{"id":"W2277020184","doi":"10.5489/cuaj.3143","title":"Low compliance with guidelines for re-staging in high-grade T1 bladder cancer and the potential impact on patient outcomes in the province of Alberta","year":2016,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Health; University of Calgary","funders":"Alberta Health Services","keywords":"Medicine; Bladder cancer; Cancer; Retrospective cohort study; Medical record; Cancer registry; Internal medicine; Urology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.00213183,0.0001660174,0.0002309608,0.001460471,0.001638472,0.001502545,0.001880513,0.0003906322,0.001862773],"category_scores_gemma":[0.01076178,0.0002239047,0.0003085095,0.003784262,0.0009091915,0.0003064607,0.0009842883,0.0005928786,0.0001494977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03040841,"about_ca_system_score_gemma":0.06134299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852059,"about_ca_topic_score_gemma":0.9897109,"domain_scores_codex":[0.9974294,0.000381245,0.0001616442,0.0001975824,0.001138264,0.0006919115],"domain_scores_gemma":[0.988097,0.001586994,0.003662128,0.0003076144,0.004065358,0.002280884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000990211,0.00004126232,0.9700999,0.0001959872,0.0000375922,0.0002502131,0.0009318549,0.0004316942,0.0001865666,0.0002848229,0.006617449,0.02082365],"study_design_scores_gemma":[0.00001379934,0.00002816749,0.9939831,0.0001602133,0.00001905299,0.0001282363,0.001838165,0.0003860701,0.00005964258,0.00005739415,0.003314006,0.00001213743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684871,0.005173662,0.0003626616,0.009182733,0.0001446558,0.0001386717,0.003925634,0.00007482723,0.01251011],"genre_scores_gemma":[0.9943047,0.001591503,0.0004808319,0.0007490242,0.00003387541,0.00002843437,0.001591423,0.00001180223,0.001208245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03040841,"threshold_uncertainty_score":0.2206295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752515580958209,"score_gpt":0.3015277582868561,"score_spread":0.274002602477274,"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."}}