{"id":"W3178066222","doi":"10.1016/j.chest.2021.07.008","title":"Workup of Severe Asthma","year":2021,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital; Université de Sherbrooke","funders":"Boehringer Ingelheim; Teva Pharmaceutical Industries; Novartis; Chiesi Farmaceutici; Merck; GlaxoSmithKline; Genentech; Bayer; AstraZeneca","keywords":"Medicine; Asthma; Exhaled nitric oxide; Intensive care medicine; Spirometry; Airway; Disease; Confounding; Internal medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007687704,0.001174592,0.002804152,0.002869368,0.0002579594,0.001164331,0.001043282,0.001233854,0.003277779],"category_scores_gemma":[0.002097939,0.0004001668,0.001768837,0.001647219,0.0003706729,0.0008655586,0.0006818014,0.0021265,0.0013401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004156784,"about_ca_system_score_gemma":0.001042607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001953688,"about_ca_topic_score_gemma":0.004676479,"domain_scores_codex":[0.9994789,0.0001120215,0.0001192702,0.00008631078,0.0001576882,0.0000458939],"domain_scores_gemma":[0.9992061,0.00040664,0.0001882804,0.00001580624,0.0001359276,0.00004717214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001622311,0.00006850494,0.001274888,0.04710266,0.0006095557,0.0003872507,0.00005111541,0.0001691936,0.0006026461,0.0005753242,0.02830902,0.9206876],"study_design_scores_gemma":[0.0005077664,0.0005236121,0.02553114,0.1367966,0.005744305,0.01091257,0.0003486412,0.0005061766,0.0008655364,0.002723044,0.8153906,0.0001499607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006568613,0.9992775,0.00004922555,0.0001072105,0.0001685857,0.000004346939,0.00001274256,0.000003267854,0.0003115019],"genre_scores_gemma":[0.001619588,0.9971998,0.0001731841,0.0003387012,0.0004119765,0.00000783346,0.00005238301,0.000001233561,0.0001952556],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003277779,"threshold_uncertainty_score":0.01096529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05351891261527236,"score_gpt":0.3550673566427357,"score_spread":0.3015484440274633,"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."}}