{"id":"W4382344285","doi":"10.1503/cjs.005017","title":"Unscheduled general surgery has higher costs for older adults","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Calgary; University of Alberta; University of Ottawa","funders":"","keywords":"Medicine; Emergency medicine; Health care; Total cost; Retrospective cohort study; Medical emergency; Young adult; Surgery; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005899075,0.000205225,0.0002577365,0.0008725899,0.0004855866,0.0006879849,0.0002224026,0.0003351705,0.003144501],"category_scores_gemma":[0.003372081,0.000127368,0.0006017384,0.001181078,0.0002283743,0.0004039195,0.0004966214,0.0004710451,0.0001738985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519092,"about_ca_system_score_gemma":0.001173301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02266723,"about_ca_topic_score_gemma":0.04688403,"domain_scores_codex":[0.9994947,0.0001103108,0.00007216012,0.00004388343,0.0001759616,0.0001029543],"domain_scores_gemma":[0.9949318,0.0005317613,0.003250338,0.0001110849,0.0004601504,0.0007148252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004193567,0.00001728259,0.9947759,0.00003552337,0.00006941667,0.0001002869,0.00002962089,0.00009616791,0.00006808824,0.00007600126,0.0003815842,0.004308195],"study_design_scores_gemma":[0.000002088823,0.00002890811,0.9989925,0.00002945422,0.00002698462,0.0002796676,0.00007047986,0.00009577539,0.00002484081,0.00004449371,0.0004022433,0.000002465078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946697,0.001976939,0.0001105132,0.0007898433,0.00002567771,0.00001261944,0.0009451703,0.000005165405,0.001464269],"genre_scores_gemma":[0.9977477,0.001049583,0.000204963,0.0001819254,0.00005576068,0.000004527943,0.0005584937,0.000002363979,0.0001945682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02266723,"threshold_uncertainty_score":0.04507059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05678279305214296,"score_gpt":0.2669023930025144,"score_spread":0.2101195999503714,"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."}}