{"id":"W2472588893","doi":"10.14740/jocmr2594w","title":"Comorbidity and Inflammatory Markers May Contribute to Predict Mortality of High-Risk Patients With Chronic Obstructive Pulmonary Disease Exacerbation","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Exacerbation; COPD; Comorbidity; Internal medicine; Acute exacerbation of chronic obstructive pulmonary disease; Pulmonary function testing; Medical record; Retrospective cohort study; Gastroenterology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004256021,0.0003760038,0.0003952889,0.000551185,0.0004610063,0.0005226865,0.0002242391,0.0004305483,0.00143145],"category_scores_gemma":[0.002640581,0.0001770768,0.0004779295,0.0006753091,0.0001610681,0.0003375859,0.0004382047,0.0007520958,0.0001910292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889403,"about_ca_system_score_gemma":0.0003148648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439174,"about_ca_topic_score_gemma":0.002055452,"domain_scores_codex":[0.9995982,0.0001111921,0.00006390054,0.00005953716,0.00009558847,0.00007162278],"domain_scores_gemma":[0.9984182,0.0002840241,0.0006815444,0.00006739688,0.0001478646,0.000401068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003810248,0.00001131978,0.9994363,0.000002752018,0.00001716483,0.00003132685,0.000008918154,0.00001782987,0.00004259797,0.000003754903,0.00002181619,0.0003681104],"study_design_scores_gemma":[0.000002812379,0.00004449071,0.9992317,0.000005194294,0.00002241603,0.0002314885,0.0000474337,0.0003191533,0.00002369699,0.00002020341,0.00004925691,0.00000213657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990922,0.0003784311,0.00007595198,0.0000728403,0.000009661868,0.000004301746,0.00009079432,0.000002139665,0.000273679],"genre_scores_gemma":[0.9996353,0.00008718092,0.0000631662,0.00001142527,0.00001801734,0.000003084257,0.0001360149,5.595292e-7,0.00004532299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001439174,"threshold_uncertainty_score":0.004788756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04962503313714941,"score_gpt":0.3995818074614745,"score_spread":0.3499567743243251,"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."}}