{"id":"W4366770058","doi":"10.1007/s43678-023-00502-5","title":"Emergency department crowding negatively influences outcomes for adults presenting for chronic obstructive pulmonary disease","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; COPD; Crowding; Emergency department; Cohort; Population; Emergency medicine; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001490027,0.0005447974,0.0006544034,0.001080803,0.001864716,0.001902215,0.0009913641,0.001528827,0.005275748],"category_scores_gemma":[0.01683553,0.0004091637,0.001983493,0.001336147,0.0007827586,0.00111899,0.002133931,0.002435716,0.0005152168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425433,"about_ca_system_score_gemma":0.002761776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06373613,"about_ca_topic_score_gemma":0.07798626,"domain_scores_codex":[0.9979057,0.0006024376,0.0002596246,0.0002381884,0.0002995892,0.0006945136],"domain_scores_gemma":[0.9872707,0.002662548,0.004506689,0.0006093318,0.001480139,0.00347067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009027393,0.00006571021,0.9979901,0.00002024786,0.0001178779,0.00005962749,0.000170591,0.00002409846,0.00001600058,0.00002798952,0.0004184214,0.0009990665],"study_design_scores_gemma":[0.000005412849,0.00006591553,0.9983103,0.00003554096,0.00005823375,0.00005945495,0.001102381,0.00006929841,0.000008217809,0.00005478443,0.0002241236,0.000006366105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941487,0.00129102,0.00005284608,0.001208808,0.0001600317,0.0000169986,0.0007320555,0.000005315838,0.002384274],"genre_scores_gemma":[0.9985769,0.0003388654,0.00005770902,0.0001814037,0.0001072349,0.000008306657,0.0004317634,0.000003812012,0.0002940115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06373613,"threshold_uncertainty_score":0.1267303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0704430884099886,"score_gpt":0.3649142904378015,"score_spread":0.294471202027813,"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."}}