{"id":"W2024601023","doi":"10.5489/cuaj.1807","title":"Baseline urologic surgical skills among medical students: Differentiating trainees","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Dalhousie University; University of Toronto","funders":"","keywords":"Cohort; Medicine; Cystoscopy; Demographics; Test (biology); Laparoscopy; Physical therapy; Surgery; General surgery; Internal medicine; Urinary system; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0006315795,0.0001887051,0.0001925436,0.0006180117,0.0003340569,0.0005498008,0.0002896429,0.000356756,0.003347549],"category_scores_gemma":[0.002702715,0.0001252926,0.0001905819,0.0004280238,0.0003495074,0.0003799711,0.0007507156,0.000325479,0.0004917971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002902831,"about_ca_system_score_gemma":0.000558262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003123251,"about_ca_topic_score_gemma":0.003954943,"domain_scores_codex":[0.9995085,0.00005775559,0.00004372045,0.00007251128,0.0001618693,0.0001555661],"domain_scores_gemma":[0.9981086,0.0002939771,0.0006539584,0.00004823748,0.0001872121,0.0007080812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006389041,0.00004607193,0.9975132,0.00001018396,0.000006081121,0.00003726474,0.0002516547,0.00001541763,0.0004713059,0.000008362299,0.00003267609,0.001543866],"study_design_scores_gemma":[0.000001558828,0.0001441342,0.999207,0.000004204539,0.000003000928,0.00007923773,0.0003706983,0.00004710731,0.00008691962,0.000007106689,0.00004755114,0.000001558174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996071,0.00003728923,0.00003416612,0.00002086568,0.000002278331,0.000005666654,0.00004418453,0.000001317418,0.0002470708],"genre_scores_gemma":[0.9998009,0.00002312878,0.00003859051,0.00000572554,0.000003314899,0.00000317709,0.00004846288,4.93826e-7,0.00007624871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003347549,"threshold_uncertainty_score":0.01119864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009431932737833127,"score_gpt":0.2613513271767623,"score_spread":0.2519193944389292,"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."}}