{"id":"https://openalex.org/W7202299801","doi":"https://doi.org/10.3390/healthcare14162506","title":"From Algorithm to Policy: A Bibliometric Analysis of Implementation Science and Governance Frameworks in AI Healthcare Research (2016\u20132026)","display_name":"From Algorithm to Policy: A Bibliometric Analysis of Implementation Science and Governance Frameworks in AI Healthcare Research (2016\u20132026)","publication_year":2026,"publication_date":"2026-08-12","ids":{"openalex":"https://openalex.org/W7202299801","doi":"https://doi.org/10.3390/healthcare14162506","pmid":"https://pubmed.ncbi.nlm.nih.gov/42651272","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13512802"},"language":"en","primary_location":{"id":"doi:10.3390/healthcare14162506","doi":"https://doi.org/10.3390/healthcare14162506","is_oa":true,"landing_page_url":"https://doi.org/10.3390/healthcare14162506","pdf_url":null,"source":{"id":"https://openalex.org/S4210214101","display_name":"Healthcare","issn_l":"2227-9032","issn":["2227-9032"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-40","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Healthcare","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/healthcare14162506","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010619990","display_name":"Omar Sabri","orcid":"https://orcid.org/0000-0002-5222-0262","observed_orcids":["https://orcid.org/0000-0002-5222-0262"]},"institutions":[{"id":"https://openalex.org/I2799316669","display_name":"St. Clair College","ror":"https://ror.org/02vds7q94","country_code":"CA","type":"education","lineage":["https://openalex.org/I2799316669"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Omar Sabri","raw_affiliation_strings":["Zekelman School of Business & IT, St. Clair College, Windsor, ON N9A 6S4, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zekelman School of Business & IT, St. Clair College, Windsor, ON N9A 6S4, Canada","institution_ids":["https://openalex.org/I2799316669"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091931062","display_name":"Salem Ahmed Alabdali","orcid":"https://orcid.org/0009-0003-9350-483X","observed_orcids":["https://orcid.org/0009-0003-9350-483X"]},"institutions":[{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Salem Ahemd Alabdali","raw_affiliation_strings":["Department of Management Information System, Jazan University, Jazan 45142, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management Information System, Jazan University, Jazan 45142, Saudi Arabia","institution_ids":["https://openalex.org/I91450128"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5010619990"],"corresponding_institution_ids":["https://openalex.org/I2799316669"],"apc_list":{"value":2700,"currency":"CHF","value_usd":3258},"apc_paid":{"value":2700,"currency":"CHF","value_usd":3258},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"16","first_page":"2506","last_page":"2506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9496999979019165,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9496999979019165,"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/T10629","display_name":"Health Policy Implementation Science","score":0.015799999237060547,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.013299999758601189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-healthcare","display_name":"artificial intelligence in healthcare","score":0.9760000109672546},{"id":"https://openalex.org/keywords/ai-governance-framework","display_name":"AI governance framework","score":0.8330000042915344},{"id":"https://openalex.org/keywords/implementation-science","display_name":"implementation science","score":0.9399999976158142},{"id":"https://openalex.org/keywords/ai-regulation","display_name":"AI regulation","score":0.6959999799728394},{"id":"https://openalex.org/keywords/ai-ethics","display_name":"AI ethics","score":0.746999979019165},{"id":"https://openalex.org/keywords/organizational-readiness","display_name":"organizational readiness","score":0.6980000138282776},{"id":"https://openalex.org/keywords/clinical-workflow-integration","display_name":"clinical workflow integration","score":0.9980000257492065},{"id":"https://openalex.org/keywords/regulatory-compliance","display_name":"regulatory compliance","score":0.5889999866485596},{"id":"https://openalex.org/keywords/research-gap","display_name":"research gaps","score":0.5789999961853027},{"id":"https://openalex.org/keywords/international-research-collaboration","display_name":"international research collaboration","score":0.6769999861717224}],"concepts":[{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.715499997138977},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6960999965667725},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.6708999872207642},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.6509000062942505},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5530999898910522},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5217000246047974},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4830999970436096},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4702000021934509},{"id":"https://openalex.org/C2777921204","wikidata":"https://www.wikidata.org/wiki/Q66104672","display_name":"Knowledge translation","level":2,"score":0.4413999915122986},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.3937000036239624},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3506999909877777},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3440000116825104},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.3312999904155731},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.329800009727478},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.32710000872612},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3231000006198883},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.32120001316070557},{"id":"https://openalex.org/C128544194","wikidata":"https://www.wikidata.org/wiki/Q474859","display_name":"Translational research","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C2780877353","wikidata":"https://www.wikidata.org/wiki/Q2518253","display_name":"Health services research","level":3,"score":0.27549999952316284},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2745000123977661},{"id":"https://openalex.org/C66782513","wikidata":"https://www.wikidata.org/wiki/Q864601","display_name":"Biomedicine","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C3020774429","wikidata":"https://www.wikidata.org/wiki/Q1201886","display_name":"Web of science","level":3,"score":0.2624000012874603},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.25699999928474426},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C2777896688","wikidata":"https://www.wikidata.org/wiki/Q3773715","display_name":"Clinical governance","level":3,"score":0.25279998779296875},{"id":"https://openalex.org/C21333345","wikidata":"https://www.wikidata.org/wiki/Q1519843","display_name":"Health technology","level":3,"score":0.25220000743865967},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/healthcare14162506","doi":"https://doi.org/10.3390/healthcare14162506","is_oa":true,"landing_page_url":"https://doi.org/10.3390/healthcare14162506","pdf_url":null,"source":{"id":"https://openalex.org/S4210214101","display_name":"Healthcare","issn_l":"2227-9032","issn":["2227-9032"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-40","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Healthcare","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13512802","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13512802/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13512802/pdf/","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Healthcare (Basel)","raw_type":"Text"},{"id":"pmid:42651272","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42651272","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":"Healthcare (Basel, Switzerland)","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3390/healthcare14162506","doi":"https://doi.org/10.3390/healthcare14162506","is_oa":true,"landing_page_url":"https://doi.org/10.3390/healthcare14162506","pdf_url":null,"source":{"id":"https://openalex.org/S4210214101","display_name":"Healthcare","issn_l":"2227-9032","issn":["2227-9032"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-40","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Healthcare","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7202299801.pdf","grobid_xml":"https://content.openalex.org/works/W7202299801.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W1950382026","https://openalex.org/W2120109270","https://openalex.org/W2299177375","https://openalex.org/W2789970635","https://openalex.org/W2906295032","https://openalex.org/W2943005888","https://openalex.org/W2943491685","https://openalex.org/W2979196035","https://openalex.org/W2982580298","https://openalex.org/W2985355520","https://openalex.org/W3001779409","https://openalex.org/W3035885149","https://openalex.org/W3037637030","https://openalex.org/W3042276730","https://openalex.org/W3086667591","https://openalex.org/W3109650690","https://openalex.org/W3113541070","https://openalex.org/W3118615836","https://openalex.org/W3121797893","https://openalex.org/W3139152265","https://openalex.org/W3143765463","https://openalex.org/W3150212014","https://openalex.org/W3153320818","https://openalex.org/W3155461783","https://openalex.org/W3173496715","https://openalex.org/W4210241760","https://openalex.org/W4306726548","https://openalex.org/W4317625850","https://openalex.org/W4383346782","https://openalex.org/W4384827671","https://openalex.org/W4389180485","https://openalex.org/W4389274881","https://openalex.org/W4391619777","https://openalex.org/W4393167975","https://openalex.org/W4393334015","https://openalex.org/W4401907418","https://openalex.org/W4406376113","https://openalex.org/W4408062463","https://openalex.org/W4409315890","https://openalex.org/W4410955338","https://openalex.org/W4411043358","https://openalex.org/W4412028139","https://openalex.org/W4412630747","https://openalex.org/W4412886237","https://openalex.org/W4413950888","https://openalex.org/W4414380055","https://openalex.org/W4415950535","https://openalex.org/W4416994879","https://openalex.org/W4417318062","https://openalex.org/W7114910861","https://openalex.org/W7119470798","https://openalex.org/W7124454349","https://openalex.org/W7125832654","https://openalex.org/W7127118525","https://openalex.org/W7128443775","https://openalex.org/W7128538485","https://openalex.org/W7128972666","https://openalex.org/W7130509386","https://openalex.org/W7131314872","https://openalex.org/W7134269616","https://openalex.org/W7138360231"],"related_works":["https://openalex.org/W4413973259","https://openalex.org/W7168244814","https://openalex.org/W7223066646","https://openalex.org/W7161134234","https://openalex.org/W7138889865","https://openalex.org/W7163669510","https://openalex.org/W4416095593","https://openalex.org/W7118866428","https://openalex.org/W4416064040","https://openalex.org/W7171788737"],"abstract_inverted_index":{"This":[0,153],"study":[1,154,187],"presents":[2],"a":[3,168,191,214],"bibliometric":[4,173,192],"analysis":[5,193],"of":[6,24,49,58,97,194,202,229],"AI":[7,60,195,238],"healthcare":[8,236],"research":[9,64,135,197,219],"related":[10],"to":[11,19,126,138,216],"implementation":[12,228],"science":[13],"and":[14,78,86,101,129,149,175,198,220,225,240],"governance":[15,158,196],"frameworks":[16,71],"from":[17,122,172],"2016":[18],"2026.":[20],"A":[21],"systematic":[22],"search":[23],"the":[25,55,87,91,95,106,139,143,146,150,200,203],"Scopus":[26],"database":[27],"identified":[28],"3780":[29],"peer-reviewed":[30],"articles":[31],"published":[32],"across":[33],"1500":[34],"sources.":[35],"The":[36,42,82,165,186],"dataset":[37],"was":[38],"analyzed":[39],"using":[40],"Biblioshiny.":[41],"findings":[43,174,232],"show":[44],"an":[45,156,208],"annual":[46],"growth":[47,56],"rate":[48,57],"47.65%":[50],"in":[51,180],"governance-focused":[52],"publications,":[53],"exceeding":[54],"technical":[59],"research.":[61],"Four":[62],"main":[63,107],"themes":[65],"were":[66],"identified:":[67],"regulatory":[68,132],"compliance,":[69],"ethical":[70,124],"with":[72],"limited":[73],"operational":[74],"measures,":[75],"organizational":[76],"readiness,":[77],"clinical":[79,181,227],"workflow":[80],"integration.":[81],"United":[83,88],"States,":[84],"China,":[85],"Kingdom":[89],"are":[90,104],"leading":[92],"contributors,":[93],"while":[94],"Journal":[96],"Medical":[98],"Internet":[99],"Research":[100],"BMJ":[102],"Open":[103],"among":[105,115],"publication":[108],"outlets.":[109],"International":[110],"collaboration":[111],"(34.66%)":[112],"remains":[113],"concentrated":[114],"high-income":[116],"countries.":[117],"Thematic":[118],"development":[119],"has":[120],"progressed":[121],"general":[123],"discussions":[125],"pandemic-related":[127],"applications":[128],"more":[130],"specific":[131],"frameworks.":[133],"Three":[134],"gaps":[136],"contribute":[137],"algorithm-to-policy":[140],"translation":[141,205],"deficit:":[142],"principles-practice":[144],"gap,":[145,148],"regulatory-evidence":[147],"innovation-implementation":[151],"gap.":[152],"proposes":[155],"integrated":[157],"framework":[159,166],"based":[160],"on":[161],"five":[162],"evidence-based":[163],"principles.":[164],"is":[167],"conceptual":[169],"model":[170],"derived":[171],"requires":[176],"further":[177],"empirical":[178],"validation":[179],"settings":[182],"before":[183],"practical":[184],"adoption.":[185],"contributes":[188],"by":[189],"providing":[190],"introducing":[199],"concept":[201],"\"algorithm-to-policy":[204],"deficit\"":[206],"as":[207],"analytical":[209],"framework.":[210],"It":[211],"also":[212],"offers":[213],"structure":[215],"support":[217],"future":[218],"practice":[221],"toward":[222],"safe,":[223],"effective,":[224],"equitable":[226],"AI.":[230],"These":[231],"guidance":[233],"for":[234],"regulators,":[235],"organizations,":[237],"developers,":[239],"researchers.":[241]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-08-13T00:00:00"}
