{"id":"W3113819202","doi":"10.1093/geroni/igaa057.963","title":"Predicting Hospital Outcomes Using the Reported Edmonton Frail Scale-Thai Version","year":2020,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Orthopedic surgery; Logistic regression; Poisson regression; American society of anesthesiologists; Prospective cohort study; Receiver operating characteristic; Geriatrics; Physical therapy; Emergency medicine; Surgery; Internal medicine; Population; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00141178,0.0005325074,0.0003483949,0.001284394,0.0001805079,0.0007857768,0.0002506141,0.0002606294,0.001892244],"category_scores_gemma":[0.007246009,0.0001377395,0.0008312291,0.0007919669,0.0001639014,0.0004133076,0.0006678671,0.0004613786,0.00028296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745245,"about_ca_system_score_gemma":0.0002817366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00245273,"about_ca_topic_score_gemma":0.002252731,"domain_scores_codex":[0.9994366,0.0002067539,0.0001247593,0.00007643923,0.0001098229,0.00004565418],"domain_scores_gemma":[0.9966924,0.0008544276,0.001474685,0.0001244553,0.0004869705,0.0003668894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001655906,0.0000425685,0.9925661,0.00003306419,0.0001047283,0.00004359756,0.00006322553,0.0004271056,0.00007120422,0.00003095129,0.0003277638,0.006124161],"study_design_scores_gemma":[0.00004144009,0.0005698013,0.9902906,0.00006662642,0.00008936704,0.0003657637,0.0002578049,0.007431745,0.0001516296,0.0002205597,0.0004909385,0.0000236908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964635,0.0002874412,0.0007213893,0.00007841436,0.00002100258,0.00004022261,0.001441528,0.00001896741,0.0009276308],"genre_scores_gemma":[0.9979615,0.00009764681,0.0007003689,0.0000140827,0.00001132745,0.00003575417,0.0009495612,0.000002251204,0.0002275159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00245273,"threshold_uncertainty_score":0.007466316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205517692288209,"score_gpt":0.2993113987082651,"score_spread":0.267256221785383,"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."}}