{"id":"W4391882680","doi":"10.5489/cuaj.8524","title":"Analyzing the influence of expanding multispecialty adoption of robotic surgery on robotic urologic care","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; University of Toronto; NOSM University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Specialty; Prostatectomy; Robotic surgery; General surgery; Surgery; Internal medicine; Prostate; Family medicine","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":[0.004779623,0.0001911161,0.0002000823,0.001796755,0.000355051,0.001251121,0.0008320339,0.0003045401,0.001772152],"category_scores_gemma":[0.02062484,0.0001866599,0.0007521129,0.002965317,0.0006017232,0.0008210847,0.00113962,0.0005431732,0.000155356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002857617,"about_ca_system_score_gemma":0.005937547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08610655,"about_ca_topic_score_gemma":0.1662857,"domain_scores_codex":[0.9959012,0.0009861029,0.0006165198,0.0005631828,0.001266779,0.0006662646],"domain_scores_gemma":[0.9564699,0.01037461,0.02504447,0.0009523488,0.004409193,0.002749554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003520586,0.00000872741,0.9966072,0.000067136,0.00005976532,0.00003209338,0.00008797047,0.00007592314,0.00004774509,0.00003668838,0.000167883,0.002773754],"study_design_scores_gemma":[0.000001738199,0.00003496308,0.9986993,0.00007675379,0.00003680567,0.00007993373,0.0003445725,0.0001697055,0.0000538859,0.00001188225,0.0004873527,0.00000304714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933795,0.002840138,0.0002938904,0.0005287445,0.00002623682,0.00002685225,0.001582216,0.000006534424,0.001315706],"genre_scores_gemma":[0.9981055,0.0008813757,0.000222463,0.0001341864,0.00003719662,0.00001798973,0.0005092126,0.000003818761,0.00008818671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08610655,"threshold_uncertainty_score":0.1712107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894564828710203,"score_gpt":0.2766149292944236,"score_spread":0.2476692810073216,"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."}}