{"id":"W4408149344","doi":"10.1001/jamanetworkopen.2024.58794","title":"Postoperative Outcomes Following Preweekend Surgery","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Health Sciences Centre; University of Toronto; Mount Sinai Hospital; Sunnybrook Health Science Centre","funders":"National Institute on Minority Health and Health Disparities; National Institute on Aging","keywords":"Medicine; Weekend effect; Cohort; Retrospective cohort study; Surgery; Cohort study; Population; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006165633,0.000178155,0.0006556844,0.00007444836,0.0002162966,0.0001962348,0.0002502271,0.0001131838,0.0002778072],"category_scores_gemma":[0.0006616623,0.000124612,0.0002849322,0.0004336598,0.00002390642,0.0002678679,0.0004195523,0.0002254685,0.00007733695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006197442,"about_ca_system_score_gemma":0.000297411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009208435,"about_ca_topic_score_gemma":0.0000257171,"domain_scores_codex":[0.9987558,0.0000839317,0.0003458899,0.0002950496,0.0001657719,0.0003535659],"domain_scores_gemma":[0.9986329,0.0006871728,0.00005665827,0.0003965895,0.00005826285,0.0001684322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008024486,0.00007291453,0.8641081,0.00001375948,0.0002760437,0.0001106627,0.00009942081,0.00001404072,0.00001108802,0.001574217,0.1112921,0.02234746],"study_design_scores_gemma":[0.0009558305,0.00005652957,0.8725621,0.0005639272,0.00009917523,0.000003408086,0.0001568294,0.00005794127,0.00007450485,0.0004726806,0.1248494,0.0001476895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8042324,0.0008849993,0.00009646673,0.04092403,0.001189179,0.0009717881,0.00000310226,0.00007970555,0.1516184],"genre_scores_gemma":[0.9185279,0.00004831215,0.001529425,0.0120077,0.0001139725,0.00005048963,0.00002894724,0.00001883071,0.06767445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1142955,"threshold_uncertainty_score":0.5081528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330084817613155,"score_gpt":0.3325731355495968,"score_spread":0.3092722873734652,"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."}}