{"id":"W3108261366","doi":"10.1136/bmjresp-2020-000632","title":"Endotypes identified by cluster analysis in asthmatics and non-asthmatics and their clinical characteristics at follow-up: the case-control EGEA study","year":2020,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Etablissement Français du Sang; Institut National de la Santé et de la Recherche Médicale; Agence Nationale de Sécurité Sanitaire de l’Alimentation, de l’Environnement et du Travail; Agence Nationale de la Recherche; Agir pour les Maladies Chroniques; McGill University","keywords":"Medicine; Asthma; Endotype; Asymptomatic; Eosinophil; Allergy; Internal medicine; Immunology; Wheeze; Respiratory system; Phlegm; COPD; Traditional Chinese medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002006477,0.0006935545,0.00084763,0.001856412,0.001115646,0.0009434336,0.0008004901,0.001016282,0.001192091],"category_scores_gemma":[0.003668235,0.0005054833,0.001222037,0.001456967,0.0005377954,0.0005158411,0.001082949,0.0006219056,0.0002089084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000666507,"about_ca_system_score_gemma":0.0003828273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173499,"about_ca_topic_score_gemma":0.007315939,"domain_scores_codex":[0.9982066,0.0005224534,0.0001310722,0.0006684059,0.0002132073,0.000258259],"domain_scores_gemma":[0.997723,0.0004667013,0.0006664582,0.0005546553,0.0002895002,0.0002997246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008949114,0.0001212954,0.9967135,0.00001204863,0.0002380123,0.0002339637,0.0002316712,0.00004198058,0.0004291191,0.00002940323,0.00008426612,0.0009697283],"study_design_scores_gemma":[0.00004405337,0.0001931558,0.9984541,0.000007832774,0.0001051025,0.0004052473,0.0003036165,0.0002167597,0.00007277296,0.0000311907,0.0001588974,0.000007175189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994808,0.0001444426,0.000145465,0.000008718393,0.000003063454,0.00001934373,0.0001069233,0.000002361614,0.00008887522],"genre_scores_gemma":[0.9993066,0.00005340517,0.0001619509,0.00001373887,0.000006993359,0.00002620121,0.000332534,0.000003001339,0.00009554373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01173499,"threshold_uncertainty_score":0.02333337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556959037718126,"score_gpt":0.4579097223978592,"score_spread":0.3022138186260466,"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."}}