{"id":"W3024808543","doi":"10.5489/cuaj.6286","title":"Stakeholder perspectives and status of surgical simulation and skills training in urology residency programs in Canada","year":2019,"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":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Stakeholder; Medical education; Medicine; Urology; Residency training; Political science; Public relations; Continuing education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004662351,0.0001789979,0.0001912427,0.001175569,0.006678519,0.002234224,0.001016487,0.0005786918,0.003964804],"category_scores_gemma":[0.01290397,0.0002500656,0.0002359306,0.001753537,0.001876962,0.000783693,0.002940747,0.0007958797,0.0001402197],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04468826,"about_ca_system_score_gemma":0.1196531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9347002,"about_ca_topic_score_gemma":0.9544847,"domain_scores_codex":[0.9927887,0.001714995,0.0002525609,0.00029904,0.002622935,0.002321718],"domain_scores_gemma":[0.9780387,0.00216015,0.001743213,0.0001421226,0.006460598,0.01145528],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002686057,0.0002233881,0.8389185,0.0005429857,0.00006092648,0.0007448402,0.08050016,0.001020976,0.001714454,0.002525791,0.009732237,0.06374721],"study_design_scores_gemma":[0.00001962547,0.00020697,0.8200164,0.0004486882,0.00002437243,0.0002465873,0.1540094,0.001620067,0.0005862468,0.0004049366,0.02233227,0.0000842985],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780147,0.000495211,0.0002799058,0.00946989,0.00002368127,0.00006471331,0.000437195,0.00002271534,0.01119205],"genre_scores_gemma":[0.9986137,0.0002758036,0.000186725,0.0003608548,0.00000413129,0.00001533733,0.00008573087,0.00000319351,0.0004543678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9953377,"threshold_uncertainty_score":0.3242375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03903698650252297,"score_gpt":0.2654906792222804,"score_spread":0.2264536927197574,"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."}}