{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000611531,0.0001001666,0.0001759954,0.0001458553,0.0001134706,0.00003529783,0.00006539534,0.00007804295,0.0002854325],"category_scores_gemma":[0.0007509022,0.00005943414,0.00004973454,0.0001293035,0.0001351185,0.0002561359,0.00001549406,0.0003992901,0.00005595883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311986,"about_ca_system_score_gemma":0.0005042705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003508352,"about_ca_topic_score_gemma":0.000005702429,"domain_scores_codex":[0.9989082,0.0001184704,0.0002650666,0.0001444276,0.0002935878,0.0002702162],"domain_scores_gemma":[0.998975,0.0001251718,0.00007723813,0.0001276805,0.0001981376,0.0004967744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00261134,0.0002466091,0.7436362,0.000193263,0.0002279197,0.003880012,0.001137268,0.00001474279,0.1276436,0.001869192,0.002458006,0.1160818],"study_design_scores_gemma":[0.01070615,0.0004778287,0.9669094,0.0007827389,0.0000482714,0.0004860254,0.0002066503,0.00009269875,0.003135417,0.006851969,0.01010853,0.0001943148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847722,0.001510371,0.001610417,0.009383067,0.00009756748,0.0002371752,0.00000530713,0.00001568953,0.0023682],"genre_scores_gemma":[0.9983761,0.0003314326,0.00005487711,0.0002317481,0.0004020647,0.00001202144,6.101479e-7,0.00001195778,0.0005792186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2232732,"threshold_uncertainty_score":0.3125285,"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."}}