{"id":"W1773912336","doi":"10.5489/cuaj.2793","title":"Few modifiable factors predict readmission following radical cystectomy","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Clinical and Translational Science Collaborative of Cleveland, School of Medicine, Case Western Reserve University; National Institutes of Health","keywords":"Medicine; Cystectomy; Confidence interval; Reimbursement; Healthcare Cost and Utilization Project; Odds ratio; Logistic regression; Bladder cancer; Health care; Hospital readmission; Emergency medicine; Medicaid; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005778802,0.0001706478,0.0003428066,0.0001602485,0.0002545648,0.00008538642,0.0001107391,0.0003221804,0.0004389387],"category_scores_gemma":[0.001108499,0.0001218044,0.0002192997,0.0002151021,0.00002047397,0.0001389583,0.00001292468,0.0005789182,0.00007421958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401296,"about_ca_system_score_gemma":0.001721266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003170023,"about_ca_topic_score_gemma":0.0001335487,"domain_scores_codex":[0.998123,0.0001578048,0.0003133307,0.000210348,0.0006308713,0.0005646761],"domain_scores_gemma":[0.9969473,0.00007440607,0.0001443545,0.0001162078,0.0001687535,0.002548981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001034299,0.0000722644,0.9558507,0.000003050457,0.0002334847,0.0003762529,0.0002164471,0.00004520491,0.0000668549,0.00003447574,0.04215678,0.0008410994],"study_design_scores_gemma":[0.0101164,0.002068687,0.5291035,0.00008203937,0.0005814902,0.0006362812,0.000430625,0.0005606764,0.0002272477,0.002055233,0.453711,0.0004268099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730614,0.0005206068,0.0001174022,0.01090548,0.001038837,0.0002841743,0.00003365165,0.00007425198,0.01396414],"genre_scores_gemma":[0.9952315,0.0000186894,0.0001973529,0.001840356,0.0005655717,0.000007276393,0.00003701436,0.00001820642,0.002084045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4267471,"threshold_uncertainty_score":0.6279306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116078757182463,"score_gpt":0.2642042322983253,"score_spread":0.2330434447265007,"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."}}