{"id":"W2310498539","doi":"","title":"EDUCATIONAL BENEFITS OF COMPUTER-ASSISTED SURGERY SIMULATIONS AND DIRECTED PRACTICE FOR THE TRAINEE","year":2012,"lang":"en","type":"article","venue":"","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Apprenticeship; Flexibility (engineering); Task (project management); Medicine; Cognitive skill; Cognition; Medical education; Physical therapy; Learning curve; Psychology; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009655452,0.0004382149,0.0002395103,0.0004883941,0.0005051146,0.0006652257,0.0003920872,0.0006748243,0.006012337],"category_scores_gemma":[0.004344446,0.0001463995,0.0004226394,0.0002181443,0.0003611709,0.0004239021,0.00161095,0.0006384188,0.0005196827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004605914,"about_ca_system_score_gemma":0.00112218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007108282,"about_ca_topic_score_gemma":0.002136273,"domain_scores_codex":[0.9991238,0.0004173282,0.00003780906,0.00007302121,0.0002291134,0.0001190097],"domain_scores_gemma":[0.997186,0.00121772,0.0002721547,0.0001258917,0.0002080592,0.0009902039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001801104,0.04122522,0.02645691,0.002650232,0.0001282146,0.000906907,0.008209694,0.00188457,0.01665531,0.001087077,0.007770667,0.8912241],"study_design_scores_gemma":[0.003043039,0.06606751,0.7935598,0.003290625,0.0008106498,0.004852502,0.02115821,0.006155879,0.01664449,0.004136584,0.07993583,0.0003448832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803708,0.0005005956,0.002984211,0.001698037,0.0001215624,0.0004426654,0.000107425,0.0002392865,0.01353542],"genre_scores_gemma":[0.9813867,0.0007649842,0.01366797,0.0004059077,0.00008465084,0.0003587292,0.00008772444,0.00001279913,0.003230408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006012337,"threshold_uncertainty_score":0.02011329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04460081792044948,"score_gpt":0.3149291980210441,"score_spread":0.2703283801005947,"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."}}