{"id":"W2015870827","doi":"10.5489/cuaj.2740","title":"Renal tumour scoring systems: How useful are they?","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; 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":[0.05519182,0.002241836,0.005316062,0.00725072,0.001931888,0.008989379,0.005182906,0.004502007,0.005915083],"category_scores_gemma":[0.1295516,0.001047614,0.002702946,0.007009373,0.00271197,0.01004841,0.002233519,0.005192027,0.002549747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747555,"about_ca_system_score_gemma":0.006832126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01695071,"about_ca_topic_score_gemma":0.04387241,"domain_scores_codex":[0.9754283,0.01016929,0.004046584,0.001388939,0.008166314,0.0008006321],"domain_scores_gemma":[0.8818485,0.0445444,0.009888933,0.004004288,0.05597793,0.003735865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001141612,0.0004628749,0.3151543,0.003143991,0.00271227,0.0002429008,0.0006703692,0.001859771,0.0005453536,0.004775729,0.09821643,0.5710744],"study_design_scores_gemma":[0.001370463,0.002925683,0.6491134,0.01910307,0.008571299,0.003829688,0.007460437,0.0332247,0.001666474,0.03458233,0.2367606,0.001391777],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1528415,0.5107801,0.05530412,0.1895382,0.0259171,0.001465782,0.01008286,0.001212865,0.05285747],"genre_scores_gemma":[0.6994802,0.1333411,0.1186277,0.01660823,0.01454273,0.001327377,0.008026985,0.0006608087,0.007384893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05519182,"threshold_uncertainty_score":0.2918858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04643436781076438,"score_gpt":0.2312833385050899,"score_spread":0.1848489706943256,"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."}}