{"id":"https://openalex.org/W7154367108","doi":"https://doi.org/10.1016/j.rccl.2026.03.003","title":"Artificial intelligence in cardiology education: A performance comparison analysis of large language models","display_name":"Artificial intelligence in cardiology education: A performance comparison analysis of large language models","publication_year":2026,"publication_date":"2026-04-14","ids":{"openalex":"https://openalex.org/W7154367108","doi":"https://doi.org/10.1016/j.rccl.2026.03.003"},"language":"es","primary_location":{"id":"doi:10.1016/j.rccl.2026.03.003","doi":"https://doi.org/10.1016/j.rccl.2026.03.003","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.rccl.2026.03.003","pdf_url":null,"source":{"id":"https://openalex.org/S4210182158","display_name":"REC CardioClinics","issn_l":"2605-1532","issn":["2605-1532","2605-1575"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["latindex","poland-20","russia-white-list-4"],"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":"REC: CardioClinics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"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/A5133597566","display_name":"Filipa Gerardo","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210099144","display_name":"Hospital Prof. Dr. Fernando Fonseca","ror":"https://ror.org/010bsbc18","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210099144"]},{"id":"https://openalex.org/I4405253625","display_name":"Unidade Local de Sa\u00fade de Amadora/Sintra","ror":"https://ror.org/00ww5b307","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4405253625"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Filipa Gerardo","raw_affiliation_strings":["Cardiology Department, Hospital Professor Doutor Fernando Fonseca, Unidade Local de Sa\u00fade Amadora/Sintra, Amadora, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiology Department, Hospital Professor Doutor Fernando Fonseca, Unidade Local de Sa\u00fade Amadora/Sintra, Amadora, Portugal","institution_ids":["https://openalex.org/I4210099144","https://openalex.org/I4405253625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008854672","display_name":"Pedro Cust\u00f3dio","orcid":"https://orcid.org/0000-0002-0069-0844","observed_orcids":["https://orcid.org/0000-0002-0069-0844"]},"institutions":[{"id":"https://openalex.org/I4210140419","display_name":"Hospital Vila Franca de Xira","ror":"https://ror.org/03nk3j490","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4210140419"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Cust\u00f3dio","raw_affiliation_strings":["Cardiology Department, Hospital Vila Franca de Xira, Unidade Local de Said Estu\u00e1rio do Tejo, Vila Franca de Xira, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cardiology Department, Hospital Vila Franca de Xira, Unidade Local de Said Estu\u00e1rio do Tejo, Vila Franca de Xira, Portugal","institution_ids":["https://openalex.org/I4210140419"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133619346","display_name":"Daniel Faria","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405260660","display_name":"Unidade Local de Sa\u00fade do Algarve","ror":"https://ror.org/043ey0s60","country_code":"PT","type":"healthcare","lineage":["https://openalex.org/I4405260660"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Daniel Faria","raw_affiliation_strings":["Interventional Cardiology Unit, Hospital de Faro, Unidade Local de Sa\u00fade do Algarve, Faro, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional Cardiology Unit, Hospital de Faro, Unidade Local de Sa\u00fade do Algarve, Faro, Portugal","institution_ids":["https://openalex.org/I4405260660"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5133619346"],"corresponding_institution_ids":["https://openalex.org/I4405260660"],"apc_list":{"value":2030,"currency":"USD","value_usd":2030},"apc_paid":null,"fwci":1.2316,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76789622,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"61","issue":"4","first_page":"305","last_page":"314"},"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":1.0,"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":1.0,"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":0.0,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9980000257492065},{"id":"https://openalex.org/keywords/cardiology-education","display_name":"cardiology education","score":0.9819999933242798},{"id":"https://openalex.org/keywords/esc-guidelines","display_name":"ESC guidelines","score":0.800000011920929},{"id":"https://openalex.org/keywords/multiple-choice-question-accuracy","display_name":"multiple-choice question accuracy","score":0.7699999809265137},{"id":"https://openalex.org/keywords/grok","display_name":"Grok","score":0.6909999847412109},{"id":"https://openalex.org/keywords/chatgpt","display_name":"ChatGPT","score":0.9229999780654907},{"id":"https://openalex.org/keywords/deepseek","display_name":"DeepSeek","score":0.5450000166893005},{"id":"https://openalex.org/keywords/llm-performance-comparison","display_name":"LLM performance comparison","score":0.531000018119812},{"id":"https://openalex.org/keywords/cardiology-residents","display_name":"cardiology residents","score":0.9350000023841858},{"id":"https://openalex.org/keywords/clinical-decision-making","display_name":"clinical decision-making","score":0.7639999985694885}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5900999903678894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.513700008392334},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.35830000042915344},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25859999656677246},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.23819999396800995},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.22059999406337738},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.20430000126361847},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.195700004696846}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.rccl.2026.03.003","doi":"https://doi.org/10.1016/j.rccl.2026.03.003","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.rccl.2026.03.003","pdf_url":null,"source":{"id":"https://openalex.org/S4210182158","display_name":"REC CardioClinics","issn_l":"2605-1532","issn":["2605-1532","2605-1575"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["latindex","poland-20","russia-white-list-4"],"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":"REC: CardioClinics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8371999859809875,"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":10,"referenced_works":["https://openalex.org/W3193598686","https://openalex.org/W4293217929","https://openalex.org/W4319460874","https://openalex.org/W4321503044","https://openalex.org/W4323348223","https://openalex.org/W4361298490","https://openalex.org/W4386151915","https://openalex.org/W4386153206","https://openalex.org/W4392938070","https://openalex.org/W4406983611"],"related_works":["https://openalex.org/W4412514154","https://openalex.org/W7213029564","https://openalex.org/W4385794308","https://openalex.org/W4417150281","https://openalex.org/W7135028473","https://openalex.org/W4411850664","https://openalex.org/W4402141055","https://openalex.org/W7124830196","https://openalex.org/W7167935599","https://openalex.org/W4410090731"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-22T09:42:04.148104","created_date":"2026-04-15T00:00:00"}
