{"id":"W2804255542","doi":"10.2147/copd.s163250","title":"Emergency department management of acute exacerbations of chronic obstructive pulmonary disease: factors predicting readmission","year":2018,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Emergency department; COPD; Hospital readmission; Poisson regression; Pulmonary disease; Emergency medicine; Retrospective cohort study; Multivariate analysis; Acute exacerbation of chronic obstructive pulmonary disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000884354,0.0002408368,0.0002879109,0.0007356391,0.0004040938,0.0005613934,0.0004256666,0.0005729382,0.002054644],"category_scores_gemma":[0.007152856,0.0001782001,0.0003179201,0.0005520722,0.0003313399,0.0004887895,0.0004658108,0.0007183035,0.000227313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002948919,"about_ca_system_score_gemma":0.0004173665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899676,"about_ca_topic_score_gemma":0.002205416,"domain_scores_codex":[0.9993919,0.0002224207,0.00009921195,0.00005857219,0.0001397987,0.00008807338],"domain_scores_gemma":[0.9946967,0.00144728,0.002690715,0.0001036641,0.0003982871,0.0006632964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000203381,0.0000308816,0.9992414,0.000008372202,0.000008734303,0.0000609464,0.00002037976,0.00002515154,0.00003288376,0.000003625611,0.00004970521,0.0004977133],"study_design_scores_gemma":[0.000004522853,0.0000974669,0.9982569,0.00002274708,0.00001033001,0.0008034329,0.0001921606,0.0004822105,0.00004277461,0.00001630932,0.00006825233,0.000002882077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991277,0.0003387179,0.00006893299,0.0001634493,0.000008170213,0.00001022949,0.00007416357,0.000002737563,0.0002059182],"genre_scores_gemma":[0.9995338,0.0001305851,0.00009635402,0.00004323263,0.00002599253,0.000006094967,0.000107667,8.903874e-7,0.00005556826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002054644,"threshold_uncertainty_score":0.006873429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930194314011616,"score_gpt":0.3327192990650387,"score_spread":0.3134173559249225,"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."}}