{"id":"W1501997055","doi":"10.1002/cncr.28510","title":"Perioperative chemotherapy for muscle‐invasive bladder cancer: A population‐based outcomes study","year":2014,"lang":"en","type":"article","venue":"Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Queen's University","funders":"Cancer Care Ontario","keywords":"Medicine; Bladder cancer; Cystectomy; Propensity score matching; Perioperative; Internal medicine; Population; Cancer; Cancer registry; Oncology; Proportional hazards model; Stage (stratigraphy); Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000079561,0.0002521709,0.0004714899,0.00007213213,0.000155485,0.00002743149,0.00008345192,0.00006919777,0.001258305],"category_scores_gemma":[0.00005048529,0.0001874694,0.0001612072,0.0001353605,0.00003428197,0.00006958379,0.00001032048,0.00008898364,0.00001018348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003164625,"about_ca_system_score_gemma":0.0003514309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002291841,"about_ca_topic_score_gemma":0.001700753,"domain_scores_codex":[0.9988151,0.0000410523,0.0002257189,0.0004049988,0.0002336339,0.0002795593],"domain_scores_gemma":[0.9991805,0.00009317756,0.00008278701,0.0003124552,0.000198557,0.0001325313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004592335,0.0005747554,0.9591814,0.00007805249,0.0006837297,0.000002890439,0.002230684,0.0001501526,0.0007428979,0.00005648505,0.001841635,0.03399812],"study_design_scores_gemma":[0.01481238,0.001088582,0.967918,0.00008064794,0.000462738,6.622903e-7,0.0004777889,0.000367434,0.002295828,0.00004607553,0.01217853,0.0002713132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895978,0.0005570059,0.0005421582,0.004654177,0.0005772674,0.002931872,0.0001520701,0.0001043087,0.0008833219],"genre_scores_gemma":[0.9864555,0.00006629717,0.0003924148,0.007018179,0.0005064132,0.00274025,0.00003844908,0.00006343041,0.002719072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0337268,"threshold_uncertainty_score":0.9996547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035813506930509,"score_gpt":0.3528648344628884,"score_spread":0.3225066993935833,"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."}}