{"id":"W1966482531","doi":"10.1007/bf03023178","title":"Need for procedural skills training in undergraduate education","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Training (meteorology); Medical education; Psychology; Computer science; Mathematics education; Medicine","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":[0.001212103,0.0001370553,0.0002379826,0.0008463222,0.001239432,0.0008680787,0.0007115405,0.001864618,0.02139083],"category_scores_gemma":[0.01422246,0.0002017796,0.0003516437,0.0005502147,0.0003323399,0.0008947243,0.000736002,0.001394596,0.001027325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831482,"about_ca_system_score_gemma":0.009503641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01510242,"about_ca_topic_score_gemma":0.04129551,"domain_scores_codex":[0.998528,0.000212229,0.0001327262,0.0001220245,0.0005150454,0.0004899392],"domain_scores_gemma":[0.9790905,0.003096373,0.001732831,0.0002224357,0.003149079,0.01270882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006567763,0.002571147,0.6991805,0.0007879888,0.00004629523,0.002900493,0.001871297,0.000328202,0.004387699,0.001042423,0.02720553,0.2590216],"study_design_scores_gemma":[0.00006402931,0.000742774,0.9783224,0.0003962294,0.00003338257,0.002654677,0.005220097,0.0004994844,0.0005202934,0.0005485795,0.01095782,0.00004001258],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245992,0.002767258,0.0003883034,0.05040147,0.0007781945,0.0001215135,0.0002903594,0.00008126949,0.02057238],"genre_scores_gemma":[0.9923887,0.001229651,0.0007383412,0.00245579,0.0004510388,0.00004789513,0.0002209223,0.00001797414,0.002449609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02139083,"threshold_uncertainty_score":0.07155943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914407367781347,"score_gpt":0.300819964020707,"score_spread":0.2816758903428935,"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."}}