{"id":"W4414466900","doi":"10.1080/02770903.2025.2558755","title":"Mepolizumab reduced healthcare resource utilization and improved work productivity in patients with severe asthma during the REALITI-A 2-year study","year":2025,"lang":"en","type":"article","venue":"Journal of Asthma","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Affairs Canada; University of Saskatchewan","funders":"GlaxoSmithKline foundation","keywords":"Mepolizumab; Work productivity; Productivity; Asthma; Health care; Resource (disambiguation)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003936109,0.0001511789,0.0003404154,0.0002131739,0.0001497112,0.00003137727,0.00009093785,0.00005649699,0.000006074629],"category_scores_gemma":[0.0002138799,0.00008901364,0.000052651,0.0005382583,0.00006772542,0.0001331089,0.00005357843,0.0003699608,3.446776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439188,"about_ca_system_score_gemma":0.0002836792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002585448,"about_ca_topic_score_gemma":0.00004217055,"domain_scores_codex":[0.9984977,0.0002624387,0.0004439415,0.0002184952,0.0003710242,0.0002063928],"domain_scores_gemma":[0.9989284,0.0000412757,0.0003091172,0.0002718078,0.0003210469,0.0001284089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006069567,0.00083384,0.9676882,0.0001793822,0.00008211962,0.00005516972,0.001064705,0.00002188693,0.00006077469,0.00001067412,0.000179418,0.02375424],"study_design_scores_gemma":[0.00514882,0.001467452,0.9883897,0.000549616,0.00003557355,0.00003789043,0.002825693,0.000004192516,0.00009589531,0.00001050349,0.00135253,0.00008212199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966866,0.000475298,0.000005735079,0.001850403,0.0000786978,0.0007518736,0.00000419667,0.00001171881,0.0001354778],"genre_scores_gemma":[0.9993771,0.00001017933,0.00005059287,0.0001175304,0.0001480238,0.000006819218,0.000002582917,0.00001669136,0.0002705245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02367212,"threshold_uncertainty_score":0.3629871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100570919140409,"score_gpt":0.2676270162280589,"score_spread":0.257569924314018,"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."}}