{"id":"W4226306406","doi":"10.1097/ju.0000000000002562.04","title":"MP23-04 BENEFIT OF NEOADJUVANT CHEMOTHERAPY FOR INVASIVE BLADDER CANCER PATIENTS TREATED WITH RADIATION-BASED THERAPY: AN INVERSE PROBABILITY TREATMENT WEIGHTED ANALYSIS","year":2022,"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":"Medicine; Radiation therapy; Bladder cancer; Chemotherapy; Cancer; Psychoanalysis; Radiology; Surgery; Internal medicine; Psychology","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":[0.01030129,0.0009262184,0.002228045,0.001059796,0.0003401828,0.001823364,0.001257373,0.001095803,0.01176879],"category_scores_gemma":[0.02942716,0.0004653408,0.01150763,0.0008467662,0.0005341371,0.00162067,0.00163205,0.002887157,0.001222786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009167696,"about_ca_system_score_gemma":0.001192969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002550888,"about_ca_topic_score_gemma":0.002342056,"domain_scores_codex":[0.9935883,0.003931985,0.0003277223,0.0007918022,0.001023237,0.0003368444],"domain_scores_gemma":[0.979001,0.01480182,0.002644255,0.001579422,0.001188808,0.0007847659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.178573,0.001230594,0.3417531,0.00356465,0.1170929,0.0006573985,0.0002869314,0.033,0.003931266,0.007553614,0.02176814,0.2905883],"study_design_scores_gemma":[0.01565578,0.0287183,0.5976045,0.001495334,0.1816071,0.001765028,0.0008554546,0.1000769,0.003592713,0.0269637,0.04111827,0.0005469153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041752,0.02168638,0.03592248,0.005563458,0.001428929,0.001093584,0.01146976,0.0003002201,0.01836005],"genre_scores_gemma":[0.976872,0.002087322,0.006023162,0.001385873,0.0006961984,0.0004933437,0.004756643,0.0002463728,0.007439162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176879,"threshold_uncertainty_score":0.05447906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982556096607286,"score_gpt":0.2731670316690163,"score_spread":0.2533414707029435,"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."}}