{"id":"https://openalex.org/W7214740982","doi":"https://doi.org/10.3791/73716","title":"Source-Audited Mining and Visualization of Real-World Traditional Chinese Medicine Case Records Using Hegan Jianpi Formula","display_name":"Source-Audited Mining and Visualization of Real-World Traditional Chinese Medicine Case Records Using Hegan Jianpi Formula","publication_year":2026,"publication_date":"2026-09-29","ids":{"openalex":"https://openalex.org/W7214740982","doi":"https://doi.org/10.3791/73716","pmid":"https://pubmed.ncbi.nlm.nih.gov/42813671"},"language":"en","primary_location":{"id":"doi:10.3791/73716","doi":"https://doi.org/10.3791/73716","is_oa":false,"landing_page_url":"https://doi.org/10.3791/73716","pdf_url":null,"source":{"id":"https://openalex.org/S199738284","display_name":"Journal of Visualized Experiments","issn_l":"1940-087X","issn":["1940-087X","2834-8400"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320416","host_organization_name":"MyJOVE","host_organization_lineage":["https://openalex.org/P4310320416"],"host_organization_lineage_names":["MyJOVE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Visualized Experiments","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114585446","display_name":"Tian Xia","orcid":"https://orcid.org/0000-0001-5984-9162","observed_orcids":["https://orcid.org/0000-0001-5984-9162"]},"institutions":[{"id":"https://openalex.org/I17747738","display_name":"Beijing University of Chinese Medicine","ror":"https://ror.org/05damtm70","country_code":"CN","type":"education","lineage":["https://openalex.org/I17747738"]},{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Xia","raw_affiliation_strings":["Beijing University of Chinese Medicine","Guang'anmen Hospital, China Academy of Chinese Medical Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Chinese Medicine","institution_ids":["https://openalex.org/I17747738"]},{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100451815","display_name":"Rong Zhang","orcid":"https://orcid.org/0000-0003-2941-4808","observed_orcids":["https://orcid.org/0000-0003-2941-4808"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rong Zhang","raw_affiliation_strings":["Xinjiang Uygur Autonomous Region Hospital of Traditional Chinese Medicine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xinjiang Uygur Autonomous Region Hospital of Traditional Chinese Medicine","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051402479","display_name":"Yuanye Gu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210101984","display_name":"Longhua Hospital Shanghai University of Traditional Chinese Medicine","ror":"https://ror.org/016yezh07","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210101984"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanye Gu","raw_affiliation_strings":["Longhua Hospital, Shanghai University of Traditional Chinese Medicine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Longhua Hospital, Shanghai University of Traditional Chinese Medicine","institution_ids":["https://openalex.org/I4210101984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128744476","display_name":"Zhihua Tian","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihua Tian","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153485884","display_name":"Zhili Zheng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhili Zheng","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences","Postdoctoral Department, Guang'anmen Hospital, China Academy of Chinese Medical Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]},{"raw_affiliation_string":"Postdoctoral Department, Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088819415","display_name":"Xinqiao Chu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xinqiao Chu","raw_affiliation_strings":["Xinjiang Uygur Autonomous Region Hospital of Traditional Chinese Medicine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xinjiang Uygur Autonomous Region Hospital of Traditional Chinese Medicine","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153522939","display_name":"Yishan Zhou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yishan Zhou","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153481124","display_name":"Shuxuan Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuxuan Chen","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153523250","display_name":"Weidong Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Li","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153550020","display_name":"Shaoli Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoli Wang","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences; drshaoliwang@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences; drshaoliwang@163.com","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112949424","display_name":"Huimin Liu","orcid":"https://orcid.org/0000-0001-8610-3745","observed_orcids":["https://orcid.org/0000-0001-8610-3745"]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huimin Liu","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences; huimin.l@163.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences; huimin.l@163.com","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5153470391","display_name":"Zhen Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210141683","display_name":"China Academy of Chinese Medical Sciences","ror":"https://ror.org/042pgcv68","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210141683"]},{"id":"https://openalex.org/I4210146387","display_name":"Guang\u2019anmen Hospital","ror":"https://ror.org/04gjmb875","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Liu","raw_affiliation_strings":["Guang'anmen Hospital, China Academy of Chinese Medical Sciences; doctorliuzhen@126.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guang'anmen Hospital, China Academy of Chinese Medical Sciences; doctorliuzhen@126.com","institution_ids":["https://openalex.org/I4210141683","https://openalex.org/I4210146387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.78083176,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":"235","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9458000063896179,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9458000063896179,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13444","display_name":"Medical Research and Treatments","score":0.01940000057220459,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.006800000090152025,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/traditional-chinese-medicine","display_name":"traditional Chinese medicine","score":0.8830000162124634},{"id":"https://openalex.org/keywords/case-records","display_name":"case records","score":0.777999997138977},{"id":"https://openalex.org/keywords/mining","display_name":"mining","score":0.414000004529953},{"id":"https://openalex.org/keywords/visualization","display_name":"visualization","score":0.843999981880188},{"id":"https://openalex.org/keywords/herbal-formula","display_name":"herbal formula","score":0.5289999842643738}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7555000185966492},{"id":"https://openalex.org/C188947578","wikidata":"https://www.wikidata.org/wiki/Q200253","display_name":"Traditional Chinese medicine","level":3,"score":0.5304999947547913},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4683000147342682},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4058000147342682},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.3652999997138977},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34360000491142273},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3212999999523163},{"id":"https://openalex.org/C556039675","wikidata":"https://www.wikidata.org/wiki/Q771035","display_name":"Traditional medicine","level":1,"score":0.3086000084877014},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.2944999933242798},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2892000079154968},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27900001406669617},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2775999903678894},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.27619999647140503}],"mesh":[{"descriptor_ui":"D004365","descriptor_name":"Drugs, Chinese Herbal","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008516","descriptor_name":"Medicine, Chinese Traditional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3791/73716","doi":"https://doi.org/10.3791/73716","is_oa":false,"landing_page_url":"https://doi.org/10.3791/73716","pdf_url":null,"source":{"id":"https://openalex.org/S199738284","display_name":"Journal of Visualized Experiments","issn_l":"1940-087X","issn":["1940-087X","2834-8400"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320416","host_organization_name":"MyJOVE","host_organization_lineage":["https://openalex.org/P4310320416"],"host_organization_lineage_names":["MyJOVE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Visualized Experiments","raw_type":"journal-article"},{"id":"pmid:42813671","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42813671","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of visualized experiments : JoVE","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7246000170707703,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4408391090","https://openalex.org/W2019095943","https://openalex.org/W2151906923","https://openalex.org/W4403171049","https://openalex.org/W4409388531","https://openalex.org/W7160550274","https://openalex.org/W7133962842","https://openalex.org/W7167599862","https://openalex.org/W3202565680","https://openalex.org/W7116921804"],"abstract_inverted_index":{"Real-world":[0],"traditional":[1],"Chinese":[2],"medicine":[3,108],"(TCM)":[4],"outpatient":[5],"records":[6,36,74],"contain":[7],"longitudinal":[8],"information":[9],"on":[10],"diagnoses,":[11],"syndrome":[12],"elements,":[13],"symptom":[14,128],"narratives,":[15],"and":[16,41,49,56,63,65,99,109,117,121,136,171,186,199,230],"individualized":[17],"prescriptions,":[18],"but":[19],"their":[20],"semi-structured":[21],"format":[22],"complicates":[23],"reproducible":[24,205],"analysis.":[25],"This":[26],"article":[27],"presents":[28],"a":[29,125,157,182,203,214],"source-audited":[30],"protocol":[31,82,219],"for":[32],"converting":[33],"de-identified":[34],"case":[35],"into":[37,202,213],"traceable":[38],"aggregate":[39],"tables":[40],"publication-ready":[42],"visualizations.":[43],"The":[44,91,103,218],"workflow":[45,104],"defines":[46],"eligibility":[47],"criteria":[48],"analysis":[50],"units,":[51],"preserves":[52],"mappings":[53],"between":[54],"original":[55],"normalized":[57,96],"terminology,":[58],"verifies":[59],"all":[60],"reported":[61],"numerators":[62],"denominators,":[64],"regenerates":[66],"figures":[67],"from":[68,75,88],"versioned":[69],"source":[70],"tables.":[71],"Applied":[72],"to":[73,223],"January":[76],"2015":[77],"through":[78],"June":[79],"2024,":[80],"the":[81,207],"identified":[83],"555":[84],"eligible":[85],"prescription":[86],"visits":[87,150],"396":[89],"patients.":[90],"final":[92],"dataset":[93],"contained":[94],"324":[95],"herb":[97],"labels":[98],"9,339":[100],"herb-use":[101,138],"occurrences.":[102],"generated":[105],"parallel":[106],"Western":[107],"TCM":[110],"disease":[111],"spectra,":[112],"an":[113],"explicit":[114],"syndrome-element":[115],"spectrum":[116],"co-occurrence":[118],"matrix,":[119],"herb-frequency":[120],"materia":[122],"medica":[123],"profiles,":[124],"37-term":[126],"history-derived":[127],"spectrum,":[129],"15":[130],"directed":[131],"association":[132],"rules,":[133],"hierarchical":[134],"clustering,":[135],"diagnosis-stratified":[137],"heatmaps.":[139],"At":[140],"least":[141],"one":[142],"prespecified":[143],"history":[144],"keyword":[145],"was":[146],"detected":[147],"in":[148,181],"474":[149],"(85.41%).":[151],"When":[152],"permitted":[153],"by":[154],"institutional":[155],"policy,":[156],"human-supervised":[158],"artificial":[159],"intelligence":[160],"(AI)":[161],"option":[162],"may":[163],"assist":[164],"with":[165],"terminology":[166,228],"checks,":[167],"cross-file":[168],"consistency":[169],"review,":[170],"caption-figure":[172],"alignment.":[173],"Any":[174],"use":[175],"of":[176],"AI":[177],"must":[178,187],"be":[179,221],"documented":[180],"separate":[183],"audit":[184],"record":[185],"not":[188],"replace":[189],"source-data":[190],"review.":[191],"By":[192],"integrating":[193],"governance,":[194],"normalization,":[195],"computation,":[196],"clinical":[197,211,232],"interpretation,":[198],"visual":[200],"output":[201],"single":[204],"workflow,":[206],"method":[208],"transforms":[209],"dispersed":[210],"documentation":[212],"reviewable":[215],"research":[216],"resource.":[217],"can":[220],"adapted":[222],"other":[224],"expert-practice":[225],"datasets,":[226],"multicenter":[227],"projects,":[229],"prospective":[231],"data":[233],"platforms.":[234]},"counts_by_year":[],"updated_date":"2026-10-01T08:54:57.152042","created_date":"2026-09-30T00:00:00"}