{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004025819,0.000125704,0.0004144506,0.0006254074,0.0001653996,0.000003748798,0.0001539886,0.00006647797,0.00003584912],"category_scores_gemma":[0.0006465506,0.0001079929,0.00006392606,0.0007816778,0.00005553115,0.00005607174,0.00002162144,0.0003663567,0.000004964132],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00162466,"about_ca_system_score_gemma":0.007932547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8625449,"about_ca_topic_score_gemma":0.9917311,"domain_scores_codex":[0.998384,0.00002929337,0.0006816267,0.0001276366,0.0001812984,0.0005961709],"domain_scores_gemma":[0.9993782,0.00003227374,0.0001938982,0.0001599839,0.0001230144,0.0001126175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000166128,0.00001563352,0.4363169,0.0002905771,0.0001096323,0.003148752,0.0007698358,0.00005558364,0.00004650771,0.000373386,0.3205888,0.2382678],"study_design_scores_gemma":[0.001008394,0.0003402231,0.6438034,0.0006848408,0.00003085417,0.0002518926,0.02574937,0.00003989097,0.0004045289,0.001076601,0.3263112,0.0002987866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811302,0.07599105,0.00001581181,0.04020906,0.00183401,0.0003026678,0.00007441362,0.00008142214,0.0003613148],"genre_scores_gemma":[0.9911067,0.008438142,0.00006957365,0.000284277,0.00001718355,0.000008793087,0.000009108539,0.00001250125,0.00005366331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.237969,"threshold_uncertainty_score":0.9976916,"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."}}