{"id":"W2941388701","doi":"10.1016/j.surg.2019.01.033","title":"Frailty predicts increased costs in emergent general surgery patients: A prospective cohort cost analysis","year":2019,"lang":"en","type":"article","venue":"Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Diabetes Canada; University of Calgary; University of Alberta","funders":"Alberta Health Services","keywords":"Medicine; American society of anesthesiologists; Prospective cohort study; Multivariate analysis; Cohort; Emergency medicine; Cohort study; Confidence interval; Surgery; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001012412,0.0003770455,0.001433466,0.001249724,0.00004990483,0.000027632,0.0001108742,0.0002193691,0.001713147],"category_scores_gemma":[0.001529307,0.0003563278,0.0006561912,0.002366973,0.00008373499,0.0002287558,0.0000850375,0.0003711891,0.0003251222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008318006,"about_ca_system_score_gemma":0.000438847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002783832,"about_ca_topic_score_gemma":0.0007476278,"domain_scores_codex":[0.9963126,0.0002270768,0.0009791858,0.0008089529,0.000938079,0.0007341307],"domain_scores_gemma":[0.9970993,0.0009656555,0.0002763186,0.0008483556,0.0004156725,0.0003947013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003972329,0.0007325327,0.9718236,0.00008650363,0.001088496,0.00009608077,0.000103027,0.00004115096,0.00008790323,0.00000713454,0.02312957,0.002406746],"study_design_scores_gemma":[0.001216649,0.00005269691,0.9943123,0.0002257012,0.0004936415,0.000005491606,0.00003482461,0.000767033,0.0004958592,0.00001047627,0.002033009,0.0003522818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937406,0.000157825,0.00002126642,0.0002711747,0.001017226,0.001962443,0.0001513021,0.0001419317,0.002536219],"genre_scores_gemma":[0.9956014,0.0001250521,0.00006031146,0.0006590288,0.0001866825,0.0002993862,0.001663147,0.00005936413,0.001345588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02248871,"threshold_uncertainty_score":0.9998889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548347655026065,"score_gpt":0.259592455625944,"score_spread":0.2441089790756834,"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."}}