{"id":"W2009785202","doi":"10.1016/j.arthro.2012.07.010","title":"Validation of a Global Assessment of Arthroscopic Skills in a Cadaveric Knee Model","year":2012,"lang":"en","type":"article","venue":"Arthroscopy The Journal of Arthroscopic and Related Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; Pan Am Clinic","funders":"University of British Columbia; Arthroscopy Association of North America","keywords":"Cronbach's alpha; Arthroscopy; Intraclass correlation; Medicine; Physical therapy; Checklist; Cadaveric spasm; Test (biology); Reliability (semiconductor); Knee arthroscopy; Medical physics; Psychology; Surgery; Psychometrics; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001491008,0.0001811839,0.0007666353,0.0001603148,0.00006955619,0.000007949157,0.00005795053,0.0001645406,0.0001403286],"category_scores_gemma":[0.0001978369,0.0001201321,0.0001879792,0.000512068,0.0002723575,0.0002898266,0.00003651386,0.0003488638,0.000001983699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007437335,"about_ca_system_score_gemma":0.0003192271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001474348,"about_ca_topic_score_gemma":0.000002776402,"domain_scores_codex":[0.9976506,0.0002072488,0.001256897,0.0001126352,0.0004603882,0.0003122422],"domain_scores_gemma":[0.9981034,0.0005500537,0.0007998372,0.0001991582,0.0001665868,0.000180955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000218417,0.0006167538,0.9868115,0.0001071271,0.0002387833,0.00001184129,0.001167451,0.005334703,0.00212961,0.0006432855,0.00005138608,0.002669183],"study_design_scores_gemma":[0.005848555,0.00064025,0.9762962,0.001914593,0.0004441056,0.0002659185,0.0007675907,0.00805499,0.00424472,0.001108877,0.0001792081,0.0002349175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945238,0.00230503,0.0008719072,0.0002175801,0.0005293821,0.0002205616,0.000004530171,0.000009271823,0.001317894],"genre_scores_gemma":[0.9976622,0.001203839,0.0009151832,0.0001045844,0.00004592982,0.000001684618,0.000003704242,0.00001402614,0.000048847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01051519,"threshold_uncertainty_score":0.4898846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784011724035567,"score_gpt":0.319448069084425,"score_spread":0.3016079518440693,"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."}}