{"id":"W3045008068","doi":"10.1111/cea.13714","title":"Asthma and fixed airflow obstruction: Long‐term trajectories suggest distinct endotypes","year":2020,"lang":"en","type":"article","venue":"Clinical & Experimental Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Christie (Canada); Université de Montréal; Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Spirometry; Asthma; Exacerbation; Sputum; Vital capacity; Internal medicine; Eosinophil; Bronchodilator; Airway obstruction; Airway; Surgery; Lung; Lung function; Pathology; Diffusing capacity; Tuberculosis","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":[0.0006242034,0.0002536338,0.0003568498,0.0006320194,0.0004447263,0.0008138461,0.0004147468,0.0006381171,0.001415983],"category_scores_gemma":[0.001302966,0.000186829,0.0003848416,0.0007263065,0.0004201468,0.0006314534,0.0009809593,0.0006381174,0.000243574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002635352,"about_ca_system_score_gemma":0.0002426515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003412236,"about_ca_topic_score_gemma":0.004064266,"domain_scores_codex":[0.9995937,0.00008637933,0.00004446401,0.0001142135,0.0000609783,0.0001003244],"domain_scores_gemma":[0.9985873,0.0001862744,0.0006872904,0.0001001339,0.0001575736,0.0002814302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002363184,0.00003036804,0.9965233,0.00001486716,0.00005457638,0.00009643503,0.0001103249,0.00003922881,0.001125207,0.00004025288,0.00003848411,0.001690539],"study_design_scores_gemma":[0.000001314416,0.00004444231,0.9995632,0.00000516916,0.000007607534,0.0001075221,0.00009486741,0.00005234676,0.00003194073,0.00003774598,0.00005183143,0.000002105091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998292,0.000933625,0.0001137569,0.00006435481,0.000004825451,0.000006314129,0.0002546599,0.000002548403,0.0003278531],"genre_scores_gemma":[0.999255,0.0001885516,0.00008815862,0.00002107222,0.000007815564,0.000005882588,0.0003104237,0.000001469811,0.0001216556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003412236,"threshold_uncertainty_score":0.006784797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04127704342870271,"score_gpt":0.3436620180696954,"score_spread":0.3023849746409927,"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."}}