{"id":"W4394834817","doi":"10.1097/01.ju.0001009548.76580.ba.20","title":"MP71-20 BENEFITS AND COSTS OF ALTERNATIVE GUIDELINES FOR SURVEILLANCE OF HIGH-RISK NON-MUSCLE INVASIVE BLADDER CANCER (NMIBC)","year":2024,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bladder cancer; Medicine; Risk analysis (engineering); Oncology; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003303815,0.0003669985,0.0004342907,0.0008535738,0.0004281554,0.001555189,0.0009389118,0.00125817,0.009332946],"category_scores_gemma":[0.02042079,0.0004430432,0.00133661,0.001239326,0.00042509,0.0008819972,0.0006919522,0.001211101,0.0005146281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004085277,"about_ca_system_score_gemma":0.003681154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03536157,"about_ca_topic_score_gemma":0.04200498,"domain_scores_codex":[0.9977894,0.001314857,0.0001120653,0.00016544,0.0003808156,0.000237417],"domain_scores_gemma":[0.9847428,0.01114838,0.001694005,0.0005074459,0.001103748,0.0008036327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002353202,0.0009174807,0.1243624,0.0002806053,0.0009695265,0.0003090124,0.0001361217,0.7909655,0.000411304,0.01717122,0.01463215,0.0474916],"study_design_scores_gemma":[0.001841649,0.00299261,0.1002691,0.0004403974,0.001052069,0.000416567,0.0005098751,0.8618926,0.0008318229,0.01321221,0.01639709,0.0001440229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402692,0.001068527,0.008714892,0.004647754,0.0001740615,0.0006191408,0.0106604,0.0002223282,0.03362364],"genre_scores_gemma":[0.9901613,0.0003777947,0.0045155,0.0003150419,0.00003145641,0.0002403769,0.002027912,0.00002508251,0.002305439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03536157,"threshold_uncertainty_score":0.07031149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03837899042840651,"score_gpt":0.3335764283558818,"score_spread":0.2951974379274753,"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."}}