{"id":"W3088395617","doi":"10.1111/ans.16319","title":"Pre‐operative frailty is predictive of adverse post‐operative outcomes in colorectal cancer patients","year":2020,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Frailty Index; Odds ratio; Colorectal cancer; Comorbidity; Logistic regression; Incidence (geometry); Quality of life (healthcare); Prospective cohort study; Complication; Adverse effect; Elective surgery; Population; Surgery; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002304787,0.0002206268,0.0009936356,0.0002296611,0.00003313475,0.000005831986,0.000111482,0.000114754,0.0004602202],"category_scores_gemma":[0.001331876,0.0001662952,0.0003148436,0.0003582176,0.000140592,0.0004493376,0.00005202886,0.000497094,0.000008407011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174335,"about_ca_system_score_gemma":0.0006468288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00017757,"about_ca_topic_score_gemma":0.00004498625,"domain_scores_codex":[0.9978264,0.0001337398,0.0009773157,0.000205544,0.0006091176,0.0002479086],"domain_scores_gemma":[0.9973566,0.0005189615,0.0005534041,0.0000907601,0.001224463,0.0002558303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002216395,0.0004948474,0.9689992,0.00006647214,0.0004772692,0.0001512143,0.0177587,0.00007922141,0.003334074,0.00000162467,0.005178289,0.001242713],"study_design_scores_gemma":[0.002517818,0.001395259,0.9660551,0.000597097,0.0001079915,0.00001801945,0.001467474,0.0001361022,0.02738875,0.000005870577,0.0001669274,0.0001436025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932174,0.0002371072,0.00001771654,0.005314845,0.000394344,0.0003510195,0.0002427499,0.000009215039,0.0002156219],"genre_scores_gemma":[0.9969858,0.0002102719,0.0001186144,0.002391801,0.0001447202,0.0000102039,0.00001420891,0.0000243129,0.0001000904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02405468,"threshold_uncertainty_score":0.6781321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355696233556459,"score_gpt":0.3130300314003699,"score_spread":0.2794730690648053,"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."}}