{"id":"W3152894658","doi":"10.1016/j.chest.2021.04.013","title":"Eosinophilic and Noneosinophilic Asthma","year":2021,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":265,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"UCB Pharma; Janssen Pharmaceuticals; National Institute of Allergy and Infectious Diseases; Efficacy and Mechanism Evaluation Programme; Sanofi Genzyme; Seqirus; AKL Research and Development; Teijin Pharma; University of British Columbia; Astellas Pharma; Daiichi-Sankyo; Singapore General Hospital; Optimum Patient Care; AstraZeneca; Allergy Therapeutics; Regeneron Pharmaceuticals; Mylan; Meiji Seika Pharma; HAL Allergy; Medical Research Council; Meso Scale Diagnostics; Teva Pharmaceutical Industries; Handok; Takeda Pharmaceutical Company; Danone; Novartis; MedImmune; Sanofi; GlaxoSmithKline; Merck; Respiratory Effectiveness Group; Chiesi Farmaceutici; Boehringer Ingelheim; Amgen; Genentech; British Lung Foundation; Pfizer; Roche; Astellas Pharma US","keywords":"Asthma; Eosinophilic; Medicine; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009527247,0.0001090185,0.0001991543,0.00006282773,0.0001646861,0.00006158165,0.00003870097,0.0000649654,0.0003426255],"category_scores_gemma":[0.0001117715,0.0000855834,0.00009732012,0.0001220188,0.00009201233,0.00007984319,0.00003542407,0.0002808343,0.00004731276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003111941,"about_ca_system_score_gemma":0.0003037834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.449412e-7,"about_ca_topic_score_gemma":7.036451e-7,"domain_scores_codex":[0.99922,0.00003684005,0.0001864444,0.0001551375,0.0002018082,0.0001997734],"domain_scores_gemma":[0.999191,0.0000240946,0.00005610977,0.0001491884,0.0001433103,0.0004362216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004307879,0.001503474,0.3097045,0.0009769408,0.0003661551,0.02796586,0.001055745,0.000008958249,0.1769641,0.000783767,0.01644121,0.4637985],"study_design_scores_gemma":[0.001838915,0.0002830738,0.686621,0.0002187223,0.00009781355,0.02198808,0.0003562121,0.00002857889,0.009398007,0.0003212253,0.2786673,0.0001811583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832048,0.0110592,0.0001008127,0.002516518,0.0001974602,0.00004745031,0.000002511731,0.00002311318,0.002848165],"genre_scores_gemma":[0.9950356,0.0005225149,0.0007976937,0.001438061,0.0009366632,0.000001489366,0.000004015726,0.00001861816,0.001245379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4636173,"threshold_uncertainty_score":0.3751508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424672071961824,"score_gpt":0.2623062630983988,"score_spread":0.2480595423787806,"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."}}