{"id":"https://openalex.org/W4406621767","doi":"https://doi.org/10.1007/s11063-025-11725-1","title":"Value Creation for Healthcare Ecosystems through Artificial Intelligence Applied to Physician-to-Physician Communication: A Systematic Review","display_name":"Value Creation for Healthcare Ecosystems through Artificial Intelligence Applied to Physician-to-Physician Communication: A Systematic Review","publication_year":2025,"publication_date":"2025-01-20","ids":{"openalex":"https://openalex.org/W4406621767","doi":"https://doi.org/10.1007/s11063-025-11725-1"},"language":"en","primary_location":{"id":"doi:10.1007/s11063-025-11725-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-025-11725-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-025-11725-1.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11063-025-11725-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010772150","display_name":"Beny Rubinstein","orcid":"https://orcid.org/0000-0001-6578-1467"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Beny Rubinstein","raw_affiliation_strings":["University of Aveiro, Aveiro, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-6578-1467","affiliations":[{"raw_affiliation_string":"University of Aveiro, Aveiro, Portugal","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073280030","display_name":"S\u00e9rgio Matos","orcid":"https://orcid.org/0000-0003-1941-3983"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Sergio Matos","raw_affiliation_strings":["DETI/IEETA, LASI, University of Aveiro, Aveiro, Portugal","University of Aveiro, Aveiro, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-1941-3983","affiliations":[{"raw_affiliation_string":"DETI/IEETA, LASI, University of Aveiro, Aveiro, Portugal","institution_ids":["https://openalex.org/I60858718"]},{"raw_affiliation_string":"University of Aveiro, Aveiro, Portugal","institution_ids":["https://openalex.org/I60858718"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5010772150"],"corresponding_institution_ids":["https://openalex.org/I60858718"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.3869,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59688196,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"57","issue":"1","first_page":null,"last_page":null},"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":0.9872999787330627,"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":0.9872999787330627,"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/T13280","display_name":"Biomedical and Engineering Education","score":0.942799985408783,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9041000008583069,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.6717305183410645},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5858216285705566},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.5242547988891602},{"id":"https://openalex.org/keywords/healthcare-system","display_name":"Healthcare system","score":0.4881013333797455},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.41549789905548096},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3351965546607971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33226215839385986},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.328837513923645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2742147147655487},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.2542206645011902},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.25028523802757263},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.09941816329956055},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.08012440800666809}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6717305183410645},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5858216285705566},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.5242547988891602},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.4881013333797455},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.41549789905548096},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3351965546607971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33226215839385986},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.328837513923645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2742147147655487},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.2542206645011902},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.25028523802757263},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09941816329956055},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.08012440800666809},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11063-025-11725-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-025-11725-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-025-11725-1.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11063-025-11725-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11063-025-11725-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11063-025-11725-1.pdf","source":{"id":"https://openalex.org/S140962798","display_name":"Neural Processing Letters","issn_l":"1370-4621","issn":["1370-4621","1573-773X"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Processing Letters","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6147775995","display_name":"Institute of Electronics and Informatics Engineering of Aveiro","funder_award_id":"UIDB/00127/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406621767.pdf","grobid_xml":"https://content.openalex.org/works/W4406621767.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W2011811712","https://openalex.org/W2791521493","https://openalex.org/W2892846966","https://openalex.org/W2897078623","https://openalex.org/W2908201961","https://openalex.org/W2911489562","https://openalex.org/W2913419994","https://openalex.org/W2921192143","https://openalex.org/W2924551358","https://openalex.org/W2980109286","https://openalex.org/W2990956479","https://openalex.org/W3003260190","https://openalex.org/W3007464329","https://openalex.org/W3020806837","https://openalex.org/W3024836211","https://openalex.org/W3036298167","https://openalex.org/W3084346490","https://openalex.org/W3112631310","https://openalex.org/W3113217982","https://openalex.org/W3113754796","https://openalex.org/W3118615836","https://openalex.org/W3123744197","https://openalex.org/W3125822146","https://openalex.org/W3194821224","https://openalex.org/W4205164650","https://openalex.org/W4285098504","https://openalex.org/W4303199062","https://openalex.org/W4307944976","https://openalex.org/W4315928987","https://openalex.org/W4324308091","https://openalex.org/W4362720395","https://openalex.org/W4379095447","https://openalex.org/W4382992448","https://openalex.org/W4383216696","https://openalex.org/W4384561707","https://openalex.org/W4386141641","https://openalex.org/W4387768520","https://openalex.org/W4403515058","https://openalex.org/W4404518481"],"related_works":["https://openalex.org/W1159694101","https://openalex.org/W4312778074","https://openalex.org/W2797427871","https://openalex.org/W3024114128","https://openalex.org/W3214957520","https://openalex.org/W4322577590","https://openalex.org/W2932738180","https://openalex.org/W1965298590","https://openalex.org/W2329153216","https://openalex.org/W4380151695"],"abstract_inverted_index":{"Abstract":[0],"This":[1,159],"study":[2,160],"reviews":[3],"the":[4,23,36,47,63,94,100,127,146,162,201,219],"role":[5],"of":[6,16,38,49,65,107,129,165],"artificial":[7],"intelligence":[8],"(AI)":[9],"in":[10,109,134,150,169,189,200,218],"enhancing":[11],"healthcare":[12,44,110,173,190,232],"through":[13],"an":[14,57],"analysis":[15,106],"physician-to-physician":[17],"communication.":[18,92],"It":[19,175],"seeks":[20],"to":[21,83,116,155,186],"identify":[22],"best":[24],"practices":[25],"for":[26,139,148,172,177],"extracting":[27],"value":[28,171],"from":[29],"professional":[30],"medical":[31,135,235],"chats":[32],"(PMCs)":[33],"and":[34,43,51,77,90,114,131,137,145,184,209,234],"assess":[35],"impact":[37,230],"AI":[39,53,108,151,188,202,223],"on":[40,231],"patient":[41],"outcomes":[42],"systems,":[45,224],"emphasizing":[46],"integration":[48],"ethical":[50],"responsible":[52],"practices.":[54],"We":[55],"conducted":[56],"extensive":[58],"systematic":[59],"literature":[60],"review":[61,120],"using":[62,80],"Web":[64],"Science":[66],"Core":[67],"Collection.":[68],"Searches":[69],"encompassed":[70],"English-language":[71],"articles":[72,96],"published":[73],"between":[74],"January":[75],"2019":[76],"July":[78],"2023":[79],"keywords":[81],"related":[82],"AI,":[84,208],"machine":[85],"learning,":[86],"natural":[87],"language":[88],"processing,":[89],"physician":[91],"Of":[93],"247":[95],"screened,":[97],"13":[98],"met":[99],"inclusion":[101],"criteria":[102],"given":[103],"their":[104],"in-depth":[105],"communication,":[111,182],"methodological":[112],"soundness,":[113],"relevance":[115],"clinical":[117],"outcomes.":[118],"The":[119],"provides":[121],"insights":[122],"into":[123],"interprofessional":[124],"communication":[125],"dynamics,":[126],"advancement":[128],"NLP":[130],"deep":[132],"learning":[133],"dialogues,":[136],"strategies":[138],"effective":[140],"human-machine":[141],"collaboration.":[142],"Ethical":[143],"considerations":[144],"need":[147],"transparency":[149],"applications":[152],"are":[153],"key":[154],"these":[156],"central":[157],"findings.":[158],"highlights":[161],"untapped":[163],"potential":[164],"physician-generated":[166],"real-world":[167],"data":[168],"creating":[170],"ecosystems.":[174],"advocates":[176],"a":[178,216,228],"multidisciplinary":[179],"strategy":[180],"encompassing":[181],"education,":[183],"collaboration":[185],"advance":[187],"responsibly.":[191],"Moreover,":[192],"it":[193],"suggests":[194],"that":[195],"by":[196],"combining":[197],"existing":[198],"techniques":[199],"discipline,":[203],"including":[204],"neural":[205],"networks,":[206],"generative":[207],"genetic":[210],"algorithms,":[211],"as":[212,214],"well":[213],"keeping":[215],"\u201cphysician":[217],"loop\u201d":[220],"when":[221],"building":[222],"we":[225],"can":[226],"have":[227],"significant":[229],"delivery":[233],"research.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}