{"id":"W4282977809","doi":"10.3390/biomedicines10061412","title":"Airway Eosinophilia on Bronchoalveolar Lavage and the Risk of Exacerbations in COPD","year":2022,"lang":"en","type":"article","venue":"Biomedicines","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; St. Paul's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research; British Columbia Lung Association; St. Paul's Foundation","keywords":"Medicine; Eosinophilia; Bronchoalveolar lavage; Neutrophilia; COPD; Internal medicine; Gastroenterology; Hazard ratio; Immunology; Exacerbation; Rate ratio; Lung; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001748907,0.000185835,0.0003776419,0.0002117159,0.0001754675,0.0003763651,0.0002663463,0.0004458587,0.0008130032],"category_scores_gemma":[0.004224359,0.0001972503,0.0004121863,0.0002563528,0.0001557772,0.0002602323,0.0002731255,0.0006579511,0.0001050122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318704,"about_ca_system_score_gemma":0.0002085903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000763008,"about_ca_topic_score_gemma":0.001019652,"domain_scores_codex":[0.9993319,0.0003375267,0.0000490712,0.00009884731,0.0001300502,0.00005248759],"domain_scores_gemma":[0.9978411,0.0009221399,0.0007834478,0.0001589611,0.0001394079,0.0001548768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004372959,0.000237918,0.9837715,0.0001244206,0.0003479619,0.00007586148,0.00004314151,0.0001209348,0.001456111,0.00003680961,0.0002185073,0.009193891],"study_design_scores_gemma":[0.0001063851,0.0006372475,0.9977858,0.00002308228,0.0001829463,0.0002367835,0.00003472566,0.0005564121,0.0001722757,0.00008911475,0.0001700528,0.000005113314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996847,0.002512872,0.0001189277,0.00009128678,0.00001086815,0.00001054632,0.00008907472,0.000003209377,0.0003163214],"genre_scores_gemma":[0.999143,0.0004780014,0.00008961794,0.00004024988,0.00002082097,0.00001025417,0.00008929802,0.000001513875,0.0001272056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001748907,"threshold_uncertainty_score":0.00924921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01187112947274905,"score_gpt":0.2732253119821715,"score_spread":0.2613541825094225,"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."}}