{"id":"W4408946215","doi":"10.1089/jamp.2024.0060","title":"<i>Letter:</i> Respiratory Effectiveness Group Position Statement: Inhaler Choice: Balancing Personalized Health Care and Environmental Responsibility","year":2025,"lang":"en","type":"letter","venue":"Journal of Aerosol Medicine and Pulmonary Drug Delivery","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Genentech; Grifols; Idorsia Pharmaceuticals; Eisai; Moderna; AstraZeneca; CSL Behring; Respiratory Effectiveness Group; Covis Pharma; Menarini Group; Celltrion; Sanofi; Mylan; GlaxoSmithKline; Regeneron Pharmaceuticals; Novo Nordisk; Teva Pharmaceutical Industries; Mereo BioPharma; Pfizer","keywords":"Inhaler; Medicine; Position (finance); Position statement; Business; Intensive care medicine; Family medicine; Asthma; 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":[0.004007633,0.0008659451,0.0009567062,0.0005596559,0.003748569,0.003077363,0.001805105,0.03865048,0.01472866],"category_scores_gemma":[0.02368073,0.0005732654,0.0008607366,0.0005416289,0.001831196,0.00353611,0.0008472222,0.02417007,0.01097016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003186763,"about_ca_system_score_gemma":0.004348978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003857422,"about_ca_topic_score_gemma":0.004808009,"domain_scores_codex":[0.9966798,0.001093988,0.000397035,0.0004508602,0.0009543723,0.0004238507],"domain_scores_gemma":[0.9887608,0.006044642,0.0006527333,0.0002728991,0.002680428,0.00158843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001732729,0.00001913193,0.0002845813,0.00002572856,0.000003849038,0.0005510466,0.00005234289,0.00001657231,0.00005426261,0.0004106954,0.9959838,0.002580637],"study_design_scores_gemma":[0.0000893526,0.00008886032,0.001713063,0.0004440022,0.00002078472,0.002692324,0.0006322971,0.0004961556,0.0002539365,0.00222702,0.9912851,0.00005690397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003495506,0.0005004844,0.00005984533,0.9780833,0.01734689,0.00001432475,0.00005877738,0.00003396554,0.003552861],"genre_scores_gemma":[0.004048107,0.0006244047,0.0001938434,0.95703,0.02987894,0.00003654965,0.00003520185,0.00002643764,0.008126569],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03865048,"threshold_uncertainty_score":0.0492723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281883544029477,"score_gpt":0.2764510498949738,"score_spread":0.263632214454679,"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."}}