{"id":"https://openalex.org/W7218080709","doi":null,"title":"An Analytical Framework for Evaluating Generative Artificial Intelligence and Faculty-Derived Narrative Feedback in Medical Students\u2019 Written Mental Status Examinations","display_name":"An Analytical Framework for Evaluating Generative Artificial Intelligence and Faculty-Derived Narrative Feedback in Medical Students\u2019 Written Mental Status Examinations","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7218080709"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.parthenonfrontiers.com:article/694","doi":null,"is_oa":true,"landing_page_url":"https://parthenonfrontiers.com/index.php/index/article/view/694","pdf_url":null,"source":{"id":"https://openalex.org/S7407058706","display_name":"European Journal of Emerging Medicine and Public Health","issn_l":"3087-4556","issn":["3087-4556"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3087-4556","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://parthenonfrontiers.com/index.php/index/article/view/694","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5154363339","display_name":"Dr. Reza Mahmoudi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dr. Reza Mahmoudi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5156234806","display_name":"Dr. Fatemeh Hosseini","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dr. Fatemeh Hosseini","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62685312,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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":0.8925999999046326,"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":0.8925999999046326,"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/T10254","display_name":"Innovations in Medical Education","score":0.09080000221729279,"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"}},{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.007600000128149986,"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/generative-ai","display_name":"generative AI","score":0.9860000014305115},{"id":"https://openalex.org/keywords/narrative-feedback","display_name":"narrative feedback","score":0.7710000276565552},{"id":"https://openalex.org/keywords/mental-status-examination","display_name":"mental status examination","score":0.8420000076293945},{"id":"https://openalex.org/keywords/medical-students","display_name":"medical students","score":0.8679999709129333},{"id":"https://openalex.org/keywords/instructor-feedback","display_name":"instructor feedback","score":0.7300000190734863},{"id":"https://openalex.org/keywords/ai-feedback","display_name":"AI-generated feedback","score":0.8600000143051147},{"id":"https://openalex.org/keywords/clinical-reasoning","display_name":"clinical reasoning","score":0.7260000109672546}],"concepts":[{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.6699000000953674},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6062999963760376},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.542900025844574},{"id":"https://openalex.org/C2780513070","wikidata":"https://www.wikidata.org/wiki/Q5318946","display_name":"Dynamic assessment","level":2,"score":0.542900025844574},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.5418999791145325},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5103999972343445},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.41999998688697815},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38769999146461487},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.35499998927116394},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3499000072479248},{"id":"https://openalex.org/C118147538","wikidata":"https://www.wikidata.org/wiki/Q1126970","display_name":"Metacognition","level":3,"score":0.3124000132083893},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.3009999990463257},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2694000005722046},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ojs2.parthenonfrontiers.com:article/694","doi":null,"is_oa":true,"landing_page_url":"https://parthenonfrontiers.com/index.php/index/article/view/694","pdf_url":null,"source":{"id":"https://openalex.org/S7407058706","display_name":"European Journal of Emerging Medicine and Public Health","issn_l":"3087-4556","issn":["3087-4556"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3087-4556","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ojs2.parthenonfrontiers.com:article/694","doi":null,"is_oa":true,"landing_page_url":"https://parthenonfrontiers.com/index.php/index/article/view/694","pdf_url":null,"source":{"id":"https://openalex.org/S7407058706","display_name":"European Journal of Emerging Medicine and Public Health","issn_l":"3087-4556","issn":["3087-4556"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3087-4556","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.9235000014305115,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"},{"score":0.5683000087738037,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7148536627","https://openalex.org/W4411432023","https://openalex.org/W7154764290","https://openalex.org/W7216042459","https://openalex.org/W7107957893","https://openalex.org/W4410447112","https://openalex.org/W7165360588","https://openalex.org/W7157592498","https://openalex.org/W7084144955","https://openalex.org/W4406328600"],"abstract_inverted_index":{"The":[0,125,151],"rapid":[1],"integration":[2,204],"of":[3,49,73,205],"generative":[4,77,130],"artificial":[5],"intelligence":[6],"(AI)":[7],"into":[8],"medical":[9,43,109,176],"education":[10,110,177],"has":[11],"introduced":[12],"transformative":[13],"opportunities":[14],"in":[15,23,33,107,143,175],"assessment":[16,202],"and":[17,39,70,80,100,111,121,136,148,193,203],"feedback":[18,51,54,74,112,140,164],"systems.":[19,208],"Narrative":[20],"feedback,":[21],"particularly":[22],"written":[24],"Mental":[25],"Status":[26],"Examinations":[27],"(MSEs),":[28],"plays":[29],"a":[30,61,154,159,180],"crucial":[31],"role":[32],"shaping":[34],"clinical":[35,96,146],"reasoning,":[36],"reflective":[37],"practice,":[38],"competency":[40],"development":[41],"among":[42],"students.":[44],"However,":[45],"the":[46,67,87,114,169],"comparative":[47],"effectiveness":[48],"AI-generated":[50],"versus":[52],"faculty-derived":[53],"remains":[55],"insufficiently":[56],"explored.":[57],"This":[58],"study":[59,88,152],"proposes":[60],"structured":[62],"analytical":[63],"framework":[64,115],"to":[65,168,190],"evaluate":[66],"qualitative,":[68],"pedagogical,":[69],"cognitive":[71],"dimensions":[72],"generated":[75],"by":[76,178],"AI":[78,131],"systems":[79],"human":[81],"faculty.Adopting":[82],"an":[83],"experimental":[84],"research":[85,166,197],"design,":[86],"integrates":[89],"multi-dimensional":[90],"evaluation":[91],"metrics":[92],"including":[93],"linguistic":[94],"quality,":[95],"accuracy,":[97],"pedagogical":[98,194],"relevance,":[99],"learner":[101],"impact.":[102],"Drawing":[103],"upon":[104],"existing":[105],"literature":[106],"AI-assisted":[108],"theory,":[113],"operationalizes":[116],"both":[117],"quantitative":[118],"scoring":[119],"mechanisms":[120],"qualitative":[122],"thematic":[123],"analysis.":[124],"findings":[126],"suggest":[127],"that":[128],"while":[129],"demonstrates":[132],"high":[133],"consistency,":[134],"scalability,":[135],"structural":[137],"coherence,":[138],"faculty":[139],"retains":[141],"superiority":[142],"contextual":[144],"depth,":[145],"nuance,":[147],"adaptive":[149,206],"mentorship.":[150],"highlights":[153],"hybrid":[155],"augmentation":[156],"model":[157],"as":[158],"viable":[160],"pathway":[161],"for":[162],"optimizing":[163],"systems.The":[165],"contributes":[167],"growing":[170],"discourse":[171],"on":[172],"AI-human":[173],"collaboration":[174],"providing":[179],"validated":[181],"evaluative":[182],"architecture.":[183],"It":[184],"also":[185],"identifies":[186],"critical":[187],"limitations":[188],"related":[189],"bias,":[191],"interpretability,":[192],"alignment.":[195],"Future":[196],"directions":[198],"include":[199],"longitudinal":[200],"impact":[201],"learning":[207]},"counts_by_year":[],"updated_date":"2026-10-04T09:36:47.201465","created_date":"2026-10-03T00:00:00"}
