{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007199771,0.0001065922,0.0001799426,0.00002782281,0.001040115,0.0001192491,0.0002606037,0.0001239666,0.00005176449],"category_scores_gemma":[0.001440721,0.00008430253,0.0001007548,0.0002074663,0.00002349802,0.00003888502,0.00002299294,0.0004983751,0.000006849273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002106251,"about_ca_system_score_gemma":0.0003846336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1222788,"about_ca_topic_score_gemma":0.7501016,"domain_scores_codex":[0.998967,0.00009198042,0.0002695674,0.00007361449,0.0001262851,0.0004715454],"domain_scores_gemma":[0.9960489,0.003354747,0.0000788332,0.0001567044,0.0001380913,0.000222755],"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":[0.000003204199,0.00001500632,0.2287111,0.00001363741,0.00019669,0.00000376116,0.0001687816,0.2681827,0.00004038782,0.0005070411,0.4994583,0.002699413],"study_design_scores_gemma":[0.0001963542,0.00001328377,0.7790182,0.00001086251,0.00004172335,0.00001118619,0.0001941392,0.009661453,0.00005191649,0.001228141,0.2093772,0.0001955645],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296403,0.0006708723,0.01071346,0.05351796,0.004169695,0.0003681698,0.000200165,0.00009391724,0.0006254466],"genre_scores_gemma":[0.9978307,0.00003370054,0.00007864738,0.001564154,0.0001389696,0.00003700602,0.00002926596,0.00001056931,0.0002769102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6278228,"threshold_uncertainty_score":0.883566,"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."}}