{"id":"W2320662637","doi":"10.1155/2016/1382434","title":"Presentations to Emergency Departments for COPD: A Time Series Analysis","year":2016,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"Merck; GlaxoSmithKline","keywords":"Medicine; Autoregressive integrated moving average; COPD; Residence; Presentation (obstetrics); Emergency department; Pulmonary disease; Demography; Emergency medicine; Pediatrics; Medical emergency; Gerontology; Time series; Internal medicine; Surgery; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001870656,0.0004933823,0.0004488458,0.001969709,0.000471452,0.0009700962,0.0008738405,0.000394246,0.001573606],"category_scores_gemma":[0.004996409,0.000218115,0.0008483823,0.00342582,0.0002905515,0.0002948435,0.0004682852,0.0007050621,0.0001974652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005069025,"about_ca_system_score_gemma":0.004938248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7536947,"about_ca_topic_score_gemma":0.6687745,"domain_scores_codex":[0.9992154,0.0001694559,0.00005602972,0.0001244509,0.0002548993,0.0001798231],"domain_scores_gemma":[0.9979735,0.000815981,0.0004214909,0.0001073275,0.0004384344,0.0002432938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002498736,0.0001257308,0.9733537,0.00008416799,0.0004626362,0.0004565731,0.0002770947,0.008196991,0.0002547409,0.0004850453,0.002855801,0.01319757],"study_design_scores_gemma":[0.00002701339,0.000119004,0.9270553,0.00004011395,0.0002123388,0.0001837049,0.0007220219,0.06943855,0.00009274583,0.0002583184,0.001827222,0.00002368999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922884,0.0005829657,0.001471181,0.0003901099,0.00002946437,0.00006110885,0.004449584,0.00002661057,0.00070054],"genre_scores_gemma":[0.9915949,0.0004285244,0.001223978,0.0000502165,0.00002845139,0.00003616366,0.006026785,0.000005656284,0.0006053807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7536947,"threshold_uncertainty_score":0.4955117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793943016432977,"score_gpt":0.3267234478338641,"score_spread":0.2987840176695343,"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."}}