{"id":"W2824266353","doi":"10.1016/j.chest.2018.01.050","title":"Imaging End Points in COPD Clinical Trials","year":2018,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; COPD; Clinical trial; Cause of death; Intensive care medicine; Psychological intervention; Disease; Internal medicine; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03221708,0.0009915078,0.003543637,0.001683666,0.003630306,0.007464288,0.002634574,0.04922673,0.01017035],"category_scores_gemma":[0.1989126,0.001119967,0.002468915,0.002147621,0.00388055,0.004938915,0.003346719,0.03190678,0.005210727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006188026,"about_ca_system_score_gemma":0.006756279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00215673,"about_ca_topic_score_gemma":0.005834855,"domain_scores_codex":[0.9491376,0.03586572,0.006114085,0.001541149,0.005761363,0.001580079],"domain_scores_gemma":[0.7960372,0.1651493,0.01145759,0.00342512,0.01047539,0.01345534],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001380285,0.0001271917,0.003598554,0.0007048514,0.0001468467,0.001583134,0.0001458716,0.0001793141,0.0001789301,0.005895011,0.9317657,0.0542944],"study_design_scores_gemma":[0.005336099,0.000880022,0.009124525,0.007377528,0.0006372029,0.003579733,0.0003659335,0.002114305,0.0006579125,0.05712461,0.9126097,0.0001924345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006844845,0.007580095,0.0002075514,0.9729077,0.01165686,0.00004413011,0.0001702631,0.00002898448,0.00671982],"genre_scores_gemma":[0.0126549,0.005240638,0.001005556,0.8464527,0.1314594,0.0002925071,0.0002161405,0.00003875057,0.002639526],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9677829,"threshold_uncertainty_score":0.1703822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252519737700502,"score_gpt":0.4383330395495129,"score_spread":0.3130810657794628,"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."}}