{"id":"W4415612164","doi":"10.5489/cuaj.9443","title":"Robot wars: The battle for robotic surgery at community hospitals across Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fraser Health; Moncton Hospital; University of British Columbia","funders":"","keywords":"Battle; Robot; Robotic surgery; Surgical robot","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":[0.003900782,0.0006174039,0.0004952059,0.001455806,0.0174502,0.00988574,0.002681623,0.003884759,0.02813242],"category_scores_gemma":[0.009418007,0.0006727031,0.0007334541,0.003608239,0.006728669,0.003348701,0.005844699,0.006741623,0.001982988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09998989,"about_ca_system_score_gemma":0.3128531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9775824,"about_ca_topic_score_gemma":0.9948717,"domain_scores_codex":[0.991927,0.000801794,0.0001568167,0.0005426477,0.00303596,0.003535674],"domain_scores_gemma":[0.9714611,0.001289036,0.001540717,0.0003700345,0.007613745,0.01772548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003367738,0.0002282348,0.06364939,0.0008783686,0.0001838185,0.001805902,0.01152898,0.001929272,0.002252579,0.04497861,0.5792343,0.2929938],"study_design_scores_gemma":[0.00006675088,0.0001885723,0.1543137,0.001171733,0.00007225446,0.001058582,0.07299621,0.00182259,0.0004485079,0.01009355,0.7575021,0.000265491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1213618,0.02080934,0.005299707,0.7653561,0.004666741,0.000189106,0.001665455,0.000499179,0.08015253],"genre_scores_gemma":[0.7793037,0.02270051,0.009447108,0.1126841,0.001252817,0.0001168409,0.001167172,0.0005672958,0.07276043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9000101,"threshold_uncertainty_score":0.7254808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287032760899705,"score_gpt":0.2194699486302359,"score_spread":0.2065996210212389,"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."}}