NOUN cana-3714 163 30 and and CCONJ cana-3714 163 31 operational operational ADJ cana-3714 163 32 research research NOUN cana-3714 163 33 approaches approach NOUN cana-3714 163 34 . . PUNCT cana-3714 164 1 examining examine VERB cana-3714 164 2 several several ADJ cana-3714 164 3 treatment treatment NOUN cana-3714 164 4 options option NOUN cana-3714 164 5 , , PUNCT cana-3714 164 6 including include VERB cana-3714 164 7 immunotherapy immunotherapy NOUN cana-3714 164 8 , , PUNCT cana-3714 164 9 radiation radiation NOUN cana-3714 164 10 , , PUNCT cana-3714 164 11 chemotherapy chemotherapy NOUN cana-3714 164 12 , , PUNCT cana-3714 164 13 and and CCONJ cana-3714 164 14 targeted target VERB cana-3714 164 15 therapy therapy NOUN cana-3714 164 16 , , PUNCT cana-3714 164 17 finds find VERB cana-3714 164 18 significant significant ADJ cana-3714 164 19 variations variation NOUN cana-3714 164 20 in in ADP cana-3714 164 21 patient patient ADJ cana-3714 164 22 satisfaction satisfaction NOUN cana-3714 164 23 , , PUNCT cana-3714 164 24 success success NOUN cana-3714 164 25 , , PUNCT cana-3714 164 26 and and CCONJ cana-3714 164 27 survival survival NOUN cana-3714 164 28 rates rate NOUN cana-3714 164 29 . . PUNCT cana-3714 165 1 healthcare healthcare NOUN cana-3714 165 2 practitioners practitioner NOUN cana-3714 165 3 may may AUX cana-3714 165 4 create create VERB cana-3714 165 5 individualised individualised ADJ cana-3714 165 6 treatment treatment NOUN cana-3714 165 7 plans plan NOUN cana-3714 165 8 that that PRON cana-3714 165 9 take take VERB cana-3714 165 10 into into ADP cana-3714 165 11 account account NOUN cana-3714 165 12 the the DET cana-3714 165 13 unique unique ADJ cana-3714 165 14 preferences preference NOUN cana-3714 165 15 and and CCONJ cana-3714 165 16 features feature NOUN cana-3714 165 17 of of ADP cana-3714 165 18 each each DET cana-3714 165 19 patient patient NOUN cana-3714 165 20 by by ADP cana-3714 165 21 incorporating incorporate VERB cana-3714 165 22 these these DET cana-3714 165 23 insights insight NOUN cana-3714 165 24 using use VERB cana-3714 165 25 mathematical mathematical ADJ cana-3714 165 26 models model NOUN cana-3714 165 27 and and CCONJ cana-3714 165 28 algorithms algorithm NOUN cana-3714 165 29 . . PUNCT cana-3714 166 1 the the DET cana-3714 166 2 resource resource NOUN cana-3714 166 3 allocation allocation NOUN cana-3714 166 4 study study NOUN cana-3714 166 5 emphasises emphasise VERB cana-3714 166 6 the the DET cana-3714 166 7 need need NOUN cana-3714 166 8 of of ADP cana-3714 166 9 strategic strategic ADJ cana-3714 166 10 healthcare healthcare NOUN cana-3714 166 11 resource resource NOUN cana-3714 166 12 management management NOUN cana-3714 166 13 , , PUNCT cana-3714 166 14 guaranteeing guarantee VERB cana-3714 166 15 access access NOUN cana-3714 166 16 to to ADP cana-3714 166 17 efficient efficient ADJ cana-3714 166 18 therapies therapy NOUN cana-3714 166 19 and and CCONJ cana-3714 166 20 enhancing enhance VERB cana-3714 166 21 the the DET cana-3714 166 22 effectiveness effectiveness NOUN cana-3714 166 23 of of ADP cana-3714 166 24 cancer cancer NOUN cana-3714 166 25 care care NOUN cana-3714 166 26 delivery delivery NOUN cana-3714 166 27 . . PUNCT cana-3714 167 1 furthermore furthermore ADV cana-3714 167 2 , , PUNCT cana-3714 167 3 using use VERB cana-3714 167 4 machine machine NOUN cana-3714 167 5 learning learning NOUN cana-3714 167 6 may may AUX cana-3714 167 7 improve improve VERB cana-3714 167 8 treatment treatment NOUN cana-3714 167 9 outcomes outcome NOUN cana-3714 167 10 ' ' PART cana-3714 167 11 predictive predictive ADJ cana-3714 167 12 power power NOUN cana-3714 167 13 and and CCONJ cana-3714 167 14 assist assist VERB cana-3714 167 15 physicians physician NOUN cana-3714 167 16 in in ADP cana-3714 167 17 making make VERB cana-3714 167 18 wise wise ADJ cana-3714 167 19 choices choice NOUN cana-3714 167 20 . . PUNCT cana-3714 168 1 the the DET cana-3714 168 2 results result NOUN cana-3714 168 3 of of ADP cana-3714 168 4 this this DET cana-3714 168 5 study study NOUN cana-3714 168 6 highlight highlight VERB cana-3714 168 7 the the DET cana-3714 168 8 crucial crucial ADJ cana-3714 168 9 role role NOUN cana-3714 168 10 that that PRON cana-3714 168 11 data data NOUN cana-3714 168 12 - - PUNCT cana-3714 168 13 driven drive VERB cana-3714 168 14 techniques technique NOUN cana-3714 168 15 play play VERB cana-3714 168 16 in in ADP cana-3714 168 17 contemporary contemporary ADJ cana-3714 168 18 oncology oncology NOUN cana-3714 168 19 , , PUNCT cana-3714 168 20 highlighting highlight VERB cana-3714 168 21 the the DET cana-3714 168 22 fact fact NOUN cana-3714 168 23 that that SCONJ cana-3714 168 24 improving improve VERB cana-3714 168 25 cancer cancer NOUN cana-3714 168 26 treatment treatment NOUN cana-3714 168 27 protocols protocol NOUN cana-3714 168 28 not not PART cana-3714 168 29 only only ADV cana-3714 168 30 increases increase VERB cana-3714 168 31 the the DET cana-3714 168 32 effectiveness effectiveness NOUN cana-3714 168 33 of of ADP cana-3714 168 34 therapies therapy NOUN cana-3714 168 35 but but CCONJ cana-3714 168 36 also also ADV cana-3714 168 37 has have VERB cana-3714 168 38 a a DET cana-3714 168 39 major major ADJ cana-3714 168 40 positive positive ADJ cana-3714 168 41 impact impact NOUN cana-3714 168 42 on on ADP cana-3714 168 43 patient patient ADJ cana-3714 168 44 happiness happiness NOUN cana-3714 168 45 and and CCONJ cana-3714 168 46 well well ADV cana-3714 168 47 - - PUNCT cana-3714 168 48 being being NOUN cana-3714 168 49 . . PUNCT cana-3714 169 1 all all DET cana-3714 169 2 things thing NOUN cana-3714 169 3 considered consider VERB cana-3714 169 4 , , PUNCT cana-3714 169 5 this this DET cana-3714 169 6 work work NOUN cana-3714 169 7 establishes establish VERB cana-3714 169 8 communications communication NOUN cana-3714 169 9 on on ADP cana-3714 169 10 applied apply VERB cana-3714 169 11 nonlinear nonlinear ADJ cana-3714 169 12 analysis analysis NOUN cana-3714 169 13 issn issn NOUN cana-3714 169 14 : : PUNCT cana-3714 169 15 1074 1074 NUM cana-3714 169 16 - - PUNCT cana-3714 169 17 133x 133x NUM cana-3714 169 18 vol vol NOUN cana-3714 169 19 32 32 NUM cana-3714 169 20 no no NOUN cana-3714 169 21 . . PUNCT cana-3714 170 1 8s 8s PROPN cana-3714 170 2 ( ( PUNCT cana-3714 170 3 2025 2025 NUM cana-3714 170 4 ) ) PUNCT cana-3714 170 5 536 536 NUM cana-3714 170 6 https://internationalpubls.com https://internationalpubls.com X cana-3714 170 7 the the DET cana-3714 170 8 foundation foundation NOUN cana-3714 170 9 for for ADP cana-3714 170 10 future future ADJ cana-3714 170 11 investigations investigation NOUN cana-3714 170 12 into into ADP cana-3714 170 13 novel novel ADJ cana-3714 170 14 approaches approach NOUN cana-3714 170 15 that that PRON cana-3714 170 16 use use VERB cana-3714 170 17 technology technology NOUN cana-3714 170 18 to to PART cana-3714 170 19 enhance enhance VERB cana-3714 170 20 cancer cancer NOUN cana-3714 170 21 therapy therapy NOUN cana-3714 170 22 and and CCONJ cana-3714 170 23 raise raise VERB cana-3714 170 24 the the DET cana-3714 170 25 standard standard NOUN cana-3714 170 26 of of ADP cana-3714 170 27 care care NOUN cana-3714 170 28 given give VERB cana-3714 170 29 to to ADP cana-3714 170 30 patients patient NOUN cana-3714 170 31 . . PUNCT cana-3714 171 1 vi vi X cana-3714 171 2 . . NOUN cana-3714 171 3 references reference NOUN cana-3714 171 4 [ [ X cana-3714 171 5 1 1 X cana-3714 171 6 ] ] PUNCT cana-3714 171 7 j. j. PROPN cana-3714 171 8 smith smith PROPN cana-3714 171 9 , , PUNCT cana-3714 171 10 " " PUNCT cana-3714 171 11 using use VERB cana-3714 171 12 machine machine NOUN cana-3714 171 13 learning learn VERB cana-3714 171 14 to to PART cana-3714 171 15 predict predict VERB cana-3714 171 16 cancer cancer NOUN cana-3714 171 17 treatment treatment NOUN cana-3714 171 18 responses response NOUN cana-3714 171 19 , , PUNCT cana-3714 171 20 " " PUNCT cana-3714 171 21 journal journal NOUN cana-3714 171 22 of of ADP cana-3714 171 23 medical medical ADJ cana-3714 171 24 informatics informatic NOUN cana-3714 171 25 , , PUNCT cana-3714 171 26 vol vol NOUN cana-3714 171 27 . . PROPN cana-3714 171 28 25 25 NUM cana-3714 171 29 , , PUNCT cana-3714 171 30 no no INTJ cana-3714 171 31 . . NOUN cana-3714 171 32 3 3 NUM cana-3714 171 33 , , PUNCT cana-3714 171 34 pp pp ADJ cana-3714 171 35 . . PUNCT cana-3714 172 1 200 200 NUM cana-3714 172 2 - - SYM cana-3714 172 3 212 212 NUM cana-3714 172 4 , , PUNCT cana-3714 172 5 2018 2018 NUM cana-3714 172 6 . . PUNCT cana-3714 173 1 [ [ X cana-3714 173 2 2 2 NUM cana-3714 173 3 ] ] PUNCT cana-3714 173 4 m. m. NOUN cana-3714 173 5 wang wang PROPN cana-3714 173 6 , , PUNCT cana-3714 173 7 " " PUNCT cana-3714 173 8 operational operational ADJ cana-3714 173 9 research research NOUN cana-3714 173 10 techniques technique NOUN cana-3714 173 11 for for ADP cana-3714 173 12 optimizing optimize VERB cana-3714 173 13 radiation radiation NOUN cana-3714 173 14 therapy therapy NOUN cana-3714 173 15 schedules schedule NOUN cana-3714 173 16 , , PUNCT cana-3714 173 17 " " PUNCT cana-3714 173 18 operations operation NOUN cana-3714 173 19 research research NOUN cana-3714 173 20 in in ADP cana-3714 173 21 healthcare healthcare PROPN cana-3714 173 22 , , PUNCT cana-3714 173 23 vol vol NOUN cana-3714 173 24 . . PROPN cana-3714 173 25 12 12 NUM cana-3714 173 26 , , PUNCT cana-3714 173 27 no no INTJ cana-3714 173 28 . . NOUN cana-3714 173 29 2 2 NUM cana-3714 173 30 , , PUNCT cana-3714 173 31 pp pp ADJ cana-3714 173 32 . . PUNCT cana-3714 174 1 45 45 NUM cana-3714 174 2 - - SYM cana-3714 174 3 58 58 NUM cana-3714 174 4 , , PUNCT cana-3714 174 5 2019 2019 NUM cana-3714 174 6 . . PUNCT cana-3714 175 1 [ [ X cana-3714 175 2 3 3 X cana-3714 175 3 ] ] X cana-3714 175 4 y. y. PROPN cana-3714 175 5 chen chen PROPN cana-3714 175 6 , , PUNCT cana-3714 175 7 " " PUNCT cana-3714 175 8 application application NOUN cana-3714 175 9 of of ADP cana-3714 175 10 deep deep ADJ cana-3714 175 11 learning learning NOUN cana-3714 175 12 in in ADP cana-3714 175 13 lung lung NOUN cana-3714 175 14 cancer cancer NOUN cana-3714 175 15 prognosis prognosis NOUN cana-3714 175 16 , , PUNCT cana-3714 175 17 " " PUNCT cana-3714 175 18 cancer cancer NOUN cana-3714 175 19 informatics informatic NOUN cana-3714 175 20 , , PUNCT cana-3714 175 21 vol vol NOUN cana-3714 175 22 . . PROPN cana-3714 175 23 8 8 NUM cana-3714 175 24 , , PUNCT cana-3714 175 25 no no INTJ cana-3714 175 26 . . NOUN cana-3714 175 27 1 1 NUM cana-3714 175 28 , , PUNCT cana-3714 175 29 pp pp ADJ cana-3714 175 30 . . PUNCT cana-3714 176 1 122 122 NUM cana-3714 176 2 - - SYM cana-3714 176 3 135 135 NUM cana-3714 176 4 , , PUNCT cana-3714 176 5 2019 2019 NUM cana-3714 176 6 . . PUNCT cana-3714 177 1 [ [ X cana-3714 177 2 4 4 NUM cana-3714 177 3 ] ] PUNCT cana-3714 177 4 r. r. PROPN cana-3714 177 5 jones jones PROPN cana-3714 177 6 , , PUNCT cana-3714 177 7 " " PUNCT cana-3714 177 8 optimizing optimize VERB cana-3714 177 9 chemotherapy chemotherapy NOUN cana-3714 177 10 schedules schedule NOUN cana-3714 177 11 using use VERB cana-3714 177 12 mixed mixed ADJ cana-3714 177 13 - - PUNCT cana-3714 177 14 integer integer NOUN cana-3714 177 15 programming programming NOUN cana-3714 177 16 , , PUNCT cana-3714 177 17 " " PUNCT cana-3714 177 18 healthcare healthcare NOUN cana-3714 177 19 operations operation NOUN cana-3714 177 20 research research NOUN cana-3714 177 21 , , PUNCT cana-3714 177 22 vol vol NOUN cana-3714 177 23 . . PROPN cana-3714 177 24 18 18 NUM cana-3714 177 25 , , PUNCT cana-3714 177 26 no no INTJ cana-3714 177 27 . . NOUN cana-3714 177 28 4 4 NUM cana-3714 177 29 , , PUNCT cana-3714 177 30 pp pp ADJ cana-3714 177 31 . . PUNCT cana-3714 177 32 89 89 NUM cana-3714 177 33 - - SYM cana-3714 177 34 101 101 NUM cana-3714 177 35 , , PUNCT cana-3714 177 36 2020 2020 NUM cana-3714 177 37 . . PUNCT cana-3714 178 1 [ [ X cana-3714 178 2 5 5 NUM cana-3714 178 3 ] ] PUNCT cana-3714 178 4 a. a. NOUN cana-3714 178 5 ahmed ahmed PROPN cana-3714 178 6 , , PUNCT cana-3714 178 7 " " PUNCT cana-3714 178 8 reinforcement reinforcement NOUN cana-3714 178 9 learning learning NOUN cana-3714 178 10 in in ADP cana-3714 178 11 cancer cancer NOUN cana-3714 178 12 therapy therapy NOUN cana-3714 178 13 decision decision NOUN cana-3714 178 14 support support NOUN cana-3714 178 15 systems system NOUN cana-3714 178 16 , , PUNCT cana-3714 178 17 " " PUNCT cana-3714 178 18 medical medical ADJ cana-3714 178 19 decision decision NOUN cana-3714 178 20 support support NOUN cana-3714 178 21 systems system NOUN cana-3714 178 22 , , PUNCT cana-3714 178 23 vol vol NOUN cana-3714 178 24 . . PROPN cana-3714 178 25 9 9 NUM cana-3714 178 26 , , PUNCT cana-3714 178 27 no no INTJ cana-3714 178 28 . . NOUN cana-3714 178 29 2 2 NUM cana-3714 178 30 , , PUNCT cana-3714 178 31 pp pp ADJ cana-3714 178 32 . . PUNCT cana-3714 179 1 33 33 NUM cana-3714 179 2 - - SYM cana-3714 179 3 46 46 NUM cana-3714 179 4 , , PUNCT cana-3714 179 5 2020 2020 NUM cana-3714 179 6 . . PUNCT cana-3714 180 1 [ [ X cana-3714 180 2 6 6 NUM cana-3714 180 3 ] ] PUNCT cana-3714 180 4 k. k. PROPN cana-3714 180 5 patel patel PROPN cana-3714 180 6 , , PUNCT cana-3714 180 7 " " PUNCT cana-3714 180 8 machine machine NOUN cana-3714 180 9 learning learning NOUN cana-3714 180 10 applications application NOUN cana-3714 180 11 in in ADP cana-3714 180 12 radiotherapy radiotherapy NOUN cana-3714 180 13 for for ADP cana-3714 180 14 prostate prostate NOUN cana-3714 180 15 cancer cancer NOUN cana-3714 180 16 , , PUNCT cana-3714 180 17 " " PUNCT cana-3714 180 18 journal journal NOUN cana-3714 180 19 of of ADP cana-3714 180 20 radiation radiation NOUN cana-3714 180 21 oncology oncology NOUN cana-3714 180 22 , , PUNCT cana-3714 180 23 vol vol NOUN cana-3714 180 24 . . PROPN cana-3714 180 25 22 22 NUM cana-3714 180 26 , , PUNCT cana-3714 180 27 no no INTJ cana-3714 180 28 . . NOUN cana-3714 180 29 3 3 NUM cana-3714 180 30 , , PUNCT cana-3714 180 31 pp pp ADJ cana-3714 180 32 . . PUNCT cana-3714 181 1 67 67 NUM cana-3714 181 2 - - SYM cana-3714 181 3 81 81 NUM cana-3714 181 4 , , PUNCT cana-3714 181 5 2020 2020 NUM cana-3714 181 6 . . PUNCT cana-3714 182 1 [ [ X cana-3714 182 2 7 7 X cana-3714 182 3 ] ] X cana-3714 182 4 d. d. PROPN cana-3714 182 5 garcia garcia PROPN cana-3714 182 6 , , PUNCT cana-3714 182 7 " " PUNCT cana-3714 182 8 optimizing optimize VERB cana-3714 182 9 immunotherapy immunotherapy NOUN cana-3714 182 10 protocols protocol NOUN cana-3714 182 11 using use VERB cana-3714 182 12 neural neural ADJ cana-3714 182 13 networks network NOUN cana-3714 182 14 , , PUNCT cana-3714 182 15 " " PUNCT cana-3714 182 16 journal journal NOUN cana-3714 182 17 of of ADP cana-3714 182 18 cancer cancer NOUN cana-3714 182 19 therapy therapy NOUN cana-3714 182 20 , , PUNCT cana-3714 182 21 vol vol NOUN cana-3714 182 22 . . PROPN cana-3714 182 23 15 15 NUM cana-3714 182 24 , , PUNCT cana-3714 182 25 no no INTJ cana-3714 182 26 . . NOUN cana-3714 182 27 5 5 NUM cana-3714 182 28 , , PUNCT cana-3714 182 29 pp pp ADJ cana-3714 182 30 . . PUNCT cana-3714 183 1 150 150 NUM cana-3714 183 2 - - SYM cana-3714 183 3 165 165 NUM cana-3714 183 4 , , PUNCT cana-3714 183 5 2021 2021 NUM cana-3714 183 6 . . PUNCT cana-3714 184 1 [ [ X cana-3714 184 2 8 8 NUM cana-3714 184 3 ] ] X cana-3714 184 4 l. l. PROPN cana-3714 184 5 li li PROPN cana-3714 184 6 , , PUNCT cana-3714 184 7 " " PUNCT cana-3714 184 8 operational operational ADJ cana-3714 184 9 research research NOUN cana-3714 184 10 techniques technique NOUN cana-3714 184 11 for for ADP cana-3714 184 12 optimizing optimize VERB cana-3714 184 13 cancer cancer NOUN cana-3714 184 14 treatment treatment NOUN cana-3714 184 15 logistics logistic NOUN cana-3714 184 16 , , PUNCT cana-3714 184 17 " " PUNCT cana-3714 184 18 healthcare healthcare NOUN cana-3714 184 19 management management NOUN cana-3714 184 20 science science NOUN cana-3714 184 21 , , PUNCT cana-3714 184 22 vol vol NOUN cana-3714 184 23 . . PROPN cana-3714 184 24 13 13 NUM cana-3714 184 25 , , PUNCT cana-3714 184 26 no no INTJ cana-3714 184 27 . . NOUN cana-3714 184 28 2 2 NUM cana-3714 184 29 , , PUNCT cana-3714 184 30 pp pp ADJ cana-3714 184 31 . . PUNCT cana-3714 184 32 99 99 NUM cana-3714 184 33 - - SYM cana-3714 184 34 111 111 NUM cana-3714 184 35 , , PUNCT cana-3714 184 36 2021 2021 NUM cana-3714 184 37 . . PUNCT cana-3714 185 1 [ [ X cana-3714 185 2 9 9 NUM cana-3714 185 3 ] ] PUNCT cana-3714 185 4 p. p. PROPN cana-3714 185 5 kumar kumar PROPN cana-3714 185 6 , , PUNCT cana-3714 185 7 " " PUNCT cana-3714 185 8 predicting predict VERB cana-3714 185 9 chemotherapy chemotherapy NOUN cana-3714 185 10 side side NOUN cana-3714 185 11 effects effect NOUN cana-3714 185 12 using use VERB cana-3714 185 13 machine machine NOUN cana-3714 185 14 learning learning NOUN cana-3714 185 15 , , PUNCT cana-3714 185 16 " " PUNCT cana-3714 185 17 journal journal NOUN cana-3714 185 18 of of ADP cana-3714 185 19 clinical clinical ADJ cana-3714 185 20 informatics informatic NOUN cana-3714 185 21 , , PUNCT cana-3714 185 22 vol vol NOUN cana-3714 185 23 . . PROPN cana-3714 185 24 11 11 NUM cana-3714 185 25 , , PUNCT cana-3714 185 26 no no INTJ cana-3714 185 27 . . NOUN cana-3714 185 28 6 6 NUM cana-3714 185 29 , , PUNCT cana-3714 185 30 pp pp ADJ cana-3714 185 31 . . PUNCT cana-3714 185 32 222 222 NUM cana-3714 185 33 - - SYM cana-3714 185 34 237 237 NUM cana-3714 185 35 , , PUNCT cana-3714 185 36 2021 2021 NUM cana-3714 185 37 . . PUNCT cana-3714 186 1 [ [ X cana-3714 186 2 10 10 NUM cana-3714 186 3 ] ] X cana-3714 186 4 h. h. PROPN cana-3714 186 5 rodriguez rodriguez PROPN cana-3714 186 6 , , PUNCT cana-3714 186 7 " " PUNCT cana-3714 186 8 reinforcement reinforcement NOUN cana-3714 186 9 learning learning NOUN cana-3714 186 10 for for ADP cana-3714 186 11 dynamic dynamic ADJ cana-3714 186 12 cancer cancer NOUN cana-3714 186 13 treatment treatment NOUN cana-3714 186 14 protocols protocol NOUN cana-3714 186 15 , , PUNCT cana-3714 186 16 " " PUNCT cana-3714 186 17 artificial artificial ADJ cana-3714 186 18 intelligence intelligence NOUN cana-3714 186 19 in in ADP cana-3714 186 20 medicine medicine NOUN cana-3714 186 21 , , PUNCT cana-3714 186 22 vol vol NOUN cana-3714 186 23 . . PROPN cana-3714 186 24 17 17 NUM cana-3714 186 25 , , PUNCT cana-3714 186 26 no no INTJ cana-3714 186 27 . . NOUN cana-3714 186 28 7 7 NUM cana-3714 186 29 , , PUNCT cana-3714 186 30 pp pp ADJ cana-3714 186 31 . . PUNCT cana-3714 187 1 305 305 NUM cana-3714 187 2 - - SYM cana-3714 187 3 318 318 NUM cana-3714 187 4 , , PUNCT cana-3714 187 5 2022 2022 NUM cana-3714 187 6 . . PUNCT cana-3714 188 1 [ [ X cana-3714 188 2 11 11 NUM cana-3714 188 3 ] ] PUNCT cana-3714 188 4 t. t. PROPN cana-3714 188 5 morris morris PROPN cana-3714 188 6 , , PUNCT cana-3714 188 7 " " PUNCT cana-3714 188 8 machine machine NOUN cana-3714 188 9 learning learning NOUN cana-3714 188 10 for for ADP cana-3714 188 11 predicting predict VERB cana-3714 188 12 targeted target VERB cana-3714 188 13 cancer cancer NOUN cana-3714 188 14 therapy therapy NOUN cana-3714 188 15 outcomes outcome NOUN cana-3714 188 16 , , PUNCT cana-3714 188 17 " " PUNCT cana-3714 188 18 cancer cancer NOUN cana-3714 188 19 research research NOUN cana-3714 188 20 and and CCONJ cana-3714 188 21 treatment treatment NOUN cana-3714 188 22 , , PUNCT cana-3714 188 23 vol vol NOUN cana-3714 188 24 . . PROPN cana-3714 188 25 27 27 NUM cana-3714 188 26 , , PUNCT cana-3714 188 27 no no INTJ cana-3714 188 28 . . NOUN cana-3714 188 29 4 4 NUM cana-3714 188 30 , , PUNCT cana-3714 188 31 pp pp ADJ cana-3714 188 32 . . PUNCT cana-3714 189 1 390 390 NUM cana-3714 189 2 - - SYM cana-3714 189 3 402 402 NUM cana-3714 189 4 , , PUNCT cana-3714 189 5 2022 2022 NUM cana-3714 189 6 . . PUNCT cana-3714 190 1 [ [ X cana-3714 190 2 12 12 NUM cana-3714 190 3 ] ] PUNCT cana-3714 190 4 v. v. CCONJ cana-3714 190 5 nguyen nguyen NOUN cana-3714 190 6 , , PUNCT cana-3714 190 7 " " PUNCT cana-3714 190 8 deep deep ADJ cana-3714 190 9 learning learning NOUN cana-3714 190 10 models model NOUN cana-3714 190 11 for for ADP cana-3714 190 12 optimizing optimize VERB cana-3714 190 13 radiation radiation NOUN cana-3714 190 14 therapy therapy NOUN cana-3714 190 15 in in ADP cana-3714 190 16 head head NOUN cana-3714 190 17 and and CCONJ cana-3714 190 18 neck neck NOUN cana-3714 190 19 cancer cancer NOUN cana-3714 190 20 , , PUNCT cana-3714 190 21 " " PUNCT cana-3714 190 22 journal journal NOUN cana-3714 190 23 of of ADP cana-3714 190 24 medical medical ADJ cana-3714 190 25 imaging imaging NOUN cana-3714 190 26 , , PUNCT cana-3714 190 27 vol vol NOUN cana-3714 190 28 . . PROPN cana-3714 190 29 14 14 NUM cana-3714 190 30 , , PUNCT cana-3714 190 31 no no INTJ cana-3714 190 32 . . NOUN cana-3714 190 33 1 1 NUM cana-3714 190 34 , , PUNCT cana-3714 190 35 pp pp ADJ cana-3714 190 36 . . PUNCT cana-3714 191 1 98 98 NUM cana-3714 191 2 - - SYM cana-3714 191 3 110 110 NUM cana-3714 191 4 , , PUNCT cana-3714 191 5 2023 2023 NUM cana-3714 191 6 . . PUNCT cana-3714 192 1 [ [ X cana-3714 192 2 13 13 NUM cana-3714 192 3 ] ] X cana-3714 192 4 s. s. PROPN cana-3714 192 5 singh singh PROPN cana-3714 192 6 , , PUNCT cana-3714 192 7 " " PUNCT cana-3714 192 8 optimizing optimize VERB cana-3714 192 9 cancer cancer NOUN cana-3714 192 10 surgery surgery NOUN cana-3714 192 11 protocols protocol NOUN cana-3714 192 12 using use VERB cana-3714 192 13 machine machine NOUN cana-3714 192 14 learning learning NOUN cana-3714 192 15 , , PUNCT cana-3714 192 16 " " PUNCT cana-3714 192 17 surgical surgical ADJ cana-3714 192 18 oncology oncology NOUN cana-3714 192 19 research research NOUN cana-3714 192 20 , , PUNCT cana-3714 192 21 vol vol NOUN cana-3714 192 22 . . PROPN cana-3714 192 23 19 19 NUM cana-3714 192 24 , , PUNCT cana-3714 192 25 no no INTJ cana-3714 192 26 . . NOUN cana-3714 192 27 3 3 NUM cana-3714 192 28 , , PUNCT cana-3714 192 29 pp pp ADJ cana-3714 192 30 . . PUNCT cana-3714 193 1 147 147 NUM cana-3714 193 2 - - SYM cana-3714 193 3 160 160 NUM cana-3714 193 4 , , PUNCT cana-3714 193 5 2023 2023 NUM cana-3714 193 6 . . PUNCT cana-3714 194 1 [ [ X cana-3714 194 2 14 14 NUM cana-3714 194 3 ] ] PUNCT cana-3714 194 4 x. x. NOUN cana-3714 194 5 zhou zhou PROPN cana-3714 194 6 , , PUNCT cana-3714 194 7 " " PUNCT cana-3714 194 8 integrating integrate VERB cana-3714 194 9 machine machine NOUN cana-3714 194 10 learning learning NOUN cana-3714 194 11 and and CCONJ cana-3714 194 12 operational operational ADJ cana-3714 194 13 research research NOUN cana-3714 194 14 for for ADP cana-3714 194 15 pediatric pediatric ADJ cana-3714 194 16 cancer cancer NOUN cana-3714 194 17 treatment treatment NOUN cana-3714 194 18 , , PUNCT cana-3714 194 19 " " PUNCT cana-3714 194 20 journal journal NOUN cana-3714 194 21 of of ADP cana-3714 194 22 pediatric pediatric ADJ cana-3714 194 23 oncology oncology NOUN cana-3714 194 24 , , PUNCT cana-3714 194 25 vol vol NOUN cana-3714 194 26 . . PROPN cana-3714 194 27 10 10 NUM cana-3714 194 28 , , PUNCT cana-3714 194 29 no no INTJ cana-3714 194 30 . . NOUN cana-3714 194 31 2 2 NUM cana-3714 194 32 , , PUNCT cana-3714 194 33 pp pp ADJ cana-3714 194 34 . . PUNCT cana-3714 195 1 55 55 NUM cana-3714 195 2 - - SYM cana-3714 195 3 68 68 NUM cana-3714 195 4 , , PUNCT cana-3714 195 5 2024 2024 NUM cana-3714 195 6 . . PUNCT