{"id":"W3157401937","doi":"10.1371/journal.pone.0251330","title":"Pediatric high users of Canadian hospitals and emergency departments","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre; Trillium Health Centre; University of Toronto; Newfoundland and Labrador Centre for Applied Health Research; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Medical diagnosis; Pediatrics; Retrospective cohort study; Emergency medicine; Population; Cohort; Medical emergency; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000418651,0.0002405816,0.0002668061,0.00143371,0.001273905,0.0008781344,0.0007926365,0.000258222,0.005379116],"category_scores_gemma":[0.002099919,0.0002161274,0.0003487101,0.003198501,0.0003394388,0.0003092728,0.0005665479,0.0004412435,0.0002471183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005050777,"about_ca_system_score_gemma":0.008855944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8218005,"about_ca_topic_score_gemma":0.8702412,"domain_scores_codex":[0.9990257,0.00007150807,0.00006263737,0.0001195854,0.0004350909,0.0002855338],"domain_scores_gemma":[0.9977525,0.0001519842,0.001053637,0.00005012547,0.0005643622,0.0004273907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001639552,0.000006722191,0.9954914,0.00004009594,0.00002206563,0.00006640318,0.0001488748,0.00001624432,0.00003390708,0.0000553637,0.0008341643,0.003268253],"study_design_scores_gemma":[0.000001296555,0.000007251388,0.9985158,0.00003842985,0.000008051577,0.0001517456,0.0003435843,0.00001950005,0.00002197788,0.000008185418,0.0008819746,0.000002279258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787634,0.002650786,0.0001355583,0.0005286544,0.00002211303,0.00006361952,0.01087621,0.00001824097,0.006941437],"genre_scores_gemma":[0.9957969,0.001315089,0.0001615989,0.0001741497,0.000017982,0.00002547673,0.001968831,0.000004125798,0.0005358737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1781995,"threshold_uncertainty_score":0.3584978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928503672275485,"score_gpt":0.239052990374472,"score_spread":0.2097679536517171,"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."}}