{"id":"W4403771038","doi":"10.1007/s12325-024-02999-3","title":"Fluticasone Furoate/Umeclidinium/Vilanterol Initiation Following a COPD Exacerbation: Benefits of Prompt Initiation on COPD Outcomes","year":2024,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Fluticasone propionate; COPD; Exacerbation; Copd exacerbation; Internal medicine; Fluticasone; Physical therapy; Rheumatology; Intensive care medicine; Corticosteroid; 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":[0.0003830117,0.0002591257,0.0004617546,0.0004103558,0.00006466243,0.00003963584,0.0001445566,0.0001118758,0.0002627509],"category_scores_gemma":[0.0001556412,0.0002236757,0.0001801078,0.0006030275,0.00008567511,0.0006990326,0.00003479241,0.0003142164,0.00005351533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003590024,"about_ca_system_score_gemma":0.0001796215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001586791,"about_ca_topic_score_gemma":0.00001703059,"domain_scores_codex":[0.9977222,0.0001326147,0.0005483594,0.0004949376,0.0007425841,0.0003592925],"domain_scores_gemma":[0.9988484,0.0004517983,0.000121472,0.0003569327,0.0001187478,0.0001026307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003432032,0.00168794,0.4663628,0.002238404,0.0006236783,0.0004958081,0.003497096,0.001555152,0.00782255,0.01361387,0.0002921394,0.4983785],"study_design_scores_gemma":[0.01023136,0.001622666,0.9422013,0.003129693,0.0001353582,0.00005829354,0.0007021833,0.005602818,0.01745353,0.004484844,0.01371107,0.0006668838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556712,0.03714066,0.0002012746,0.001255549,0.0006844883,0.001266779,0.00006493665,0.0001312822,0.003583813],"genre_scores_gemma":[0.9930578,0.00551815,0.0003098742,0.0003753421,0.0001778489,0.0001940008,0.0001457357,0.00005475281,0.000166446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4977117,"threshold_uncertainty_score":0.9121228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03316663494370903,"score_gpt":0.3519477026347077,"score_spread":0.3187810676909987,"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."}}