{"id":"W2883310045","doi":"10.1186/s12931-018-0840-x","title":"Serial blood eosinophils and clinical outcome in patients with chronic obstructive pulmonary disease","year":2018,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Samsung; Ministry of Health and Welfare; Fondation pour la Recherche Médicale","keywords":"Medicine; COPD; Internal medicine; Eosinophil; Biomarker; Confidence interval; Gastroenterology; Cohort; Body mass index; Immunology; Asthma","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":[0.0003935002,0.0002394493,0.0003931547,0.0005234667,0.0003160393,0.0003644778,0.000182782,0.000476394,0.000516655],"category_scores_gemma":[0.001262878,0.0001237874,0.000307913,0.0005214489,0.0001731072,0.0003736522,0.0003315001,0.0004845201,0.0001197156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780347,"about_ca_system_score_gemma":0.0001315938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294343,"about_ca_topic_score_gemma":0.001654226,"domain_scores_codex":[0.9997893,0.00004481135,0.00003846209,0.00004776206,0.00003524851,0.00004431053],"domain_scores_gemma":[0.9991521,0.0001216932,0.0003565643,0.00004243501,0.0001079428,0.0002193371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002572437,0.00002608372,0.9982201,0.000007407681,0.00002563452,0.0001078131,0.00002473738,0.00002661817,0.0003010496,0.000003998805,0.00003067156,0.0009685414],"study_design_scores_gemma":[0.000007087923,0.0001113573,0.9994189,0.000003509589,0.00001911926,0.0001938455,0.00004363514,0.00009268693,0.00004124824,0.00000923287,0.00005720534,0.000002290187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991469,0.0005793624,0.00003267338,0.00002075627,0.000004983138,0.000003867036,0.00007966531,0.000001368848,0.000130415],"genre_scores_gemma":[0.9996413,0.0001055182,0.0000212035,0.00001002776,0.000008139881,0.000003215131,0.0001564674,4.229175e-7,0.0000537674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001294343,"threshold_uncertainty_score":0.00257355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06760046390414463,"score_gpt":0.3932050602654218,"score_spread":0.3256045963612771,"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."}}