{"id":"W2606136853","doi":"10.5489/cuaj.4101","title":"A review of routinely collected data studies in urology: Methodological considerations, reporting quality, and future directions","year":2017,"lang":"en","type":"review","venue":"Canadian Urological Association Journal","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Checklist; Observational study; Guideline; Medicine; Data quality; Coding (social sciences); Data science; Computer science; Psychology; Pathology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0143423,0.0002848303,0.003507532,0.000312338,0.00046053,0.00006668824,0.0002654385,0.0006725778,0.0001546015],"category_scores_gemma":[0.1345894,0.0002024959,0.0003100778,0.0003723963,0.0001452458,0.0001362607,0.0001430617,0.001627063,0.000002479891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009657321,"about_ca_system_score_gemma":0.002877082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001215209,"about_ca_topic_score_gemma":0.004548108,"domain_scores_codex":[0.9932376,0.002326217,0.003145692,0.000492561,0.0003630376,0.0004349366],"domain_scores_gemma":[0.9887989,0.002104588,0.007297602,0.000531089,0.000835225,0.000432646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004499421,0.00007504865,0.07022252,0.02418204,0.002024301,0.00180453,0.0001610793,4.994645e-7,2.283885e-7,0.000535176,0.09810711,0.8028425],"study_design_scores_gemma":[0.0002377746,0.0001212627,0.02286226,0.01308773,0.001239847,0.003419208,0.00005150946,0.000002451495,7.882059e-9,0.0004122605,0.958397,0.0001686318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004105248,0.9809895,0.000003491894,0.01721855,0.000412611,0.0005506904,0.0001585777,0.00001473468,0.0006108356],"genre_scores_gemma":[0.00008401374,0.9934762,0.001164737,0.004285085,0.0007507805,0.00002625387,0.0001347846,0.00001185107,0.00006627441],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8602899,"threshold_uncertainty_score":0.8727003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7916797331110668,"score_gpt":0.577879672070167,"score_spread":0.2138000610408998,"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."}}