{"id":"W7045882174","doi":"","title":"Benefit–Harm Analysis of Earlier Initiation of Triple Therapy for Prevention of Acute Exacerbation in Patients with COPD","year":2024,"lang":"en","type":"article","venue":"Lancaster EPrints (Lancaster University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exacerbation; COPD; Lama; Pneumonia; Population; Clinical trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009863715,0.00009083398,0.0002543582,0.0007168313,0.00001305736,0.00001039019,0.0001152541,0.00003030209,0.007175361],"category_scores_gemma":[0.00000100906,0.00008407276,0.0001125785,0.000887499,0.00002832484,0.0000800061,0.00004981262,0.00005516894,0.000003085191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001270235,"about_ca_system_score_gemma":0.00003280697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008477866,"about_ca_topic_score_gemma":0.00004602124,"domain_scores_codex":[0.999217,0.00003692314,0.0002375948,0.0001982263,0.0001933349,0.0001169093],"domain_scores_gemma":[0.9994215,0.00004230037,0.0001528397,0.000184665,0.0001737772,0.00002486878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007846754,0.0003398572,0.9211259,0.00008961295,0.001054588,8.056841e-7,0.0005442516,0.000006154172,0.0007974591,0.001640759,0.00003038352,0.07358548],"study_design_scores_gemma":[0.002526744,0.0003028552,0.9907872,0.00008156531,0.0003007688,1.614736e-8,0.0001796763,0.002034443,0.002184196,0.000045024,0.001477025,0.00008045571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836017,0.000006291431,0.006366435,0.00002430603,0.00003516467,0.0005695694,0.0001701583,0.00000403033,0.009222319],"genre_scores_gemma":[0.9950407,0.000004181681,0.0002862305,0.000002603099,0.00000995856,0.000004342965,0.0002005618,0.000006851279,0.004444606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07350503,"threshold_uncertainty_score":0.9937322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378314348296309,"score_gpt":0.2475192040088705,"score_spread":0.2337360605259074,"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."}}