{"id":"https://openalex.org/W4415269453","doi":"https://doi.org/10.1016/j.jbi.2025.104934","title":"Advancing healthcare analytics: a thematic review of machine learning, health informatics, and real-world data applications","display_name":"Advancing healthcare analytics: a thematic review of machine learning, health informatics, and real-world data applications","publication_year":2025,"publication_date":"2025-10-17","ids":{"openalex":"https://openalex.org/W4415269453","doi":"https://doi.org/10.1016/j.jbi.2025.104934","pmid":"https://pubmed.ncbi.nlm.nih.gov/41109547"},"language":"en","primary_location":{"id":"doi:10.1016/j.jbi.2025.104934","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jbi.2025.104934","pdf_url":null,"source":{"id":"https://openalex.org/S11622463","display_name":"Journal of Biomedical Informatics","issn_l":"1532-0464","issn":["1532-0464","1532-0480"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biomedical Informatics","raw_type":"journal-article"},"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":null,"display_name":"Maria I. Arias","orcid":null},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Maria I. Arias","raw_affiliation_strings":["Facultad de Minas, Universidad Nacional de Colombia, Sede Medellin, A.A. 1027, Medell\u00edn, Colombia. Electronic address: marariasri@unal.edu.co"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facultad de Minas, Universidad Nacional de Colombia, Sede Medellin, A.A. 1027, Medell\u00edn, Colombia. Electronic address: marariasri@unal.edu.co","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044413213","display_name":"Lorena Cadavid","orcid":"https://orcid.org/0000-0002-6025-5940"},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Lorena Cadavid","raw_affiliation_strings":["Facultad de Minas, Universidad Nacional de Colombia, Sede Medellin, A.A. 1027, Medell\u00edn, Colombia. Electronic address: dlcadavi@unal.edu.co"],"raw_orcid":"https://orcid.org/0000-0002-6025-5940","affiliations":[{"raw_affiliation_string":"Facultad de Minas, Universidad Nacional de Colombia, Sede Medellin, A.A. 1027, Medell\u00edn, Colombia. Electronic address: dlcadavi@unal.edu.co","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077610005","display_name":"Juan D. Vel\u00e1squez","orcid":"https://orcid.org/0000-0003-3043-3037"},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Juan D. Vel\u00e1squez","raw_affiliation_strings":["Facultad de Minas, Universidad Nacional de Colombia, Sede Medellin, A.A. 1027, Medell\u00edn, Colombia. Electronic address: jdvelasq@unal.edu.co"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facultad de Minas, Universidad Nacional de Colombia, Sede Medellin, A.A. 1027, Medell\u00edn, Colombia. Electronic address: jdvelasq@unal.edu.co","institution_ids":["https://openalex.org/I36243813"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5077610005"],"corresponding_institution_ids":["https://openalex.org/I36243813"],"apc_list":{"value":3410,"currency":"USD","value_usd":3410},"apc_paid":null,"fwci":1.1245,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85190333,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"171","issue":null,"first_page":"104934","last_page":"104934"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.43799999356269836,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.43799999356269836,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.2296999990940094,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.08259999752044678,"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/health-care","display_name":"Health care","score":0.6929000020027161},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5321999788284302},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.49079999327659607},{"id":"https://openalex.org/keywords/pillar","display_name":"Pillar","score":0.47940000891685486},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.438400000333786},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.41269999742507935},{"id":"https://openalex.org/keywords/translational-research","display_name":"Translational research","score":0.4059000015258789},{"id":"https://openalex.org/keywords/health-data","display_name":"Health data","score":0.3801000118255615},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.36730000376701355}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6929000020027161},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6516000032424927},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5321999788284302},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5196999907493591},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.49079999327659607},{"id":"https://openalex.org/C105289051","wikidata":"https://www.wikidata.org/wiki/Q1930094","display_name":"Pillar","level":2,"score":0.47940000891685486},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.438400000333786},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4163999855518341},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.41269999742507935},{"id":"https://openalex.org/C128544194","wikidata":"https://www.wikidata.org/wiki/Q474859","display_name":"Translational research","level":2,"score":0.4059000015258789},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.3801000118255615},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.36730000376701355},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.33500000834465027},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.32659998536109924},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.32519999146461487},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.3237000107765198},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.31279999017715454},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C163293594","wikidata":"https://www.wikidata.org/wiki/Q7834541","display_name":"Translational bioinformatics","level":5,"score":0.296099990606308},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2955999970436096},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.2924000024795532},{"id":"https://openalex.org/C2989086416","wikidata":"https://www.wikidata.org/wiki/Q15067276","display_name":"Healthcare industry","level":3,"score":0.28049999475479126},{"id":"https://openalex.org/C106977388","wikidata":"https://www.wikidata.org/wiki/Q2752427","display_name":"Medical research","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.2630000114440918},{"id":"https://openalex.org/C91632574","wikidata":"https://www.wikidata.org/wiki/Q15088675","display_name":"Data curation","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2547999918460846}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.jbi.2025.104934","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jbi.2025.104934","pdf_url":null,"source":{"id":"https://openalex.org/S11622463","display_name":"Journal of Biomedical Informatics","issn_l":"1532-0464","issn":["1532-0464","1532-0480"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biomedical Informatics","raw_type":"journal-article"},{"id":"pmid:41109547","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41109547","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,"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 biomedical informatics","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321458","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W2284851926","https://openalex.org/W2300445845","https://openalex.org/W2755950973","https://openalex.org/W2803287810","https://openalex.org/W2887829714","https://openalex.org/W2941627284","https://openalex.org/W2964292640","https://openalex.org/W3002709092","https://openalex.org/W3036746849","https://openalex.org/W3040925174","https://openalex.org/W3091576888","https://openalex.org/W3118615836","https://openalex.org/W3120355807","https://openalex.org/W3129341320","https://openalex.org/W3160856016","https://openalex.org/W3210850876","https://openalex.org/W4200138766","https://openalex.org/W4285592345","https://openalex.org/W4296060127","https://openalex.org/W4377988933","https://openalex.org/W4381082024","https://openalex.org/W4387375442","https://openalex.org/W4387503429","https://openalex.org/W4388706512","https://openalex.org/W4389682388","https://openalex.org/W4390509856","https://openalex.org/W4390604171","https://openalex.org/W4391188705","https://openalex.org/W4391224009","https://openalex.org/W4391310703","https://openalex.org/W4391436222","https://openalex.org/W4391487214","https://openalex.org/W4391547627","https://openalex.org/W4391577279","https://openalex.org/W4391737993","https://openalex.org/W4391887632","https://openalex.org/W4392195214","https://openalex.org/W4392251657","https://openalex.org/W4392433367","https://openalex.org/W4392452991","https://openalex.org/W4392471535","https://openalex.org/W4392960593","https://openalex.org/W4393081195","https://openalex.org/W4393376610","https://openalex.org/W4393909835","https://openalex.org/W4393951207","https://openalex.org/W4394565390","https://openalex.org/W4394805634","https://openalex.org/W4394886516","https://openalex.org/W4394925917","https://openalex.org/W4394963132","https://openalex.org/W4395052272","https://openalex.org/W4395463680","https://openalex.org/W4396908704","https://openalex.org/W4398183427","https://openalex.org/W4399120551","https://openalex.org/W4399939774","https://openalex.org/W4399971192","https://openalex.org/W4400113788","https://openalex.org/W4400138864","https://openalex.org/W4400270867","https://openalex.org/W4400923706","https://openalex.org/W4401021340","https://openalex.org/W4401880053","https://openalex.org/W4402521185","https://openalex.org/W4402538491","https://openalex.org/W4402635887","https://openalex.org/W4402637458","https://openalex.org/W4402711141","https://openalex.org/W4403676236","https://openalex.org/W4404031768","https://openalex.org/W4406267401","https://openalex.org/W4406417705","https://openalex.org/W4408182543","https://openalex.org/W4408819513"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-17T00:00:00"}