{"id":"W4413771764","doi":"10.3390/ime4030031","title":"Competency in Orthopaedic Surgery: Student Perceptions and Objective Knowledge Assessment","year":2025,"lang":"en","type":"article","venue":"International Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Perception; Medical education; Competency assessment; Psychology; Medicine; Orthopedic surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002819374,0.0001885709,0.0002239056,0.000742482,0.0002153184,0.0008600659,0.0002571491,0.0003689683,0.001792862],"category_scores_gemma":[0.01050369,0.0001796002,0.0002325247,0.0004529937,0.0003927946,0.0005796907,0.0007019663,0.0004579976,0.000498319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002365128,"about_ca_system_score_gemma":0.0003827992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332738,"about_ca_topic_score_gemma":0.002273236,"domain_scores_codex":[0.9975762,0.0006503945,0.0002469288,0.0002027554,0.001091458,0.0002323729],"domain_scores_gemma":[0.9896661,0.003033134,0.004514798,0.0003836971,0.001195425,0.001206842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002077643,0.0001166766,0.9965024,0.000009882717,0.00001463556,0.0000139468,0.0002919602,0.00003353543,0.0002395942,0.00000618322,0.00003804087,0.00271241],"study_design_scores_gemma":[0.000001701435,0.000296367,0.9985191,0.000007278821,0.000004974871,0.00007736986,0.0005696477,0.0001598737,0.0002231971,0.000009900697,0.0001261073,0.000004544938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994856,0.00004606184,0.0001034453,0.00002985812,0.000002173409,0.000006015304,0.00003779351,0.000001824789,0.0002873182],"genre_scores_gemma":[0.9996214,0.00003304522,0.0001059035,0.00002103825,0.000003762743,0.000005871699,0.00005273937,0.000001150062,0.0001549808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002819374,"threshold_uncertainty_score":0.01491046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037244805321136,"score_gpt":0.4213904132932836,"score_spread":0.4110179652400722,"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."}}