{"id":"W3209814358","doi":"10.4187/respcare.09013","title":"Predicting Adverse Events Among Patients With COPD Exacerbations in the Emergency Department","year":2021,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency department; COPD; Interquartile range; Receiver operating characteristic; Retrospective cohort study; Intensive care unit; Triage; Adverse effect; Emergency medicine; Comorbidity; Population; Intubation; Internal medicine; Surgery","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":[0.0001343104,0.0001665662,0.0001846258,0.00009797614,0.0001702018,0.000006493477,0.0001365379,0.00006596829,0.0005233695],"category_scores_gemma":[0.0001540467,0.0001238738,0.00009196011,0.0005463612,0.00006492544,0.0001390719,0.00008824094,0.0002913883,0.0000295895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005893269,"about_ca_system_score_gemma":0.000569023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003224843,"about_ca_topic_score_gemma":0.0004265755,"domain_scores_codex":[0.9979035,0.0002413828,0.0002859466,0.0003848219,0.0008318565,0.0003524676],"domain_scores_gemma":[0.9986854,0.00004407007,0.00007261817,0.0005476689,0.0004799322,0.0001703557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007995719,0.0002644634,0.9962401,0.0002268324,0.00004866954,0.0002396968,0.0009072147,0.00006762957,0.00005147748,0.00001898038,0.0003369798,0.001517953],"study_design_scores_gemma":[0.002075213,0.000125393,0.9882575,0.0001531094,0.00007312679,0.000002593224,0.004951776,0.00001839651,0.0001692213,0.000007822169,0.004046001,0.0001198281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931181,0.001461805,0.000005238042,0.00007157625,0.000127714,0.001019793,0.0001203237,0.00003137762,0.004044084],"genre_scores_gemma":[0.9989867,0.00001621544,0.00003053164,0.0001850582,0.0001125293,0.000203582,0.0002401377,0.00002998609,0.0001953078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007982627,"threshold_uncertainty_score":0.5730529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549909613547168,"score_gpt":0.2828885312438233,"score_spread":0.2673894351083516,"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."}}