{"id":"W3113698890","doi":"10.1016/j.jamcollsurg.2020.11.026","title":"Preoperative Frailty Assessment, Operative Severity Score, and Early Postoperative Loss of Independence in Surgical Patients Age 65 Years or Older","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Frailty in Older Adults","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Medicine; Odds ratio; Medicaid; Logistic regression; Odds; Depression (economics); Framingham Risk Score; Internal medicine; Physical therapy; Health care; Disease","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":[0.0008194259,0.0002270767,0.0002639259,0.0007798022,0.0002657193,0.0003697315,0.0001955702,0.0002156558,0.001397784],"category_scores_gemma":[0.003349262,0.0001478679,0.0003363361,0.0005659164,0.0002093449,0.0002895802,0.0003994693,0.000456627,0.000123937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990719,"about_ca_system_score_gemma":0.0003886246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001929645,"about_ca_topic_score_gemma":0.003337105,"domain_scores_codex":[0.9997597,0.00006334033,0.00003938043,0.00002665635,0.00006051508,0.00005037761],"domain_scores_gemma":[0.9975184,0.0005015495,0.001237675,0.00008041615,0.0001536409,0.0005083948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003406905,0.0000139378,0.9993858,0.00000306383,0.00000961953,0.00001708404,0.00001653295,0.00001967018,0.00002316999,0.000003009106,0.0000279244,0.0004460789],"study_design_scores_gemma":[0.000004262959,0.0001113852,0.99943,0.000005896318,0.00001213896,0.0001142132,0.00006337163,0.0001798193,0.00001802849,0.00001451533,0.00004402239,0.000002338512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999656,0.0001002755,0.00003416414,0.00002537718,0.000002490789,0.000003278333,0.00006950189,0.000001115481,0.0001078673],"genre_scores_gemma":[0.999773,0.00004235711,0.00004127651,0.00001054788,0.000005741674,0.000003755616,0.00009682508,2.741797e-7,0.0000262398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001929645,"threshold_uncertainty_score":0.004676044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445089164540687,"score_gpt":0.310339557557597,"score_spread":0.2858886659121901,"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."}}