{"id":"W4412685111","doi":"10.3329/cbmj.v14i2.83326","title":"Role Modelling in Medical Education","year":2025,"lang":"en","type":"article","venue":"Community Based Medical Journal","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005392227,0.000103702,0.0001928453,0.0003854535,0.001125115,0.00001915824,0.0005763847,0.0004303094,0.0034525],"category_scores_gemma":[0.004494954,0.00008818563,0.0000491244,0.0005658826,0.00007823179,0.000125199,0.0001195061,0.005816561,0.00008623776],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004782722,"about_ca_system_score_gemma":0.05588054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008089556,"about_ca_topic_score_gemma":0.001528572,"domain_scores_codex":[0.9939184,0.00412798,0.0007646345,0.00008510536,0.0008139994,0.0002898353],"domain_scores_gemma":[0.9973215,0.001195172,0.0001648167,0.0002737309,0.0004748241,0.0005699842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002063602,0.01066655,0.1711941,0.0009003357,0.00009252277,0.00004922052,0.02968079,0.001793799,0.0001027248,0.1143451,0.349662,0.3194493],"study_design_scores_gemma":[0.008811679,0.0001804577,0.03489704,0.02350214,0.0000496595,0.00004235423,0.1286283,0.4281248,0.00005506571,0.1006276,0.2745258,0.0005551064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5854432,0.0005971286,0.09885162,0.2020232,0.008514383,0.0005013737,0.000002253919,0.00008103483,0.1039858],"genre_scores_gemma":[0.9249685,0.0000653059,0.001412658,0.07117503,0.0003937514,0.00007708292,0.00004384908,0.00001013131,0.001853636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.426331,"threshold_uncertainty_score":0.9974585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04644248669206465,"score_gpt":0.4889867938992766,"score_spread":0.442544307207212,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}