{"id":"W4295903624","doi":"10.1371/journal.pone.0274622","title":"An observational pilot study: Prevalence and cost of high frequency emergency department users at Örebro University Hospital, Sweden","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Emergency department; Medicine; Observational study; Logistic regression; Odds ratio; Odds; Retrospective cohort study; Population; Emergency medicine; Cohort study; Pediatrics; Demography; Surgery; Internal medicine; Psychiatry; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008024283,0.0003498151,0.0004725929,0.001828894,0.0006310317,0.001212325,0.0006214576,0.0006011712,0.001989201],"category_scores_gemma":[0.002955152,0.0004975643,0.0006223613,0.001568722,0.0003578835,0.0007885841,0.0009600807,0.0006829756,0.0003410914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110494,"about_ca_system_score_gemma":0.001030845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01660752,"about_ca_topic_score_gemma":0.01635204,"domain_scores_codex":[0.9988993,0.0003119752,0.0001689383,0.0001706112,0.0002132463,0.0002357805],"domain_scores_gemma":[0.9971565,0.0004593509,0.001403205,0.0001063343,0.0002855491,0.0005890276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007071754,0.00009169379,0.9990814,0.00001312415,0.00002192495,0.00009073344,0.000115517,0.00001088282,0.00002608047,0.00000670336,0.0001115346,0.0003597315],"study_design_scores_gemma":[0.00001388446,0.0001628852,0.9987159,0.00001445867,0.00001411213,0.0002510979,0.0006291124,0.00007737928,0.00001284281,0.000008640143,0.00009584608,0.000003884436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992318,0.00008076019,0.00001695778,0.00002468943,0.000003014513,0.00001495257,0.0004824231,0.00000124677,0.0001442386],"genre_scores_gemma":[0.9988318,0.0001610792,0.00009571196,0.00004647994,0.00001691115,0.00004664628,0.0006665361,0.000001738763,0.0001330088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01660752,"threshold_uncertainty_score":0.03302169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09726896258753316,"score_gpt":0.2809816102576679,"score_spread":0.1837126476701348,"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."}}