{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002753771,0.0001449652,0.0003246479,0.0003109738,0.00003874704,0.00002765844,0.0003947942,0.00005209339,0.001367864],"category_scores_gemma":[0.0006550164,0.0001131888,0.00016759,0.0002216983,0.000393271,0.000194597,0.00008257565,0.0002647007,0.00004392376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004834108,"about_ca_system_score_gemma":0.00108648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003621427,"about_ca_topic_score_gemma":0.000009030057,"domain_scores_codex":[0.9974714,0.00007344688,0.000482507,0.0001645372,0.001588816,0.0002192728],"domain_scores_gemma":[0.9954671,0.0001355145,0.0004695493,0.0001969862,0.003360696,0.000370188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08361193,0.007840985,0.695826,0.0008132659,0.0157602,0.01136132,0.004229408,0.0006902397,0.03752063,0.008782342,0.04849196,0.08507174],"study_design_scores_gemma":[0.008901583,0.001508807,0.9715216,0.001844384,0.0004790146,0.0002971212,0.0002657052,0.001844992,0.001866653,0.002045243,0.0091655,0.0002593621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906892,0.0008390747,0.0001887802,0.003584123,0.000489934,0.0001984043,0.00008743606,0.00001422268,0.003908797],"genre_scores_gemma":[0.9970934,0.00004704702,0.0002013049,0.0002159599,0.001301344,0.000002922058,0.00002743902,0.000027546,0.001083025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2756957,"threshold_uncertainty_score":0.999545,"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."}}