{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00813429,0.0003616773,0.001331935,0.0003077621,0.0005874059,0.0004926487,0.0005881561,0.0002151258,0.0001619651],"category_scores_gemma":[0.002765468,0.0002263051,0.0002038593,0.001165231,0.0006205589,0.0002124635,0.001453589,0.0009835672,0.0000564768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007857318,"about_ca_system_score_gemma":0.0003780585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009366012,"about_ca_topic_score_gemma":0.0007319312,"domain_scores_codex":[0.9933396,0.002948949,0.001413894,0.0008619855,0.0008017058,0.0006338803],"domain_scores_gemma":[0.9953164,0.002248654,0.0002901107,0.0009827001,0.0003952708,0.0007668884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003271855,0.0006593203,0.9664124,0.0002724582,0.001005936,0.002503586,0.003071841,0.000003961238,0.0005479925,0.000007464858,0.007427583,0.0148156],"study_design_scores_gemma":[0.01752645,0.003805687,0.9279673,0.0001706568,0.001014628,0.0001397995,0.0186338,0.01630092,0.0001523142,0.00002536149,0.01366204,0.0006011034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896133,0.0006499732,0.0001688031,0.001911059,0.00007480733,0.007108308,0.0001907775,0.00002170567,0.0002612805],"genre_scores_gemma":[0.994935,0.00003866858,0.00004197372,0.003697518,0.0002625725,0.0004385014,0.00001866195,0.00005482521,0.0005122262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03844516,"threshold_uncertainty_score":0.9228452,"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."}}