{"id":"W4388205527","doi":"10.51731/cjht.2023.768","title":"Interventions Intended to Alleviate Emergency Department Overcrowding","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; Psychological intervention; Medicine; Health care; Medical emergency; Nursing; 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":[0.0005321834,0.0001163159,0.0003613146,0.0009860953,0.0002628003,0.000007578939,0.0001883184,0.00006606313,0.00009337236],"category_scores_gemma":[0.001088353,0.00009694046,0.0002169836,0.0008289317,0.00005742007,0.0000610632,0.00004865927,0.0002799783,0.0000547997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032102,"about_ca_system_score_gemma":0.000604109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006390064,"about_ca_topic_score_gemma":0.004795476,"domain_scores_codex":[0.9985363,0.00002536314,0.0007005804,0.0001247387,0.0001355417,0.0004774921],"domain_scores_gemma":[0.9992017,0.00001559351,0.0001917507,0.0001825156,0.0002516031,0.0001568232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003195668,0.00003919085,0.01939842,0.0009208073,0.0003336882,0.0006304726,0.001572522,0.00002196106,0.0001496877,0.003076381,0.7145867,0.2592382],"study_design_scores_gemma":[0.00118683,0.002988831,0.1599188,0.004176179,0.0001515071,0.0004336791,0.04092387,0.00001063296,0.0009931787,0.008203661,0.780566,0.000446824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5225892,0.1231134,0.0006702208,0.3466248,0.004127895,0.0008452691,0.00008901276,0.0005588009,0.001381354],"genre_scores_gemma":[0.9917565,0.007105373,0.0003231118,0.0004224676,0.00002178664,0.00001539505,0.00000627919,0.00001387495,0.0003352276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4691673,"threshold_uncertainty_score":0.3953117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07940633953554911,"score_gpt":0.3793811944753877,"score_spread":0.2999748549398386,"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."}}