{"id":"W4388998485","doi":"10.51731/cjht.2023.791","title":"Emergency Department Overcrowding in Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jewish General Hospital; Dalhousie University","keywords":"Overcrowding; Health care; Emergency department; Population; Medicine; Business; Nursing; Environmental health; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003471895,0.00009425214,0.0003283488,0.0005641378,0.0001311143,0.000002613343,0.0001321913,0.00004694952,0.00004100543],"category_scores_gemma":[0.0004578644,0.00008017844,0.00004959224,0.0007835056,0.00003661588,0.00004447074,0.00001785382,0.0002958942,0.000004414222],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428447,"about_ca_system_score_gemma":0.008901531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8490319,"about_ca_topic_score_gemma":0.9890106,"domain_scores_codex":[0.9986856,0.00001973,0.000555475,0.00009377657,0.000155168,0.0004902522],"domain_scores_gemma":[0.9995086,0.00002100131,0.0001537054,0.0001289116,0.00009917255,0.00008857233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001105821,0.000007787189,0.41431,0.0002294011,0.00007572207,0.002022594,0.000432732,0.0000380549,0.00002762607,0.0004247441,0.357949,0.2244713],"study_design_scores_gemma":[0.0007128525,0.0003969295,0.454525,0.0007215254,0.00002461936,0.0002761771,0.0338608,0.00002962649,0.0004829745,0.002009347,0.5067086,0.0002515598],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8575253,0.0852495,0.00000746832,0.05488209,0.001458205,0.0001965347,0.000027188,0.00006333279,0.0005903171],"genre_scores_gemma":[0.9891487,0.01043024,0.00005650139,0.0002838185,0.00001180698,0.000004985917,0.000003319576,0.000008618137,0.00005205409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2242197,"threshold_uncertainty_score":0.9967171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03264999769789492,"score_gpt":0.3018785889419661,"score_spread":0.2692285912440712,"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."}}