{"id":"W2530594118","doi":"10.1016/j.chest.2016.10.003","title":"Eosinophils in COPD Exacerbations Are Associated With Increased Readmissions","year":2016,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":177,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; COPD; Eosinophilia; Exacerbation; Internal medicine; Eosinophil; Hazard ratio; Proportional hazards model; Logistic regression; Sputum; Eosinophilic; Retrospective cohort study; Immunology; Asthma; Pathology; Confidence interval","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004066119,0.0001760281,0.0003164221,0.0002950364,0.0001929245,0.00003827842,0.0001497549,0.0001124708,0.001497667],"category_scores_gemma":[0.001515997,0.0001066583,0.0000886851,0.0004682878,0.0001952897,0.0002163386,0.00004532791,0.000515294,0.00006659896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249034,"about_ca_system_score_gemma":0.001191963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002469803,"about_ca_topic_score_gemma":0.00007234143,"domain_scores_codex":[0.9981855,0.000165252,0.0003247881,0.0002504461,0.0005898584,0.0004841248],"domain_scores_gemma":[0.998089,0.0002848876,0.0001836416,0.0002878325,0.0003663994,0.0007882277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004808104,0.000878979,0.9728926,0.00007681615,0.0001667837,0.002041274,0.0001581221,0.000003992057,0.01175059,0.00008928923,0.006138939,0.005321835],"study_design_scores_gemma":[0.005089496,0.0001266515,0.9878588,0.001690592,0.00005808448,0.0004640057,0.0002623843,0.00004726168,0.0006283358,0.0004358714,0.003183343,0.0001551983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875495,0.0005267267,0.0001312681,0.007456945,0.00006921714,0.0003234637,0.00005170489,0.00004441812,0.003846727],"genre_scores_gemma":[0.9968947,0.000140745,0.00021499,0.000147269,0.0002493098,0.00002054243,0.00001754349,0.00003882049,0.002276085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0149662,"threshold_uncertainty_score":0.9994151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02856374950504757,"score_gpt":0.2941192961796376,"score_spread":0.26555554667459,"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."}}