{"id":"W2806967149","doi":"10.1002/nau.23728","title":"Teaching and evaluation of basic urodynamic skills in urology residency programs: Randomized controlled study","year":2018,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Statistics Canada; Jewish General Hospital","funders":"","keywords":"Medicine; Urology; Interpretation (philosophy); Randomized controlled trial; Graduate medical education; Medical education; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00524694,0.0001720748,0.001084751,0.0002785184,0.00009491887,0.000009545442,0.00004956827,0.0001493772,0.00003391196],"category_scores_gemma":[0.002770357,0.0001324022,0.000083524,0.0001360457,0.000440943,0.00005659368,0.00005010838,0.0004561343,0.000001458393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001363638,"about_ca_system_score_gemma":0.00007292491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006320024,"about_ca_topic_score_gemma":0.0003088416,"domain_scores_codex":[0.995912,0.002563885,0.0006435563,0.0003890416,0.0002639666,0.0002275427],"domain_scores_gemma":[0.9977937,0.001549242,0.0002154249,0.0001889098,0.0001750719,0.00007763375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2838798,0.002655131,0.5630155,0.00006063109,0.0005030825,0.0001407607,0.005281776,0.0004807994,0.000225699,0.007507047,0.000001515117,0.1362482],"study_design_scores_gemma":[0.3781864,0.001666992,0.2688662,0.00001033504,0.0007012915,0.00006203076,0.0001499063,0.3479962,4.03459e-7,0.002256855,0.00001882558,0.0000845758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931546,0.0001633257,0.00007139244,0.0007390814,0.0001532807,0.00242627,6.54919e-7,0.00003410826,0.003257324],"genre_scores_gemma":[0.9991022,0.00002687129,0.00008938457,0.0005720379,0.00005402471,0.00007623358,0.000007749614,0.00001660755,0.00005491159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3475154,"threshold_uncertainty_score":0.5399206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180034515760114,"score_gpt":0.3282516917188639,"score_spread":0.3102482401428525,"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."}}