{"id":"W2120860600","doi":"","title":"A randomized pilot validation of educational measures in teaching shoulder arthroscopy to surgical residents.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Orthopedic surgery; Arthroscopy; Rotator cuff; Shoulder surgery; Shoulders; Rotator cuff injury; Surgery; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.003805126,0.00008389619,0.0003540491,0.0002578215,0.00003099109,0.00001148995,0.00004164873,0.00004597327,0.000173415],"category_scores_gemma":[0.002570678,0.00006891207,0.00007924943,0.000219993,0.00004421074,0.00006048681,0.00001438262,0.0001550737,0.000006388359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006533633,"about_ca_system_score_gemma":0.00003715412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053585,"about_ca_topic_score_gemma":0.0000278376,"domain_scores_codex":[0.9985512,0.0001577828,0.0004833188,0.0001697381,0.000399731,0.0002382276],"domain_scores_gemma":[0.9982936,0.001271618,0.0000749389,0.0001059651,0.00007135255,0.0001825133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2869737,0.00175679,0.4578144,0.00008684558,0.0002109264,0.00004905129,0.002053927,0.001124461,0.00020224,0.01887798,0.0002638893,0.2305858],"study_design_scores_gemma":[0.1729121,0.00003452141,0.8220694,0.00005789682,0.00004035481,0.000009789822,0.00006272722,0.00005970705,0.001796407,0.0007319112,0.002118915,0.0001062885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627787,0.00008124609,0.0005792092,0.002053826,0.0001443025,0.00111833,7.925385e-7,0.0000205472,0.03322298],"genre_scores_gemma":[0.9984025,0.000003999094,0.0003903391,0.0002578195,0.0001512826,0.0002199583,0.00001605785,0.00001047537,0.0005475098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.364255,"threshold_uncertainty_score":0.3077527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07057829300164212,"score_gpt":0.3575089360981965,"score_spread":0.2869306430965544,"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."}}