{"id":"W6889087149","doi":"10.25384/sage.23501346","title":"Supplemental Material Case mix-based changes in health status: A prospective study of elective surgery patients in Vancouver, Canada","year":2023,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Elective surgery; Prospective cohort study; Public health; MEDLINE; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007781234,0.0005395107,0.0007789648,0.004638851,0.002692457,0.001720171,0.002178755,0.0008154266,0.2498909],"category_scores_gemma":[0.0160233,0.0006143159,0.0006970187,0.008568605,0.000302909,0.000576913,0.000857651,0.0008406194,0.01367491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00862029,"about_ca_system_score_gemma":0.01922642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9042135,"about_ca_topic_score_gemma":0.9385995,"domain_scores_codex":[0.9985586,0.00009801255,0.0002222286,0.0001435291,0.000654678,0.000322901],"domain_scores_gemma":[0.9832168,0.002731747,0.001629723,0.0006997325,0.009763842,0.001958197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002197419,0.000505276,0.2330488,0.0004761718,0.00008083844,0.0001937938,0.0003009289,0.0002666774,0.00007371074,0.0003500828,0.7439295,0.02055448],"study_design_scores_gemma":[0.0003360979,0.00009848418,0.9432679,0.000455934,0.000057501,0.0002697673,0.00130536,0.0005700974,0.0001108642,0.0003224359,0.05314596,0.00005955791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02893336,0.0001636912,0.000239234,0.0008082355,0.0001652077,0.0007112049,0.9580222,0.0001881966,0.0107686],"genre_scores_gemma":[0.1665216,0.0007880282,0.00330476,0.001113147,0.0002353086,0.003118637,0.7697609,0.0001987496,0.05495892],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2498909,"threshold_uncertainty_score":0.8359685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0353906757719073,"score_gpt":0.3240857927770768,"score_spread":0.2886951170051695,"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."}}