{"id":"W2981744421","doi":"10.1016/j.suronc.2019.10.014","title":"Patient frailty predicts worse perioperative outcomes and higher cost after radical cystectomy","year":2019,"lang":"en","type":"article","venue":"Surgical Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cystectomy; Perioperative; Medicine; General surgery; Intensive care medicine; Surgery; Internal medicine; Bladder cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003588334,0.0002130128,0.0003170835,0.0004606649,0.000383734,0.0007606811,0.0003605064,0.0005788316,0.003905648],"category_scores_gemma":[0.004410597,0.0001490518,0.0009152928,0.0006559347,0.0002798634,0.000451185,0.0006571433,0.0009656124,0.0002380562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003972593,"about_ca_system_score_gemma":0.0006911884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197882,"about_ca_topic_score_gemma":0.008538733,"domain_scores_codex":[0.9996389,0.00007943007,0.00004765961,0.00003990572,0.00006111718,0.0001329778],"domain_scores_gemma":[0.9973351,0.0005123732,0.001244732,0.0001057127,0.0001474967,0.0006544729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002191892,0.00005409482,0.995203,0.00002415439,0.0001917541,0.0001118207,0.0000301558,0.0001545463,0.0001095112,0.00004977113,0.0002928212,0.003559256],"study_design_scores_gemma":[0.000006831262,0.000079201,0.9986961,0.00002276642,0.0000783795,0.0002339386,0.0001471376,0.000296137,0.00002869373,0.0001628132,0.0002407366,0.000007227385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968522,0.001086452,0.00007826045,0.000428262,0.00005694948,0.000004120338,0.0003217117,0.000003032667,0.001169029],"genre_scores_gemma":[0.9990832,0.0002567915,0.00005111027,0.00007961715,0.00005005494,0.000002208083,0.0002781508,0.000001500034,0.0001973229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004197882,"threshold_uncertainty_score":0.0130657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802869660242763,"score_gpt":0.3131355664041396,"score_spread":0.295106869801712,"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."}}