{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009373541,0.0001334464,0.0002376396,0.0009461526,0.00008055412,0.000031396,0.0001497114,0.0001575169,0.001316532],"category_scores_gemma":[0.003652807,0.0001271296,0.00006544458,0.0007867485,0.0001842951,0.0001274396,0.0000783034,0.000512174,0.0000301507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008128981,"about_ca_system_score_gemma":0.00558991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000978551,"about_ca_topic_score_gemma":0.00009810844,"domain_scores_codex":[0.9981237,0.00009293811,0.0005814374,0.0003369967,0.0006910321,0.0001739191],"domain_scores_gemma":[0.9987854,0.0002637842,0.00008874343,0.0001928279,0.000560293,0.0001089373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002342263,0.002748514,0.6282557,0.00009486522,0.00007280909,0.000004348763,0.0009911811,6.26162e-7,0.00003796857,0.03632859,0.02692014,0.3045219],"study_design_scores_gemma":[0.0006447167,0.0000304069,0.9729974,0.0009988312,0.00003408594,0.00004057364,0.003069974,0.001442898,0.000006108491,0.00154258,0.01909436,0.00009810916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725973,0.000354651,0.001365358,0.06253444,0.005722125,0.0004869281,0.000002268069,0.00005493594,0.05688194],"genre_scores_gemma":[0.9883043,0.0002998276,0.002030674,0.006367523,0.0004638697,0.0003237413,0.0002192628,0.00001083397,0.00197996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3447417,"threshold_uncertainty_score":0.9995964,"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."}}