{"id":"W4387845563","doi":"10.51731/cjht.2023.761","title":"Emergency Department Overcrowding in Canada: Multistakeholder Dialogue","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":"","keywords":"Overcrowding; Emergency department; Accountability; Burnout; Health care; Medicine; Distress; Nursing; Medical emergency; Psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01673531,0.0006240606,0.0009126285,0.001727847,0.06721471,0.01144696,0.003456424,0.008079743,0.003827379],"category_scores_gemma":[0.03036303,0.001036627,0.0007865506,0.0026527,0.01679024,0.004769275,0.01103949,0.01816852,0.0002495226],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1571519,"about_ca_system_score_gemma":0.2145823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9493746,"about_ca_topic_score_gemma":0.9742783,"domain_scores_codex":[0.9801527,0.008749156,0.0005764262,0.001039701,0.003188102,0.006294069],"domain_scores_gemma":[0.9431866,0.02077837,0.002022918,0.0005971927,0.007802969,0.02561196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001052792,0.0001190586,0.008809916,0.0002230656,0.0000300458,0.003885238,0.936464,0.0001750808,0.0006831504,0.005176816,0.03028293,0.01404543],"study_design_scores_gemma":[0.00001579954,0.00004935561,0.006132619,0.0003986583,0.00001488015,0.0005443661,0.8904752,0.0002155471,0.0001994352,0.0008318425,0.1010238,0.00009844184],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5545543,0.005120348,0.001876601,0.3980069,0.002560107,0.0002654571,0.0002642942,0.0001047341,0.03724734],"genre_scores_gemma":[0.9433818,0.002313606,0.001071098,0.04617961,0.0002514638,0.0001049354,0.00005033365,0.00005551887,0.006591609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8428481,"threshold_uncertainty_score":0.9775843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05736666045693938,"score_gpt":0.3012940200363951,"score_spread":0.2439273595794557,"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."}}