{"id":"W3095857451","doi":"10.1186/s13223-020-00489-z","title":"Non-allergic severe asthma: is it really always non-allergic? The IDENTIFY project","year":2020,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novartis Pharma","keywords":"Allergic asthma; Asthma; Medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004746447,0.0003854926,0.0008201091,0.0006321603,0.0005716354,0.001541024,0.0006814302,0.0008601935,0.004514323],"category_scores_gemma":[0.005742877,0.0003046121,0.0004210614,0.0007616948,0.0005945335,0.001199102,0.002087746,0.0006236967,0.001211683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007589047,"about_ca_system_score_gemma":0.001983364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002028633,"about_ca_topic_score_gemma":0.003193213,"domain_scores_codex":[0.9976873,0.0010546,0.0001706299,0.0003648746,0.0004172108,0.0003052419],"domain_scores_gemma":[0.9953159,0.001191516,0.001128734,0.0004668563,0.0006362689,0.001260618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007678072,0.00136508,0.7391505,0.001633293,0.0005070795,0.0004408502,0.0009866557,0.0003124173,0.001243187,0.002679619,0.03886012,0.2051431],"study_design_scores_gemma":[0.001059028,0.002490357,0.9444247,0.0009276122,0.0006609895,0.0007457986,0.00154432,0.0006015756,0.0006260828,0.001517271,0.04536456,0.00003758331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478422,0.006867016,0.002656141,0.01269726,0.0002971356,0.0008001739,0.01566304,0.0001178849,0.01305916],"genre_scores_gemma":[0.9688883,0.005550843,0.002879281,0.005260715,0.0005316164,0.001258169,0.009486723,0.00007324356,0.006070993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004746447,"threshold_uncertainty_score":0.02510196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03618394238904101,"score_gpt":0.3445604761408137,"score_spread":0.3083765337517727,"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."}}