{"id":"W4362522541","doi":"10.1183/13993003.02058-2022","title":"Defining the questions to be asked in severe asthma trials: data from the COMSA working group","year":2023,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Asthma; Group (periodic table); Medicine; Psychology; Family medicine; Data science; Computer science; Internal medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2034754,0.001013095,0.002729705,0.001285197,0.004575755,0.009989874,0.003058171,0.05008593,0.00878673],"category_scores_gemma":[0.3898708,0.001170164,0.002977106,0.002921627,0.00560507,0.008426143,0.00468471,0.03502287,0.01169783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01104068,"about_ca_system_score_gemma":0.02155626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006292442,"about_ca_topic_score_gemma":0.01310844,"domain_scores_codex":[0.791223,0.1555824,0.02716922,0.00481443,0.01608361,0.0051273],"domain_scores_gemma":[0.4496206,0.4586912,0.02885174,0.00907805,0.03534705,0.01841123],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003675953,0.0000302498,0.0009740481,0.0005279629,0.00005523173,0.0002246308,0.0003465521,0.00007234047,0.0001611781,0.003856023,0.9734633,0.01992083],"study_design_scores_gemma":[0.00147722,0.0002186766,0.004564643,0.00513663,0.0001538344,0.0007030776,0.001125044,0.0003528566,0.0003987668,0.02448312,0.9612221,0.0001641008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002737513,0.002276856,0.0002518178,0.9903956,0.003981605,0.00004883009,0.0003961693,0.00001669436,0.002358789],"genre_scores_gemma":[0.002349456,0.0009013221,0.0007700727,0.9880654,0.00646041,0.0002637133,0.000206768,0.00003214473,0.0009507487],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7965246,"threshold_uncertainty_score":0.9822567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1574257688820534,"score_gpt":0.3504812404046617,"score_spread":0.1930554715226083,"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."}}