{"id":"W2285819080","doi":"10.1002/jso.24132","title":"Predictors of costs associated with radical cystectomy for bladder cancer: A population‐based retrospective cohort study in the province of Quebec, Canada","year":2015,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cystectomy; Bladder cancer; Retrospective cohort study; Cohort; Multivariate analysis; Surgery; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008613122,0.0001177383,0.0008555119,0.00009437313,0.00002098834,0.000002961733,0.0001152855,0.00009719093,0.00002580279],"category_scores_gemma":[0.0002049714,0.0000646636,0.00008418237,0.0002631313,0.00009363217,0.00004417326,0.00000922746,0.0002601213,3.842334e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002933971,"about_ca_system_score_gemma":0.007196714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3235161,"about_ca_topic_score_gemma":0.8318323,"domain_scores_codex":[0.9980246,0.0003002145,0.0006341569,0.0001260726,0.0007444901,0.0001705122],"domain_scores_gemma":[0.9979909,0.000466043,0.0006679388,0.000111794,0.0006263525,0.0001369497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004772685,0.001561862,0.9897248,0.00001405296,0.0006525401,0.0005999847,0.0002183295,0.0001106485,0.000004864627,0.00001033355,0.001999492,0.0003303667],"study_design_scores_gemma":[0.01927625,0.007981385,0.9692553,0.0001155296,0.0006094794,0.00007043613,0.0004215698,0.00004590207,0.0000499341,0.000009961046,0.002105166,0.00005903489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960452,0.0001749575,0.00001314805,0.001701579,0.0001863304,0.001343693,0.00004816781,0.000002973705,0.0004838899],"genre_scores_gemma":[0.9995552,0.00001291103,0.00004081496,0.0001120995,0.0001222906,0.00005394428,0.000009512673,0.00001106597,0.00008220594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5083162,"threshold_uncertainty_score":0.9984316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882937335041468,"score_gpt":0.3092749448891801,"score_spread":0.2904455715387654,"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."}}