{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01659954,0.002059252,0.002063717,0.001172286,0.001213994,0.00104734,0.001725572,0.002579265,0.006239544],"category_scores_gemma":[0.02612326,0.001493238,0.001147697,0.0009076517,0.00294286,0.001746484,0.001286404,0.002052606,0.001131764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001734242,"about_ca_system_score_gemma":0.003229238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134146,"about_ca_topic_score_gemma":0.001424875,"domain_scores_codex":[0.9833013,0.01115727,0.001213387,0.001598495,0.001862693,0.0008669409],"domain_scores_gemma":[0.9662574,0.01917384,0.005640419,0.002926362,0.003622335,0.002379687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.615644,0.3380885,0.007860269,0.0006965759,0.000343534,0.00006549721,0.0007972455,0.0008550554,0.004826814,0.0002705544,0.0004850012,0.03006699],"study_design_scores_gemma":[0.2215555,0.7683678,0.007059651,0.00003034387,0.0001362999,0.00001913903,0.0001593328,0.0006585096,0.001432964,0.0001017388,0.0004543222,0.00002445058],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474581,0.0001320959,0.001780175,0.0001149165,0.0003292118,0.04906622,0.0003037323,0.00008783393,0.0007276726],"genre_scores_gemma":[0.8754993,0.0002694652,0.01736803,0.0003969819,0.0003438158,0.1041144,0.0003714998,0.00002631605,0.001610198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01659954,"threshold_uncertainty_score":0.08778787,"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."}}