{"id":"W4407340892","doi":"10.1016/j.jaci.2024.12.1009","title":"Low Adherence to Current Biologic Therapies in Asthma: Insights From a Retrospective Cohort Analysis of Claims Data","year":2025,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"GlaxoSmithKline (Canada)","funders":"","keywords":"Medicine; Asthma; Retrospective cohort study; Cohort; Intensive care medicine; Oncology; 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":[],"consensus_categories":[],"category_scores_codex":[0.004762831,0.0003311217,0.0005249772,0.001442651,0.0007390111,0.001948921,0.001017731,0.0007984233,0.00122438],"category_scores_gemma":[0.01562642,0.0005248797,0.001405329,0.003476616,0.0004081861,0.0009773755,0.001084157,0.001417627,0.0001901802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005481928,"about_ca_system_score_gemma":0.0008224334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02195446,"about_ca_topic_score_gemma":0.02434204,"domain_scores_codex":[0.9958104,0.001612973,0.0006196234,0.0008587274,0.0006606778,0.0004376541],"domain_scores_gemma":[0.9822962,0.005645437,0.007552671,0.002477149,0.001271196,0.00075737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006905452,0.00003400819,0.9986209,0.000008263802,0.0002161792,0.00003999485,0.0001102395,0.00003322546,0.00005279412,0.00004738784,0.0001110336,0.0006570265],"study_design_scores_gemma":[0.000007190399,0.00004216736,0.9983021,0.00001531547,0.0001671733,0.0002034404,0.0003086851,0.0006085559,0.00003927516,0.00007364373,0.0002250227,0.000007335721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975092,0.0006032464,0.0002120099,0.0001652978,0.00001058363,0.000007947721,0.00120945,0.00000463793,0.0002775212],"genre_scores_gemma":[0.9984757,0.0001863239,0.0001612076,0.00004571973,0.00001345445,0.000006753276,0.001016984,0.000004120431,0.00008975321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02195446,"threshold_uncertainty_score":0.04365337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04010582391910828,"score_gpt":0.3780447311839841,"score_spread":0.3379389072648758,"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."}}