{"id":"W4323074328","doi":"10.2147/copd.s389281","title":"Treatment Patterns, Healthcare Utilization and Clinical Outcomes of Patients with Chronic Obstructive Pulmonary Disease Initiating Single-Inhaler Long-Acting β2-Agonist/Long-Acting Muscarinic Antagonist Dual Therapy in Primary Care in England","year":2023,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Inhaler; Muscarinic antagonist; Pulmonary disease; Lama; Primary care; Agonist; COPD; Antagonist; Intensive care medicine; Dry-powder inhaler; Bronchodilator; Muscarinic acetylcholine receptor; Internal medicine; Asthma; Family medicine; Receptor","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":[0.0009086849,0.0002013707,0.0005657716,0.0008970817,0.0005105793,0.00137202,0.0006094893,0.0005869771,0.001533472],"category_scores_gemma":[0.005409547,0.0005735111,0.0005322037,0.001757264,0.0004858405,0.001141853,0.001307641,0.0006798102,0.0002883908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00163692,"about_ca_system_score_gemma":0.0009982346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09634993,"about_ca_topic_score_gemma":0.1034972,"domain_scores_codex":[0.9979671,0.0004262564,0.0004760221,0.0005088798,0.0002799877,0.0003418506],"domain_scores_gemma":[0.9937627,0.0006847012,0.004044356,0.0002444864,0.0006064537,0.0006574683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003891701,0.0000187674,0.9988298,0.00002684942,0.00003325194,0.00007708999,0.0003002924,0.00001752478,0.00005728142,0.00001494455,0.0001631947,0.0004221248],"study_design_scores_gemma":[0.000005377457,0.00003516229,0.9991068,0.00002197102,0.00001200923,0.0001316673,0.000482007,0.00006702798,0.00001477365,0.000008129727,0.0001114027,0.000003679974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973327,0.000559448,0.00003445387,0.000186519,0.000005426466,0.00001726291,0.001579367,0.000002348742,0.0002824359],"genre_scores_gemma":[0.998773,0.0002665773,0.00004374807,0.00008240933,0.000007688338,0.00001560906,0.0006778255,0.000001332163,0.0001317973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09634993,"threshold_uncertainty_score":0.1915782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05094090873435108,"score_gpt":0.3657996623719009,"score_spread":0.3148587536375498,"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."}}