{"id":"W2293188037","doi":"10.1016/j.chest.2016.02.676","title":"Objective Cough Frequency, Airway Inflammation, and Disease Control in Asthma","year":2016,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Asthma; Exhaled nitric oxide; Spirometry; Sputum; Methacholine; Internal medicine; Chronic cough; Airway obstruction; Bronchial hyperresponsiveness; Airway; Respiratory disease; Anesthesia; Lung; Tuberculosis; 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":[0.002388135,0.000414213,0.0006559054,0.0009988025,0.0004523016,0.00102939,0.0005247839,0.0008717485,0.001713373],"category_scores_gemma":[0.00675401,0.0001929628,0.0004463958,0.001070744,0.0004350564,0.0007127675,0.0005268614,0.0006795358,0.0001282974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996672,"about_ca_system_score_gemma":0.0004619554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651204,"about_ca_topic_score_gemma":0.003078151,"domain_scores_codex":[0.9987733,0.0005246339,0.0001909712,0.0001446953,0.000258876,0.0001075947],"domain_scores_gemma":[0.9933606,0.00294465,0.00267716,0.0001220266,0.0003596348,0.0005359626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0015724,0.0006786033,0.9703428,0.0005300618,0.0004361465,0.00007411082,0.0001247152,0.0001672845,0.0006587559,0.00007641778,0.0004218853,0.02491679],"study_design_scores_gemma":[0.00004565212,0.0006960128,0.9978962,0.00006661636,0.0002569903,0.0001662304,0.0001424016,0.0002107525,0.00009460332,0.00009242893,0.0003249616,0.000007155065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591324,0.03712997,0.0002155606,0.0006472332,0.0001202955,0.0000333412,0.0005919429,0.00001495662,0.002114279],"genre_scores_gemma":[0.9931651,0.004971426,0.000260829,0.000272186,0.0005851489,0.00002895458,0.0003058381,0.000002341117,0.0004082587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002388135,"threshold_uncertainty_score":0.01262981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248931511575554,"score_gpt":0.2706455414395339,"score_spread":0.2581562263237783,"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."}}