{"id":"https://openalex.org/W4411164131","doi":"https://doi.org/10.1007/s10916-025-02214-y","title":"Preparing Tomorrow\u2019s Physicians: The Case for Machine Learning in Medical Education","display_name":"Preparing Tomorrow\u2019s Physicians: The Case for Machine Learning in Medical Education","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4411164131","doi":"https://doi.org/10.1007/s10916-025-02214-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/40495102"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-025-02214-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-025-02214-y","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"letter","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":"https://openalex.org/A5047677179","display_name":"Julian Michael Burwell","orcid":"https://orcid.org/0009-0006-1059-5134"},"institutions":[{"id":"https://openalex.org/I75747061","display_name":"Geisinger Commonwealth School of Medicine","ror":"https://ror.org/04bqfk210","country_code":"US","type":"education","lineage":["https://openalex.org/I54713919","https://openalex.org/I75747061"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Julian Michael Burwell","raw_affiliation_strings":["Department of Medical Education, Geisinger Commonwealth School of Medicine, Scranton, PA, United States of America. julianburwell@gmail.com"],"raw_orcid":"https://orcid.org/0009-0006-1059-5134","affiliations":[{"raw_affiliation_string":"Department of Medical Education, Geisinger Commonwealth School of Medicine, Scranton, PA, United States of America. julianburwell@gmail.com","institution_ids":["https://openalex.org/I75747061"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5047677179"],"corresponding_institution_ids":["https://openalex.org/I75747061"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08235915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"49","issue":"1","first_page":"79","last_page":"79"},"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":0.9991000294685364,"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":0.9991000294685364,"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/T12574","display_name":"Clinical Reasoning and Diagnostic Skills","score":0.9412999749183655,"subfield":{"id":"https://openalex.org/subfields/2714","display_name":"Family Practice"},"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":0.9298999905586243,"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/health-informatics","display_name":"Health informatics","score":0.7973483800888062},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4790531396865845},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.43846678733825684},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2880857586860657},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.24305137991905212},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.13887718319892883}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7973483800888062},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4790531396865845},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.43846678733825684},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2880857586860657},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.24305137991905212},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.13887718319892883}],"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":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003479","descriptor_name":"Curriculum","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000458","qualifier_name":"organization & administration","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}],"locations_count":2,"locations":[{"id":"doi:10.1007/s10916-025-02214-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-025-02214-y","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:40495102","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40495102","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 medical systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1975252952","https://openalex.org/W4297812028","https://openalex.org/W4308181760","https://openalex.org/W4382992448","https://openalex.org/W4388522403","https://openalex.org/W4389444381","https://openalex.org/W4394693297","https://openalex.org/W4399071355","https://openalex.org/W4405200014","https://openalex.org/W4406597797","https://openalex.org/W4407555926","https://openalex.org/W4408248508","https://openalex.org/W4408838118","https://openalex.org/W4409490050","https://openalex.org/W4409728140","https://openalex.org/W4409752444"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}