{"id":"W1967185624","doi":"10.1016/s0002-9610(00)00341-x","title":"The impact of external feedback on computer-assisted learning for surgical technical skill training","year":2000,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Session (web analytics); Competence (human resources); Significant difference; Dreyfus model of skill acquisition; Physical therapy; Medicine; Psychology; Computer science; Social psychology","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":[0.001864119,0.0001477029,0.0007465254,0.0001063451,0.0001786818,0.00002825543,0.0001474931,0.00003340527,0.0002327499],"category_scores_gemma":[0.0002668035,0.00006948234,0.0009157654,0.0003519323,0.0004283233,0.0000451246,0.0000116418,0.000498262,0.000004367883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006075894,"about_ca_system_score_gemma":0.0001667299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001504736,"about_ca_topic_score_gemma":1.877938e-7,"domain_scores_codex":[0.9981873,0.0002571193,0.0007379752,0.0001102241,0.0004022831,0.0003050689],"domain_scores_gemma":[0.9912722,0.007533791,0.0006926393,0.0001585725,0.0001596972,0.0001830771],"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":[0.006671841,0.0001542603,0.01316094,0.000004136245,0.0001690662,0.00009572935,0.0002894066,0.006438077,0.0001220098,0.00003505411,0.0001043406,0.9727551],"study_design_scores_gemma":[0.004725668,0.003425475,0.974185,0.0007097226,0.0001472236,0.003614391,0.000811122,0.006486463,0.00008878067,0.0001643925,0.005420084,0.0002216804],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975451,0.00009508453,0.0003688536,0.0005733653,0.00008871528,0.00009229715,0.000001503444,0.00001861351,0.001216474],"genre_scores_gemma":[0.9987928,0.0001434691,0.000315547,0.0001308665,0.0005050613,0.000002012035,0.000001573876,0.0000215722,0.00008707325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9725335,"threshold_uncertainty_score":0.2833408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05782157868861054,"score_gpt":0.3468138384728722,"score_spread":0.2889922597842617,"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."}}