{"id":"W3049409014","doi":"10.3390/jcm9082644","title":"Heart Failure is Highly Prevalent and Difficult to Diagnose in Severe Exacerbations of COPD Presenting to the Emergency Department","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Christie (Canada)","funders":"Università degli Studi di Padova","keywords":"Medicine; COPD; Emergency department; Exacerbation; Heart failure; Concordance; Incidence (geometry); Internal medicine; Respiratory failure; Intensive care medicine; Emergency 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":[0.0004515671,0.0001853864,0.0002729087,0.0007280532,0.0004761447,0.0004086646,0.0002292266,0.0004685924,0.002054265],"category_scores_gemma":[0.00268813,0.0001332563,0.0001399621,0.0005411981,0.0002526734,0.0003176341,0.0003669666,0.0003768778,0.0003205824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001649616,"about_ca_system_score_gemma":0.0002769022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001490548,"about_ca_topic_score_gemma":0.002247353,"domain_scores_codex":[0.9994897,0.0001277755,0.00007242905,0.0000656516,0.0001504532,0.00009395659],"domain_scores_gemma":[0.9981578,0.0004933914,0.0008937632,0.00003636921,0.0001403993,0.0002783172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001202789,0.00001586863,0.9974298,0.00001687171,0.000005710698,0.0004940302,0.00004323096,0.000008144972,0.0001018005,0.000008507503,0.0001955981,0.001668397],"study_design_scores_gemma":[0.000001437102,0.00002902391,0.9973817,0.00002206995,0.000003898082,0.002092357,0.0001987724,0.00003006687,0.00002429751,0.00002155173,0.0001932745,0.000001475707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996029,0.001424875,0.0001469766,0.0004715519,0.00002829967,0.00002122092,0.0003142966,0.000006123345,0.001557661],"genre_scores_gemma":[0.9989684,0.0004546768,0.00009614626,0.0001209856,0.00007151173,0.000006491993,0.000183106,0.000001039421,0.00009769985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002054265,"threshold_uncertainty_score":0.006872237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05929611159711519,"score_gpt":0.4046556957351214,"score_spread":0.3453595841380063,"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."}}