{"id":"W3181085048","doi":"10.1111/anae.15537","title":"Functional decline after major elective non‐cardiac surgery: a multicentre prospective cohort study","year":2021,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Medical Research Council; Ontario Ministry of Research, Innovation and Science; United Kingdom Clinical Research Collaboration; Monash University; University of Toronto; Ontario Ministry of Research and Innovation; Royal College of Anaesthetists; Canadian Institutes of Health Research; National Institute for Health and Care Research; Heart and Stroke Foundation of Canada; Australian and New Zealand College of Anaesthetists; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Prospective cohort study; Odds ratio; Cardiac surgery; Surgery; Coronary artery disease; Cohort; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006596447,0.0003277709,0.001391225,0.0001376148,0.000117508,0.00005310979,0.00005555817,0.0001392996,0.0006078181],"category_scores_gemma":[0.0003408371,0.0002739936,0.000974549,0.0005984947,0.0000745832,0.0001134099,0.00005564575,0.0002880607,0.0003337924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830605,"about_ca_system_score_gemma":0.0003756249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020572,"about_ca_topic_score_gemma":0.00008057279,"domain_scores_codex":[0.9973798,0.0002869266,0.0004193137,0.0007007761,0.0007506757,0.0004624838],"domain_scores_gemma":[0.9981824,0.0004937232,0.00008514623,0.0005131761,0.000447044,0.0002784861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001019788,0.0009653009,0.9885756,0.00001963491,0.0009550518,0.004020059,0.0003008643,9.983203e-7,0.00005129582,0.0001132446,0.001521306,0.002456798],"study_design_scores_gemma":[0.001256321,0.0002113979,0.9805495,0.00003530305,0.0009088803,0.000160056,0.0006594953,0.00001521183,0.0004873355,0.00002232096,0.01540055,0.0002936155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903277,0.0007244106,0.00004836738,0.001890836,0.0002236285,0.001549283,0.000007093839,0.0001062869,0.005122441],"genre_scores_gemma":[0.9907179,0.0001235316,0.0002075108,0.001476745,0.000375525,0.0004234678,0.00007349537,0.00005427055,0.006547559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01387925,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008774810876964663,"score_gpt":0.2464433333484053,"score_spread":0.2376685224714407,"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."}}