{"id":"W3189482288","doi":"10.3389/fmed.2021.714570","title":"Risk Factors for Development and Severity of COVID-19 in COPD Patients","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Christie (Canada)","funders":"Università degli Studi di Padova","keywords":"Medicine; COPD; DLCO; Exacerbation; Dyslipidemia; Internal medicine; Incidence (geometry); Cohort; Diabetes mellitus; Cohort study; Risk factor; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Pneumonia; Obesity; Lung; Lung function; Diffusing capacity; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004854531,0.0001679121,0.0006529188,0.0003317585,0.00005006608,0.00000273483,0.00008762488,0.0001003123,0.0001193164],"category_scores_gemma":[0.002910566,0.0001440272,0.00004043597,0.0004301892,0.0003096446,0.00005361209,0.00008276345,0.0002529482,5.245783e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000922424,"about_ca_system_score_gemma":0.0009383727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002862083,"about_ca_topic_score_gemma":0.0001585345,"domain_scores_codex":[0.9982105,0.0001137216,0.0004732131,0.0003957498,0.0004729825,0.0003338139],"domain_scores_gemma":[0.9989004,0.0002125285,0.0001088154,0.0002393393,0.0001657488,0.0003731803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004595039,0.0002820734,0.9718742,0.001068094,0.00006885446,0.00007258988,0.002737379,0.000005947077,0.00002272641,0.00001721218,0.009301937,0.0140895],"study_design_scores_gemma":[0.008673443,0.0001258481,0.9654141,0.0002364737,0.00005417438,0.000003342005,0.004618757,0.0004678473,0.000377428,0.000451026,0.01945557,0.0001220006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924204,0.003161578,0.002010903,0.0007684891,0.0003944005,0.0008739231,0.00007540271,0.00001247221,0.0002823969],"genre_scores_gemma":[0.988129,0.0004363851,0.01006252,0.0003442197,0.00006557648,0.00006641106,0.0003808085,0.00002664824,0.0004884201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0139675,"threshold_uncertainty_score":0.5873258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494896520928261,"score_gpt":0.315840875820026,"score_spread":0.2908919106107434,"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."}}