{"id":"W4394803181","doi":"10.1097/01.ju.0001009420.83948.eb.10","title":"MP57-10 BENEFITS AND COSTS OF ALTERNATIVE GUIDELINES FOR SURVEILLANCE OF LOW-GRADE (LG) 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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nice; Bladder cancer; Excellence; Medicine; Cohort; Townsend; Cancer; Cumulative incidence; Incidence (geometry); Health care; Internal medicine; Oncology; Urology; Political science; Computer science","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":[0.003431285,0.0003791521,0.0004354456,0.0006962064,0.0004813071,0.001386367,0.001091865,0.001185304,0.008388493],"category_scores_gemma":[0.02172254,0.0005019131,0.00149352,0.001031607,0.0004783515,0.0007926826,0.0007734907,0.001338184,0.0005663136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004546396,"about_ca_system_score_gemma":0.003855255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04495984,"about_ca_topic_score_gemma":0.04890565,"domain_scores_codex":[0.9982344,0.001006828,0.00008780415,0.0001552845,0.0002824423,0.0002332694],"domain_scores_gemma":[0.9827948,0.01280577,0.001693291,0.000588999,0.001252703,0.0008644119],"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":[0.0014029,0.0007645104,0.1080814,0.0001848279,0.0005770156,0.0002563841,0.0000915884,0.8402029,0.0002805603,0.01014545,0.013005,0.02500753],"study_design_scores_gemma":[0.0009885365,0.001550573,0.05201694,0.0002411902,0.0004107869,0.0002208219,0.0002643767,0.9310079,0.000635942,0.005823309,0.006757911,0.0000817671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467598,0.0007586456,0.009894152,0.004495698,0.0001772578,0.0006193185,0.01282916,0.0002367264,0.02422918],"genre_scores_gemma":[0.987195,0.000360118,0.005746352,0.0003234126,0.0000330836,0.0002920198,0.003549679,0.00003628322,0.002464108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04495984,"threshold_uncertainty_score":0.0893963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05117346270870049,"score_gpt":0.35264893743316,"score_spread":0.3014754747244595,"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."}}