{"id":"W4401834151","doi":"10.3390/siuj5040043","title":"Peer Review in Urology","year":2024,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Urology; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09382555,0.001497115,0.004185397,0.006480902,0.008417625,0.02434358,0.004869265,0.01096434,0.06531493],"category_scores_gemma":[0.3387554,0.00132779,0.001201425,0.006340324,0.01428094,0.01343749,0.01073853,0.01228627,0.04577816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003577029,"about_ca_system_score_gemma":0.04798336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152786,"about_ca_topic_score_gemma":0.002512441,"domain_scores_codex":[0.8484563,0.06329694,0.01364091,0.009798463,0.05873864,0.006068763],"domain_scores_gemma":[0.503196,0.1231886,0.04433708,0.03746699,0.2267528,0.06505859],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006988218,0.00007790375,0.001144031,0.004357306,0.00009808216,0.0002930112,0.001308163,0.0001377165,0.0006330695,0.0161475,0.7566565,0.2190768],"study_design_scores_gemma":[0.00003026699,0.00009995437,0.002003975,0.003118785,0.00003090005,0.0006919109,0.0006494607,0.0001963115,0.0004094137,0.01604525,0.9766559,0.00006797464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.003713757,0.1430617,0.02620802,0.3309054,0.3571422,0.002214116,0.0007232382,0.002606851,0.1334247],"genre_scores_gemma":[0.1108521,0.2023458,0.05094401,0.07185571,0.3058018,0.002871744,0.001720043,0.003195731,0.250413],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9061744,"threshold_uncertainty_score":0.4962029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.274859895877341,"score_gpt":0.538476602951517,"score_spread":0.263616707074176,"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."}}