{"id":"W2476734273","doi":"10.5489/cuaj.4228","title":"Are renal tumour scoring systems better than clinical judgement at predicting partial nephrectomy complexity?","year":2017,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Nephrectomy; Medicine; Intraclass correlation; Clinical judgement; Confidence interval; Cohort; Judgement; Surgery; Kidney; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01118048,0.0005085604,0.0006545937,0.002050949,0.000271165,0.001514215,0.0005460271,0.0007121809,0.002141055],"category_scores_gemma":[0.05661905,0.0002423534,0.0007010177,0.001482041,0.0005741663,0.00146226,0.0007716924,0.0004436894,0.0006238531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004455173,"about_ca_system_score_gemma":0.0004866015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176888,"about_ca_topic_score_gemma":0.001568325,"domain_scores_codex":[0.9946342,0.00261187,0.0006019785,0.0006542497,0.001247344,0.0002503702],"domain_scores_gemma":[0.9560204,0.02291212,0.01277682,0.001433826,0.005264135,0.001592731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004079039,0.00002270747,0.9795957,0.00007570449,0.0002087931,0.0000273469,0.0001105394,0.0003855717,0.0002307057,0.00004969933,0.0004156148,0.0184696],"study_design_scores_gemma":[0.00005595514,0.0006902563,0.9853823,0.0001136294,0.0001737535,0.0004476065,0.0003770882,0.01070257,0.0005298284,0.0006349047,0.0008420213,0.00005011641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908799,0.001788537,0.004433352,0.0003971461,0.00009798718,0.00005212738,0.0002899147,0.00004937731,0.002011602],"genre_scores_gemma":[0.9977302,0.0001658851,0.001711629,0.000044472,0.00006386628,0.00001662325,0.0001557571,0.000008843524,0.0001027549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118048,"threshold_uncertainty_score":0.0591287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0966184951935314,"score_gpt":0.3049998338503316,"score_spread":0.2083813386568003,"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."}}