{"id":"W2336879142","doi":"10.1186/s12931-016-0360-5","title":"Longitudinal stability of asthma characteristics and biomarkers from the Airways Disease Endotyping for Personalized Therapeutics (ADEPT) study","year":2016,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"National Institute of Environmental Health Sciences; National Institute for Health and Care Research","keywords":"Exhaled nitric oxide; Medicine; Asthma; Spirometry; Bronchodilator; Sputum; Internal medicine; Biomarker; Cohort; Pathology; Biology","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":[0.00213641,0.0002144586,0.0004145151,0.000131735,0.0003854354,0.00004168361,0.0002513758,0.00008396443,0.0001968443],"category_scores_gemma":[0.001338109,0.0001133238,0.0001744667,0.0002604168,0.001216912,0.00009677012,0.0001719302,0.0002238613,0.000009496113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001103953,"about_ca_system_score_gemma":0.0006833817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002219999,"about_ca_topic_score_gemma":0.00001476236,"domain_scores_codex":[0.9967715,0.0008128125,0.000457478,0.0005617125,0.0009023872,0.0004940943],"domain_scores_gemma":[0.9957336,0.002308152,0.000122324,0.0007553058,0.0006662803,0.0004143595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005422977,0.0006853538,0.9076622,0.0001619127,0.0002422252,0.00003733695,0.0004171184,2.23656e-8,0.0360617,0.0000930508,0.0002237913,0.04899233],"study_design_scores_gemma":[0.003939111,0.001409576,0.9549037,0.0002254004,0.0001457837,0.000001142426,0.001914809,0.00002626722,0.002607594,0.00008515824,0.03458501,0.0001564343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925955,0.003538774,0.0002713943,0.0008718417,0.00006321279,0.00205838,0.0005221695,0.00003284393,0.00004591391],"genre_scores_gemma":[0.9990382,0.00008493258,0.0000335864,0.0002143494,0.0003136569,0.0001913697,0.000009035908,0.00004011519,0.00007481357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0488359,"threshold_uncertainty_score":0.4621209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.171999288498898,"score_gpt":0.3988011709284726,"score_spread":0.2268018824295746,"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."}}