{"id":"W4360875016","doi":"10.2147/copd.s378867","title":"COPD Exacerbations, Costs, and Health Care Resource Utilization Before and After Initiation of Fluticasone Furoate/Umeclidinium/Vilanterol in Routine Care in the USA","year":2023,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; COPD; Fluticasone propionate; Exacerbation; Internal medicine; Copd exacerbation; Retrospective cohort study; Physical therapy; Emergency medicine; Asthma; Acute exacerbation of chronic obstructive pulmonary disease","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":[0.0006004549,0.0001168397,0.0002600919,0.0005926275,0.00003637119,0.00003799421,0.0001581121,0.0000622132,0.00005424402],"category_scores_gemma":[0.0002001627,0.00009391368,0.00005128382,0.0003692392,0.00009886026,0.0001900162,0.00008189707,0.0002932809,0.000003035724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006067015,"about_ca_system_score_gemma":0.0003137563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001379991,"about_ca_topic_score_gemma":0.00114887,"domain_scores_codex":[0.9980729,0.0001950573,0.0006017313,0.0001660917,0.0007806405,0.0001835462],"domain_scores_gemma":[0.9988205,0.0001367998,0.0002556465,0.0001237947,0.000565797,0.00009750069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009556242,0.00009185814,0.9673991,0.0002921965,0.00005008456,0.0002847961,0.009185572,0.00004567624,0.00006153883,0.0003197084,0.0004609054,0.02085294],"study_design_scores_gemma":[0.002756963,0.0002760456,0.9838961,0.0007085562,0.0000224828,0.0002415752,0.009998697,0.0007114444,0.00006823416,0.00007349328,0.001187303,0.00005907748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890643,0.004893675,0.00003485044,0.005052304,0.0001116051,0.0003979504,0.0001070925,0.000006212434,0.0003319829],"genre_scores_gemma":[0.9982224,0.0008930053,0.00006321471,0.0004445012,0.000153079,0.00001548792,0.0001630381,0.00001501865,0.00003024126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02079387,"threshold_uncertainty_score":0.3829689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03296840107339746,"score_gpt":0.3609401010280801,"score_spread":0.3279716999546826,"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."}}