{"id":"W2122590281","doi":"10.1183/09031936.00111707","title":"Evaluation of COPD Longitudinally to Identify Predictive Surrogate End-points (ECLIPSE)","year":2008,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":769,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Brigham and Women's Hospital; Hvidovre Hospital; GlaxoSmithKline","keywords":"Medicine; COPD; Spirometry; Surrogate endpoint; Internal medicine; Biomarker; Sputum; Plethysmograph; Cardiology; Physical therapy; Pathology; 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":[0.01040193,0.000553209,0.0007693648,0.000612596,0.0006807434,0.0006899567,0.0004590575,0.0007307763,0.00101227],"category_scores_gemma":[0.008553222,0.0002071457,0.0009133653,0.0005681211,0.0001840936,0.0007399516,0.001186912,0.0006845659,0.000490172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003836809,"about_ca_system_score_gemma":0.001291904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437789,"about_ca_topic_score_gemma":0.001905751,"domain_scores_codex":[0.9983261,0.0008237972,0.0001528423,0.0001959235,0.0002904224,0.0002109233],"domain_scores_gemma":[0.9926082,0.001547688,0.001545874,0.001008541,0.002386307,0.0009032978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005918039,0.00124999,0.9421349,0.0001644771,0.0003779906,0.0001852407,0.0002283558,0.0006757198,0.003638681,0.0003099771,0.001322264,0.04379439],"study_design_scores_gemma":[0.0003425445,0.01158698,0.9784414,0.00009734357,0.0003484711,0.0003991676,0.0001478833,0.001766745,0.002242104,0.0004099358,0.004185161,0.00003220715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784879,0.00260347,0.008946132,0.0004722008,0.00009231645,0.001067118,0.004716615,0.00008682407,0.003527469],"genre_scores_gemma":[0.9774802,0.0007248676,0.009117783,0.000336317,0.00009151469,0.00196627,0.008474565,0.00002692234,0.001781691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040193,"threshold_uncertainty_score":0.05501127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09238488219359628,"score_gpt":0.3694000355956581,"score_spread":0.2770151534020618,"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."}}