{"id":"W2558883331","doi":"10.1016/j.soard.2016.11.019","title":"Comprehensive simulation-enhanced training curriculum for an advanced minimally invasive procedure: a randomized controlled trial","year":2016,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Psychomotor learning; Curriculum; Randomized controlled trial; Medicine; Cognition; Set (abstract data type); Cognitive skill; Physical therapy; Medical education; Surgery; Psychology; Pedagogy; Computer science; Psychiatry","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":[0.003978346,0.002601674,0.005873195,0.0006819779,0.001209215,0.001660942,0.00196637,0.004424787,0.01339715],"category_scores_gemma":[0.007202371,0.001514541,0.003023939,0.0009144485,0.002089215,0.00189653,0.001227835,0.004375057,0.001426068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001864041,"about_ca_system_score_gemma":0.003075826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003964202,"about_ca_topic_score_gemma":0.003758897,"domain_scores_codex":[0.99682,0.001553925,0.0003155437,0.0006474344,0.0002423098,0.0004208102],"domain_scores_gemma":[0.9957064,0.001846006,0.0008502792,0.0003531462,0.0003244625,0.0009197977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9753151,0.01850869,0.0004675301,0.0005197541,0.001138181,0.00001431775,0.00004969198,0.0001962749,0.0003143836,0.00006891854,0.0002313758,0.003175764],"study_design_scores_gemma":[0.9260947,0.06982782,0.001723416,0.00007662385,0.001360249,0.000006876674,0.0000440861,0.0003728649,0.0001187144,0.000107715,0.000246574,0.00002043508],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787924,0.003233026,0.0011729,0.000521555,0.001204436,0.01266856,0.0006702815,0.000106151,0.001630763],"genre_scores_gemma":[0.9709534,0.002166841,0.003354185,0.0009443558,0.0008200356,0.01772859,0.0007760525,0.00002394707,0.003232729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339715,"threshold_uncertainty_score":0.04481798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764418325057089,"score_gpt":0.3004905255576039,"score_spread":0.272846342307033,"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."}}