{"id":"W3215285717","doi":"10.1136/bmjpo-2021-001188","title":"Emergency department use and hospital admission in children following ambulatory surgery: a retrospective population-based cohort study","year":2021,"lang":"en","type":"article","venue":"BMJ Paediatrics Open","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Institute for Clinical Evaluative Sciences; University of Calgary; Mount Royal University; Queen's University","funders":"Faculty of Health Sciences, Queen's University; Queen's University; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Ambulatory; Emergency department; Retrospective cohort study; Cohort; Population; Emergency medicine; Logistic regression; Cohort study; Pediatrics; Surgery; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001972154,0.0002506057,0.0006413207,0.0004106691,0.0001152149,0.0001169041,0.000175861,0.0001136263,0.00003854897],"category_scores_gemma":[0.002398503,0.0002596687,0.0001558572,0.001136196,0.000008539857,0.0004114435,0.0004299738,0.0002180905,0.000008174742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003860403,"about_ca_system_score_gemma":0.0003093256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001666132,"about_ca_topic_score_gemma":0.0001194074,"domain_scores_codex":[0.9972974,0.0002849708,0.0006751205,0.0007344871,0.0006768856,0.0003311287],"domain_scores_gemma":[0.998624,0.0001946512,0.0002361885,0.0006012546,0.0001336022,0.0002103352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004019208,0.0008839029,0.9924831,0.00002165652,0.0001317851,0.000329116,0.00003521787,0.000004877419,0.000003386318,0.000008219156,0.005851011,0.0002075415],"study_design_scores_gemma":[0.001359693,0.0001751429,0.9974118,0.00003663699,0.0003743742,0.000003691549,0.00005501826,0.0001264907,0.000008767834,0.0000986033,0.00003982433,0.0003098947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916448,0.0004359055,0.0001218156,0.0002478641,0.0002254445,0.007039842,0.00002089557,0.0001239987,0.0001394089],"genre_scores_gemma":[0.9963281,0.0002946229,0.001999665,0.0001425747,0.0001760804,0.0005207405,0.0003740352,0.00004358468,0.0001205639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006519101,"threshold_uncertainty_score":0.9999856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903737022267253,"score_gpt":0.3156535805766184,"score_spread":0.2966162103539458,"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."}}