{"id":"W3002830791","doi":"10.1097/pec.0000000000001999","title":"Pediatric Emergency Department Return Visits","year":2020,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Emergency department; Audit; Emergency medicine; Retrospective cohort study; Cohort; Case mix index; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001251863,0.0006260538,0.0007383255,0.0002304789,0.0003687287,0.00000853866,0.0003568569,0.0002350621,0.005482499],"category_scores_gemma":[0.0004636377,0.0005746732,0.0006723809,0.002064194,0.00001943763,0.0001890177,0.0002693459,0.0005267321,0.0006825569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035374,"about_ca_system_score_gemma":0.0001945633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002341342,"about_ca_topic_score_gemma":0.00002200319,"domain_scores_codex":[0.9959034,0.00008184717,0.001188696,0.001018586,0.0009276698,0.0008797775],"domain_scores_gemma":[0.9975487,0.00002524517,0.0002961042,0.0005566946,0.0008045477,0.0007687056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000705235,0.00009363554,0.6550964,0.0010969,0.0001075379,0.0001082227,0.002861467,0.000005483058,0.00009367427,0.00005084378,0.3397854,0.0006298578],"study_design_scores_gemma":[0.005397307,0.004258468,0.6608261,0.00003257869,0.0108888,0.00006786114,0.01054585,0.0001747321,0.001070022,0.0004148858,0.3017989,0.004524435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7830245,0.182744,0.0001478605,0.003328036,0.005787569,0.001284459,0.0002939984,0.0006286043,0.02276097],"genre_scores_gemma":[0.8406605,0.1472005,0.0002830169,0.0004960691,0.010251,0.000124876,0.0002948393,0.0001029393,0.0005862114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.057636,"threshold_uncertainty_score":0.9996704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194246206016571,"score_gpt":0.2828979366527537,"score_spread":0.2634733160510966,"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."}}