{"id":"https://openalex.org/W4412040010","doi":"https://doi.org/10.1186/s40537-025-01201-x","title":"Advancement in public health through machine learning: a narrative review of opportunities and ethical considerations","display_name":"Advancement in public health through machine learning: a narrative review of opportunities and ethical considerations","publication_year":2025,"publication_date":"2025-07-04","ids":{"openalex":"https://openalex.org/W4412040010","doi":"https://doi.org/10.1186/s40537-025-01201-x"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-025-01201-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01201-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01201-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01201-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064578010","display_name":"Sumit Singh Dhanda","orcid":"https://orcid.org/0000-0003-1886-7334"},"institutions":[{"id":"https://openalex.org/I2801787918","display_name":"IILM Institute for Higher Education","ror":"https://ror.org/04d68yh59","country_code":"IN","type":"education","lineage":["https://openalex.org/I2801787918"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sumit Singh Dhanda","raw_affiliation_strings":["School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2801787918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106516674","display_name":"Deepak Panwar","orcid":null},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deepak Panwar","raw_affiliation_strings":["Manipal University Jaipur, Jaipur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manipal University Jaipur, Jaipur, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058313652","display_name":"Chia\u2010Chen Lin","orcid":"https://orcid.org/0000-0003-4480-7351"},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Chen Lin","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Chin-Yi University of Technology, Taichung, 411, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Chin-Yi University of Technology, Taichung, 411, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033713471","display_name":"Tarun Kumar Sharma","orcid":"https://orcid.org/0000-0002-9043-8641"},"institutions":[{"id":"https://openalex.org/I191247993","display_name":"Shobhit University","ror":"https://ror.org/02z2sk479","country_code":"IN","type":"education","lineage":["https://openalex.org/I191247993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tarun Kumar Sharma","raw_affiliation_strings":["School of Computer Science and Engineering, Shobhit University, Gangoh, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Shobhit University, Gangoh, Uttar Pradesh, India","institution_ids":["https://openalex.org/I191247993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036453218","display_name":"Deependra Rastogi","orcid":"https://orcid.org/0000-0002-0537-3047"},"institutions":[{"id":"https://openalex.org/I2801787918","display_name":"IILM Institute for Higher Education","ror":"https://ror.org/04d68yh59","country_code":"IN","type":"education","lineage":["https://openalex.org/I2801787918"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deependra Rastogi","raw_affiliation_strings":["School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2801787918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106214804","display_name":"Shantanu Bindewari","orcid":null},"institutions":[{"id":"https://openalex.org/I2801787918","display_name":"IILM Institute for Higher Education","ror":"https://ror.org/04d68yh59","country_code":"IN","type":"education","lineage":["https://openalex.org/I2801787918"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shantanu Bindewari","raw_affiliation_strings":["School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2801787918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101781871","display_name":"Anand Singh","orcid":"https://orcid.org/0000-0003-3607-4303"},"institutions":[{"id":"https://openalex.org/I2801787918","display_name":"IILM Institute for Higher Education","ror":"https://ror.org/04d68yh59","country_code":"IN","type":"education","lineage":["https://openalex.org/I2801787918"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anand Singh","raw_affiliation_strings":["School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, IILM University, Greater Noida, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2801787918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048205934","display_name":"Yung\u2010Hui Li","orcid":"https://orcid.org/0000-0002-0475-3689"},"institutions":[{"id":"https://openalex.org/I4210108919","display_name":"Foxconn (Taiwan)","ror":"https://ror.org/01v3aym70","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210108919"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yung-Hui Li","raw_affiliation_strings":["AI Research Center, Hon Hai Research Institute, Foxconn, Taipei, 114699, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Research Center, Hon Hai Research Institute, Foxconn, Taipei, 114699, Taiwan","institution_ids":["https://openalex.org/I4210108919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014477522","display_name":"Neha Agarwal","orcid":null},"institutions":[{"id":"https://openalex.org/I55240360","display_name":"Yeungnam University","ror":"https://ror.org/05yc6p159","country_code":"KR","type":"education","lineage":["https://openalex.org/I55240360"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Neha Agarwal","raw_affiliation_strings":["School of Chemical Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Chemical Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea","institution_ids":["https://openalex.org/I55240360"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101955548","display_name":"Saurabh Agarwal","orcid":"https://orcid.org/0000-0002-5464-1896"},"institutions":[{"id":"https://openalex.org/I55240360","display_name":"Yeungnam University","ror":"https://ror.org/05yc6p159","country_code":"KR","type":"education","lineage":["https://openalex.org/I55240360"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Saurabh Agarwal","raw_affiliation_strings":["School of Computer Science and Engineering, Yeungnam University, Gyeongsan, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Yeungnam University, Gyeongsan, Republic of Korea","institution_ids":["https://openalex.org/I55240360"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5064578010"],"corresponding_institution_ids":["https://openalex.org/I2801787918"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":20.208,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.99036856,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9908999800682068,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9908999800682068,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9876000285148621,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.7066538333892822},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6753067970275879},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.4882943630218506},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.480728417634964},{"id":"https://openalex.org/keywords/ethical-issues","display_name":"Ethical issues","score":0.41803601384162903},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39583277702331543},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32912886142730713},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18774765729904175},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08195000886917114}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.7066538333892822},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6753067970275879},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.4882943630218506},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.480728417634964},{"id":"https://openalex.org/C2986663376","wikidata":"https://www.wikidata.org/wiki/Q9465","display_name":"Ethical issues","level":2,"score":0.41803601384162903},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39583277702331543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32912886142730713},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18774765729904175},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08195000886917114},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-025-01201-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01201-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01201-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:948b782633604fe2b774dde1822597b3","is_oa":true,"landing_page_url":"https://doaj.org/article/948b782633604fe2b774dde1822597b3","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 12, Iss 1, Pp 1-58 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-025-01201-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01201-x","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01201-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8183670746","display_name":null,"funder_award_id":"NSC 113-2410-H-167-012-MY3","funder_id":"https://openalex.org/F2461203286","funder_display_name":"National Science and Technology Council"}],"funders":[{"id":"https://openalex.org/F2461203286","display_name":"National Science and Technology Council","ror":"https://ror.org/02kv4zf79"},{"id":"https://openalex.org/F4320321040","display_name":"National Science Council","ror":"https://ror.org/02kv4zf79"},{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412040010.pdf","grobid_xml":"https://content.openalex.org/works/W4412040010.grobid-xml"},"referenced_works_count":167,"referenced_works":["https://openalex.org/W1071368427","https://openalex.org/W2007176121","https://openalex.org/W2025349319","https://openalex.org/W2058963141","https://openalex.org/W2098256329","https://openalex.org/W2098792649","https://openalex.org/W2111547563","https://openalex.org/W2118366842","https://openalex.org/W2120390634","https://openalex.org/W2148330046","https://openalex.org/W2396881363","https://openalex.org/W2404901863","https://openalex.org/W2525984666","https://openalex.org/W2581082771","https://openalex.org/W2610332124","https://openalex.org/W2664267452","https://openalex.org/W2724276442","https://openalex.org/W2735780135","https://openalex.org/W2750268731","https://openalex.org/W2754000910","https://openalex.org/W2766013390","https://openalex.org/W2789894922","https://openalex.org/W2796838788","https://openalex.org/W2808129629","https://openalex.org/W2888679364","https://openalex.org/W2899636063","https://openalex.org/W2901036517","https://openalex.org/W2901952863","https://openalex.org/W2905810301","https://openalex.org/W2908201961","https://openalex.org/W2914590008","https://openalex.org/W2944218525","https://openalex.org/W2945976633","https://openalex.org/W2946711149","https://openalex.org/W2949308662","https://openalex.org/W2990499930","https://openalex.org/W2990726790","https://openalex.org/W2995918088","https://openalex.org/W3004678548","https://openalex.org/W3008437947","https://openalex.org/W3010131837","https://openalex.org/W3010427554","https://openalex.org/W3010753688","https://openalex.org/W3011191155","https://openalex.org/W3013360115","https://openalex.org/W3021654819","https://openalex.org/W3025234568","https://openalex.org/W3035286874","https://openalex.org/W3039050487","https://openalex.org/W3082078093","https://openalex.org/W3083241434","https://openalex.org/W3087699761","https://openalex.org/W3087893815","https://openalex.org/W3089862415","https://openalex.org/W3093385362","https://openalex.org/W3104096625","https://openalex.org/W3110949929","https://openalex.org/W3113151506","https://openalex.org/W3117962311","https://openalex.org/W3120719565","https://openalex.org/W3130928686","https://openalex.org/W3133525807","https://openalex.org/W3138873693","https://openalex.org/W3142725822","https://openalex.org/W3155309814","https://openalex.org/W3157166661","https://openalex.org/W3160599017","https://openalex.org/W3162544396","https://openalex.org/W3181414820","https://openalex.org/W3199774558","https://openalex.org/W3206170428","https://openalex.org/W3207900783","https://openalex.org/W3216252376","https://openalex.org/W4200181895","https://openalex.org/W4200631875","https://openalex.org/W4205203113","https://openalex.org/W4213042030","https://openalex.org/W4213132324","https://openalex.org/W4224276240","https://openalex.org/W4225910671","https://openalex.org/W4226134773","https://openalex.org/W4226300832","https://openalex.org/W4226313496","https://openalex.org/W4280536523","https://openalex.org/W4280556854","https://openalex.org/W4282942373","https://openalex.org/W4283833752","https://openalex.org/W4284884145","https://openalex.org/W4285733928","https://openalex.org/W4306964579","https://openalex.org/W4311322277","https://openalex.org/W4312458389","https://openalex.org/W4312817872","https://openalex.org/W4312846141","https://openalex.org/W4316494520","https://openalex.org/W4317425612","https://openalex.org/W4318826628","https://openalex.org/W4319068686","https://openalex.org/W4319338595","https://openalex.org/W4319994032","https://openalex.org/W4323644141","https://openalex.org/W4327679225","https://openalex.org/W4360603791","https://openalex.org/W4360923429","https://openalex.org/W4361860884","https://openalex.org/W4362468297","https://openalex.org/W4362671110","https://openalex.org/W4365483417","https://openalex.org/W4366351883","https://openalex.org/W4367310912","https://openalex.org/W4375859122","https://openalex.org/W4376130984","https://openalex.org/W4377939884","https://openalex.org/W4382394524","https://openalex.org/W4382777482","https://openalex.org/W4382987693","https://openalex.org/W4383559244","https://openalex.org/W4386065283","https://openalex.org/W4386393132","https://openalex.org/W4386536253","https://openalex.org/W4386844825","https://openalex.org/W4386945271","https://openalex.org/W4386996669","https://openalex.org/W4387951920","https://openalex.org/W4388001568","https://openalex.org/W4388430618","https://openalex.org/W4388734399","https://openalex.org/W4388860456","https://openalex.org/W4388936634","https://openalex.org/W4389145127","https://openalex.org/W4390605262","https://openalex.org/W4390938960","https://openalex.org/W4391348990","https://openalex.org/W4391353343","https://openalex.org/W4391359980","https://openalex.org/W4391469821","https://openalex.org/W4391614881","https://openalex.org/W4392449562","https://openalex.org/W4393233207","https://openalex.org/W4393312643","https://openalex.org/W4394845313","https://openalex.org/W4395049596","https://openalex.org/W4396628512","https://openalex.org/W4396854194","https://openalex.org/W4396877977","https://openalex.org/W4397005581","https://openalex.org/W4399330997","https://openalex.org/W4399393925","https://openalex.org/W4399426372","https://openalex.org/W4399818955","https://openalex.org/W4399883814","https://openalex.org/W4399939200","https://openalex.org/W4399989763","https://openalex.org/W4400553825","https://openalex.org/W4404848720","https://openalex.org/W4405439405","https://openalex.org/W4406199764","https://openalex.org/W4406788012","https://openalex.org/W4406927485","https://openalex.org/W4407001196","https://openalex.org/W4408551077","https://openalex.org/W4408775041","https://openalex.org/W4408887841","https://openalex.org/W4409625123","https://openalex.org/W4409638811","https://openalex.org/W4409744974","https://openalex.org/W4409884795"],"related_works":["https://openalex.org/W4300506154","https://openalex.org/W3211386016","https://openalex.org/W2177530805","https://openalex.org/W4255784647","https://openalex.org/W2060969805","https://openalex.org/W2779160393","https://openalex.org/W4392104646","https://openalex.org/W191070824","https://openalex.org/W250348290","https://openalex.org/W43864903"],"abstract_inverted_index":{"This":[0,214],"narrative":[1,248],"review":[2,65,168,215],"presents":[3],"a":[4,80,226],"comprehensive":[5],"and":[6,25,56,76,101,121,129,139,149,182,209,234,258],"state-of-the-art":[7],"synthesis":[8],"of":[9,63,125,185,202,206,265],"how":[10,230],"machine":[11],"learning":[12,159],"(ML)":[13],"is":[14,244],"transforming":[15],"public":[16,57,239,266],"health":[17,54,58,133,180,240],"through":[18],"enhanced":[19],"prediction,":[20],"personalized":[21,51],"treatment,":[22],"real-time":[23],"surveillance,":[24],"intelligent":[26],"resource":[27,154],"optimization.":[28],"Drawing":[29],"from":[30,108],"170":[31],"peer-reviewed":[32],"studies":[33],"published":[34],"up":[35,143],"to":[36,110,144,237,250],"2024/2025,":[37],"this":[38,64,167],"work":[39],"uniquely":[40],"integrates":[41],"cross-domain":[42],"insights":[43],"spanning":[44],"disease":[45,104,118],"outbreak":[46,190],"forecasting,":[47],"genomic":[48],"data":[49,141,175,211],"analysis,":[50],"medicine,":[52],"mental":[53,179],"monitoring,":[55],"infrastructure":[59],"planning.":[60],"The":[61],"novelty":[62],"lies":[66],"in":[67,147,162,178,189],"its":[68],"multidimensionality.":[69],"It":[70,243],"merges":[71],"technical":[72],"efficacy,":[73],"ethical":[74,256],"challenges,":[75],"future":[77,196],"trends":[78],"into":[79],"unified":[81],"narrative.":[82],"Our":[83],"findings":[84],"show":[85],"substantial":[86],"performance":[87],"gains":[88],"across":[89,261],"domains:":[90],"for":[91],"example,":[92],"ML":[93,114,231],"models":[94,156,187],"such":[95,198],"as":[96,199],"LightGBM,":[97],"GRU":[98],"neural":[99],"networks,":[100],"LSTM":[102],"achieved":[103],"prediction":[105,134],"accuracies":[106],"ranging":[107],"88":[109],"95%.":[111],"In":[112],"genomics,":[113],"methods":[115],"enabled":[116],"nuanced":[117],"subtype":[119],"discovery":[120],"improved":[122],"the":[123,183,200,246],"accuracy":[124,146],"cancer":[126],"risk":[127],"assessment":[128],"pharmacogenomic":[130],"modeling.":[131],"Mental":[132],"systems":[135],"based":[136],"on":[137,229],"NLP":[138],"wearable":[140],"delivered":[142],"91%":[145],"stress":[148],"depression":[150],"detection,":[151],"while":[152],"hospital":[153],"forecasting":[155],"using":[157],"deep":[158],"minimized":[160],"errors":[161],"predicting":[163],"emergency":[164],"admissions.":[165],"Ethically,":[166],"surfaces":[169],"critical":[170],"issues,":[171],"including":[172],"algorithmic":[173],"bias,":[174],"privacy":[176],"concerns":[177],"analytics,":[181],"interpretability":[184],"black-box":[186],"used":[188],"surveillance.":[191],"A":[192],"forward-looking":[193],"discussion":[194],"identifies":[195],"priorities":[197],"integration":[201],"multi-omics":[203],"data,":[204],"deployment":[205],"explainable":[207],"AI,":[208],"equitable":[210],"inclusion":[212],"frameworks.":[213],"stands":[216],"out":[217],"by":[218],"not":[219],"only":[220],"cataloguing":[221],"applications":[222],"but":[223],"also":[224],"offering":[225],"systems-level":[227],"perspective":[228],"can":[232],"equitably":[233],"ethically":[235],"scale":[236],"support":[238],"strategies":[241],"globally.":[242],"among":[245],"first":[247],"reviews":[249],"concurrently":[251],"evaluate":[252],"ML\u2019s":[253],"predictive":[254],"power,":[255],"constraints,":[257],"domain-specific":[259],"improvements":[260],"all":[262],"core":[263],"pillars":[264],"health.":[267]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
