{"id":"W2886691961","doi":"10.2147/copd.s170995","title":"Burden of disease associated with a COPD eosinophilic phenotype","year":2018,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"GlaxoSmithKline","keywords":"Medicine; COPD; Cohort; Internal medicine; Exacerbation; Population; Sputum; Eosinophil; Cohort study; Health care; Medical record; Environmental health; Asthma; Pathology","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":[0.0007571508,0.0002641666,0.0003409833,0.0008955175,0.0002879707,0.0007192296,0.0002631106,0.0004001285,0.002617606],"category_scores_gemma":[0.002319441,0.0001596366,0.0005679092,0.001034931,0.0002007272,0.0004243825,0.0007599026,0.0006387134,0.0003257345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003362311,"about_ca_system_score_gemma":0.0002866556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00306712,"about_ca_topic_score_gemma":0.00364129,"domain_scores_codex":[0.9990649,0.0002604461,0.0001405545,0.0002192406,0.0002088631,0.0001060582],"domain_scores_gemma":[0.9972796,0.0002536157,0.001831927,0.0001456254,0.0002187249,0.0002705388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000545366,0.00001593576,0.9985273,0.00001353431,0.00006670071,0.00002880402,0.000009039813,0.00005247516,0.0001178781,0.00002314318,0.0001281941,0.0009624626],"study_design_scores_gemma":[0.000002349712,0.00002399675,0.999453,0.000009021037,0.00002323681,0.0001593461,0.00002569812,0.0001457066,0.00001983424,0.00001932357,0.0001167359,0.000001649242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949282,0.001161588,0.0001517947,0.0002819308,0.00001208985,0.00001486844,0.00258893,0.00000737473,0.0008532276],"genre_scores_gemma":[0.9981458,0.0002505043,0.0001159417,0.00004599198,0.00002760354,0.000007317895,0.00129448,0.00000202678,0.0001104719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00306712,"threshold_uncertainty_score":0.008756757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674241625491938,"score_gpt":0.311331468172397,"score_spread":0.2945890519174776,"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."}}