{"id":"W4387013003","doi":"10.1186/s12931-023-02523-1","title":"Benefit of prompt initiation of single-inhaler fluticasone furoate, umeclidinium, and vilanterol (FF/UMEC/VI) in patients with COPD in England following an exacerbation: a retrospective cohort study","year":2023,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"European Respiratory Society","keywords":"Medicine; COPD; Fluticasone propionate; Exacerbation; Odds ratio; Internal medicine; Retrospective cohort study; Inhaler; Cohort; Rate ratio; Confidence interval; Corticosteroid; Asthma","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":[0.002374231,0.0003569943,0.0007146326,0.0006044889,0.0005017563,0.001375527,0.0007078319,0.0007563236,0.00147616],"category_scores_gemma":[0.009840959,0.0006208234,0.00161205,0.0009981409,0.0003551299,0.0009037848,0.001010559,0.00101367,0.0002198649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008714483,"about_ca_system_score_gemma":0.0008071467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165932,"about_ca_topic_score_gemma":0.01382682,"domain_scores_codex":[0.9974764,0.0006502476,0.0004033369,0.0007925321,0.0002955624,0.0003818404],"domain_scores_gemma":[0.9897621,0.001618745,0.005995544,0.0008546936,0.000684929,0.001084015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009123857,0.00004628625,0.9977811,0.00003901174,0.0001995456,0.00008655843,0.00008001667,0.00002821815,0.00006903528,0.0000162602,0.00009642514,0.0006450343],"study_design_scores_gemma":[0.0000823409,0.0003405201,0.9983816,0.00003835648,0.0002065164,0.0003220375,0.0002095083,0.0001785325,0.00003415715,0.00002255657,0.0001734309,0.0000104981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982369,0.0007588154,0.00004340075,0.00006947766,0.00001692741,0.00001631035,0.0006597445,0.000001694274,0.0001966561],"genre_scores_gemma":[0.9991739,0.0002182777,0.00004520277,0.00004180162,0.00001638884,0.00001138374,0.0004182693,0.000001681378,0.00007299697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01165932,"threshold_uncertainty_score":0.02318293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05430778914482498,"score_gpt":0.347921041897319,"score_spread":0.2936132527524941,"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."}}