{"id":"W2012863364","doi":"10.1097/00006534-200201000-00041","title":"Teaching Technical Skills","year":2002,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"University of Toronto","keywords":"Medicine; Medical education; Medical physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002617014,0.0001514267,0.0003866534,0.000206705,0.0001120429,0.00001693629,0.00003585748,0.0001082197,0.003847482],"category_scores_gemma":[0.003240402,0.0001294236,0.0001965268,0.000178111,0.0001571509,0.00009541127,0.00002156328,0.0004138087,0.0003212507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006264058,"about_ca_system_score_gemma":0.000027505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005682707,"about_ca_topic_score_gemma":0.000001179591,"domain_scores_codex":[0.9987841,0.00006685824,0.0003453178,0.0002830951,0.0002309391,0.0002896395],"domain_scores_gemma":[0.9935054,0.005991999,0.00008280694,0.0001534374,0.00005448348,0.0002118695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000100829,0.0003454597,0.3384353,0.00004165732,0.0001260097,0.0002480772,0.0001657244,0.00001482041,0.0003735859,0.00146895,0.0008556153,0.657824],"study_design_scores_gemma":[0.007616344,0.000307727,0.8831306,0.001569376,0.000470418,0.00603365,0.0007893252,0.01754466,0.0008598107,0.002254566,0.07776524,0.001658262],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893962,0.00007917772,0.0007240805,0.0001751987,0.0007869468,0.000124633,0.000006405477,0.0002354936,0.1039061],"genre_scores_gemma":[0.9979022,0.00001031478,0.001120686,0.0002103555,0.0002438534,0.000009388186,0.000007870222,0.00001998666,0.0004753259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6561657,"threshold_uncertainty_score":0.9970632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964397468101396,"score_gpt":0.269905676501857,"score_spread":0.2402617018208431,"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."}}