{"id":"https://openalex.org/W4408323692","doi":"https://doi.org/10.1109/access.2025.3549630","title":"Predicting Insomnia Response to Acupuncture With the Development of Innovative Machine Learning","display_name":"Predicting Insomnia Response to Acupuncture With the Development of Innovative Machine Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408323692","doi":"https://doi.org/10.1109/access.2025.3549630"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3549630","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549630","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3549630","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070608395","display_name":"Qingyun Wan","orcid":"https://orcid.org/0000-0002-6189-8593"},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyun Wan","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-6189-8593","affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011952435","display_name":"Kai Liu","orcid":"https://orcid.org/0000-0001-9413-6782"},"institutions":[{"id":"https://openalex.org/I4210098460","display_name":"Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/00z27jk27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210098460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Liu","raw_affiliation_strings":["Shanghai Municipal Hospital of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Municipal Hospital of Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China","institution_ids":["https://openalex.org/I4210098460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038782534","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0003-4783-7310"},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyang Bo","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053992769","display_name":"Xiya Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiya Yuan","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029851333","display_name":"Mufeng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mufeng Li","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]},{"raw_affiliation_string":"The First School of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032665881","display_name":"Xiaoqiu Wang","orcid":"https://orcid.org/0000-0001-9660-528X"},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqiu Wang","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100609151","display_name":"Chuang Chen","orcid":"https://orcid.org/0000-0003-2117-7860"},"institutions":[{"id":"https://openalex.org/I134687103","display_name":"Nanjing Tech University","ror":"https://ror.org/03sd35x91","country_code":"CN","type":"education","lineage":["https://openalex.org/I134687103"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Chen","raw_affiliation_strings":["College of Electrical Engineering and Control Science, Nanjing Tech University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-2117-7860","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering and Control Science, Nanjing Tech University, Nanjing, China","institution_ids":["https://openalex.org/I134687103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086006367","display_name":"Lanying Liu","orcid":"https://orcid.org/0009-0006-5218-1407"},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanying Liu","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100840313","display_name":"Wenzhong Wu","orcid":"https://orcid.org/0000-0002-9227-5671"},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]},{"id":"https://openalex.org/I4210152119","display_name":"Jiangsu Province Hospital","ror":"https://ror.org/04py1g812","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210152119"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenzhong Wu","raw_affiliation_strings":["Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9227-5671","affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Nanjing University of Chinese Medicine, Jiangsu Province Hospital of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179","https://openalex.org/I4210152119"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5223,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87275299,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"45964","last_page":"45984"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.7272999882698059,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.7272999882698059,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5963699817657471},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47585317492485046},{"id":"https://openalex.org/keywords/acupuncture","display_name":"Acupuncture","score":0.4698293209075928},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4371621310710907},{"id":"https://openalex.org/keywords/insomnia","display_name":"Insomnia","score":0.4247113764286041},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.234986811876297},{"id":"https://openalex.org/keywords/alternative-medicine","display_name":"Alternative medicine","score":0.18986335396766663},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1446934938430786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5963699817657471},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47585317492485046},{"id":"https://openalex.org/C56837625","wikidata":"https://www.wikidata.org/wiki/Q121713","display_name":"Acupuncture","level":3,"score":0.4698293209075928},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4371621310710907},{"id":"https://openalex.org/C2781210498","wikidata":"https://www.wikidata.org/wiki/Q1869874","display_name":"Insomnia","level":2,"score":0.4247113764286041},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.234986811876297},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.18986335396766663},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1446934938430786},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3549630","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549630","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:72b01198f0384854bbdb4f4d07e397d4","is_oa":true,"landing_page_url":"https://doaj.org/article/72b01198f0384854bbdb4f4d07e397d4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 45964-45984 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3549630","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549630","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3138170591","display_name":null,"funder_award_id":"8227150524","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3950254148","display_name":null,"funder_award_id":"82274631","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5134683717","display_name":null,"funder_award_id":"82305384","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1981467048","https://openalex.org/W2028499883","https://openalex.org/W2033048467","https://openalex.org/W2038442817","https://openalex.org/W2054391435","https://openalex.org/W2055803040","https://openalex.org/W2061438946","https://openalex.org/W2088279489","https://openalex.org/W2096291280","https://openalex.org/W2117533322","https://openalex.org/W2120751691","https://openalex.org/W2122162969","https://openalex.org/W2153635508","https://openalex.org/W2296963830","https://openalex.org/W2568045458","https://openalex.org/W2766199826","https://openalex.org/W2787326024","https://openalex.org/W2808673984","https://openalex.org/W2886522935","https://openalex.org/W2902277242","https://openalex.org/W2907884555","https://openalex.org/W2943422751","https://openalex.org/W2947694697","https://openalex.org/W2964278775","https://openalex.org/W2972958111","https://openalex.org/W2985949542","https://openalex.org/W3013455378","https://openalex.org/W3015538848","https://openalex.org/W3025282583","https://openalex.org/W3049362359","https://openalex.org/W3091695621","https://openalex.org/W3101939851","https://openalex.org/W3107124597","https://openalex.org/W3110894137","https://openalex.org/W3111932096","https://openalex.org/W3118694803","https://openalex.org/W3120241129","https://openalex.org/W3126813237","https://openalex.org/W3157316021","https://openalex.org/W3163357451","https://openalex.org/W3170212210","https://openalex.org/W3173886152","https://openalex.org/W3185246067","https://openalex.org/W3189350764","https://openalex.org/W3210339563","https://openalex.org/W3212355623","https://openalex.org/W3216037945","https://openalex.org/W4210520795","https://openalex.org/W4213135524","https://openalex.org/W4220666146","https://openalex.org/W4220755962","https://openalex.org/W4220854763","https://openalex.org/W4239510810","https://openalex.org/W4283400177","https://openalex.org/W4288914714","https://openalex.org/W4291366048","https://openalex.org/W4293248203","https://openalex.org/W4295775193","https://openalex.org/W4302009422","https://openalex.org/W4313890427","https://openalex.org/W4319151392","https://openalex.org/W4322500260","https://openalex.org/W4365136028","https://openalex.org/W4366983342","https://openalex.org/W4376271021","https://openalex.org/W4386910274","https://openalex.org/W4387777071","https://openalex.org/W4389891069","https://openalex.org/W4390659134","https://openalex.org/W4392169359","https://openalex.org/W4395661475","https://openalex.org/W4400275414","https://openalex.org/W4400767712","https://openalex.org/W4401895614"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Insomnia":[0],"is":[1,49],"one":[2],"of":[3,83,136],"the":[4,25,33,79,90,110,144,150],"most":[5,80],"prevalent":[6],"mental":[7],"health":[8],"disorders,":[9],"and":[10,72,109,122,141,161,170],"acupuncture":[11,28,156],"has":[12],"shown":[13],"promise":[14],"as":[15,66],"an":[16,43],"effective":[17],"non-pharmacological":[18],"treatment":[19,84,107,157],"with":[20],"minimal":[21],"side":[22],"effects.":[23],"However,":[24],"response":[26,54],"to":[27,38,51,55,77,102,106],"varies":[29],"among":[30],"individuals,":[31],"emphasizing":[32],"need":[34],"for":[35,93,159,166,174],"personalized":[36],"approaches":[37],"treatment.":[39],"To":[40],"address":[41],"this,":[42],"innovative":[44],"machine":[45,100],"learning":[46],"algorithm,":[47],"Relief-NDPGWO-WSVM,":[48],"developed":[50],"predict":[52],"insomnia":[53,73,160],"acupuncture.":[56],"Data":[57],"from":[58],"51":[59],"patients,":[60],"considering":[61],"19":[62],"key":[63],"factors":[64,105],"such":[65],"age,":[67],"sleep":[68],"quality,":[69],"anxiety":[70],"level,":[71],"severity,":[74],"were":[75],"analyzed":[76],"identify":[78],"influential":[81],"predictors":[82],"outcomes.":[85],"The":[86],"proposed":[87],"model":[88,130],"combines":[89],"Relief":[91],"algorithm":[92],"feature":[94],"selection,":[95],"a":[96,116],"weighted":[97],"support":[98],"vector":[99],"(WSVM)":[101],"map":[103],"these":[104],"efficacy,":[108],"NDPGWO":[111],"optimization":[112],"method,":[113],"which":[114],"incorporates":[115],"nonlinear":[117],"convergence":[118],"factor,":[119],"dynamic":[120],"weight,":[121],"probability":[123],"perturbation.":[124],"Experimental":[125],"results":[126,148],"demonstrate":[127],"that":[128],"this":[129],"outperforms":[131],"existing":[132],"models":[133],"in":[134,153],"terms":[135],"precision,":[137],"recall,":[138],"F1-score,":[139],"accuracy,":[140],"area":[142],"under":[143],"curve":[145],"(AUC).":[146],"These":[147],"highlight":[149],"model\u2019s":[151],"potential":[152],"accurately":[154],"predicting":[155],"outcomes":[158],"suggest":[162],"its":[163],"broader":[164],"applicability":[165],"enhancing":[167],"clinical":[168],"decision-making":[169],"optimizing":[171],"healthcare":[172],"resources":[173],"other":[175],"related":[176],"conditions.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}