{"id":"W2272017371","doi":"10.1016/j.amjsurg.2015.10.008","title":"Reliable assessment of operative performance","year":2015,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Generalizability theory; Reliability (semiconductor); Variance (accounting); Medicine; Variance components; Medical physics; Physical therapy; Psychology; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001306026,0.00005135207,0.000375802,0.00007668351,0.00002323826,0.000005115873,0.00004941149,0.000007760359,0.00006009763],"category_scores_gemma":[0.0001402257,0.00002756084,0.00009943944,0.0002636116,0.0001605574,0.00007262625,0.00001118846,0.0001533036,0.000002897565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003452799,"about_ca_system_score_gemma":0.0003210677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009312435,"about_ca_topic_score_gemma":4.823489e-8,"domain_scores_codex":[0.9991478,0.00006581742,0.0003404978,0.00003860738,0.0003152975,0.00009198432],"domain_scores_gemma":[0.998647,0.0003932728,0.0004330963,0.00009424837,0.0003160851,0.0001162656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000906148,0.0001390823,0.905691,0.00001220189,0.0001679269,0.00005024804,0.000678125,0.00350133,0.0002218462,0.00008635951,0.0008283957,0.08771732],"study_design_scores_gemma":[0.00147463,0.0008123284,0.9807695,0.0002815267,0.00009009831,0.0003208423,0.003480742,0.004310687,0.0009017864,0.00004494794,0.007419809,0.00009315879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928622,0.00007408527,0.0001301233,0.0008081336,0.0001284195,0.00002705257,3.372814e-7,0.000003841898,0.005965861],"genre_scores_gemma":[0.9986545,0.00008115812,0.0006306629,0.0004244969,0.0001048191,4.708203e-7,4.919173e-7,0.000005802382,0.00009758933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08762415,"threshold_uncertainty_score":0.1123898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09641378202547783,"score_gpt":0.3733352164273037,"score_spread":0.2769214344018258,"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."}}