{"id":"W2123465900","doi":"10.1183/09031936.00089207","title":"Series on comprehensive management of end-stage COPD","year":2007,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Stage (stratigraphy); COPD; Operations management; Medicine; Engineering; Internal medicine; Geology","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":[0.0004391226,0.0007065931,0.0004019904,0.0008359255,0.0006731264,0.000328095,0.0007638446,0.0007126314,0.03442071],"category_scores_gemma":[0.001138879,0.000133024,0.0005393937,0.0007403197,0.0001965022,0.0005747752,0.001060151,0.0009563093,0.008467445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004798933,"about_ca_system_score_gemma":0.0009589412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007317446,"about_ca_topic_score_gemma":0.001982115,"domain_scores_codex":[0.9997131,0.00006422763,0.00004048082,0.00004435108,0.00007818198,0.00005955411],"domain_scores_gemma":[0.9991316,0.0001210749,0.00008602445,0.00003434937,0.0001024012,0.0005246094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006238355,0.002048765,0.01440456,0.001492773,0.0001585947,0.009086343,0.0004365447,0.0006660519,0.002081379,0.001183091,0.4564089,0.5114091],"study_design_scores_gemma":[0.000472604,0.002433769,0.07294109,0.001389253,0.0001658773,0.02206007,0.0004116816,0.0004797442,0.001375428,0.001351886,0.8968642,0.00005431461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2503463,0.1862774,0.009213522,0.04531905,0.08152394,0.004494361,0.009431416,0.001162523,0.4122315],"genre_scores_gemma":[0.4146187,0.1655231,0.008631779,0.02246668,0.06812565,0.002652192,0.01148376,0.0003529509,0.3061451],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03442071,"threshold_uncertainty_score":0.1151487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04436283535906217,"score_gpt":0.3218258165978122,"score_spread":0.2774629812387501,"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."}}