{"id":"W2107355449","doi":"10.5489/cuaj.11190","title":"Status of robotic-assisted surgery among Canadian urology residents","year":2012,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perception; Urology; Medicine; Family medicine; Psychology","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":[0.001076874,0.000143351,0.0001552126,0.0007471945,0.002035547,0.0009042929,0.0007273833,0.0003975273,0.004050489],"category_scores_gemma":[0.004815032,0.000150482,0.0002256245,0.001337518,0.0007540801,0.0003223526,0.0006406063,0.0005324665,0.0002107846],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007682847,"about_ca_system_score_gemma":0.01425518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8288473,"about_ca_topic_score_gemma":0.8710697,"domain_scores_codex":[0.9985744,0.0001168314,0.0000585624,0.00009390161,0.0008219913,0.0003343078],"domain_scores_gemma":[0.9944219,0.0003892047,0.001142483,0.00005425813,0.002052287,0.001939838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001024832,0.0001065995,0.9521694,0.0002623291,0.00003544104,0.0004042243,0.0118379,0.0001528814,0.0006217091,0.0001424091,0.005421744,0.02874277],"study_design_scores_gemma":[0.000005826666,0.0001407698,0.9762341,0.0001572371,0.00001909822,0.0006577201,0.01602687,0.0001992079,0.0001430199,0.00002220061,0.006360353,0.00003368251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936487,0.0007853038,0.00007061488,0.001396388,0.00002745282,0.00001972482,0.0004257213,0.000009406046,0.00361672],"genre_scores_gemma":[0.9978163,0.0008801482,0.0001589505,0.0002337247,0.00001417317,0.00001141837,0.0001856252,0.000003112621,0.0006966101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9923171,"threshold_uncertainty_score":0.3443212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03930817128959587,"score_gpt":0.2691370250925251,"score_spread":0.2298288538029292,"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."}}