{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009891504,0.0003716528,0.0004156697,0.000805857,0.0002390153,0.0005125346,0.0002542192,0.0003943475,0.001170308],"category_scores_gemma":[0.00573048,0.0001697353,0.0004771429,0.0005351989,0.0001541617,0.0002894795,0.0003965194,0.0006380648,0.0001930364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025644,"about_ca_system_score_gemma":0.0003834999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001704184,"about_ca_topic_score_gemma":0.002358214,"domain_scores_codex":[0.9993766,0.0002210991,0.0001100884,0.00007727416,0.000142603,0.00007239517],"domain_scores_gemma":[0.9965318,0.000989628,0.001543788,0.00007164488,0.0004300651,0.0004330231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005336061,0.00001731764,0.9987757,0.000007378614,0.00001700831,0.00004685414,0.000009121492,0.00008057788,0.00002762233,0.000003024544,0.00007344701,0.0008885564],"study_design_scores_gemma":[0.00001266356,0.0001598564,0.9971026,0.00001975115,0.00003118243,0.0005259544,0.00007868015,0.001794155,0.00008140029,0.0000371138,0.0001514706,0.000005199213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989362,0.0002423483,0.0001705727,0.0001098681,0.000009590422,0.00001697853,0.0001928197,0.000005154762,0.0003162335],"genre_scores_gemma":[0.9991861,0.0001006152,0.0002585233,0.00003390092,0.00002383536,0.00000878285,0.0003260455,8.661198e-7,0.00006131397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001704184,"threshold_uncertainty_score":0.005231202,"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."}}