{"id":"W2052731062","doi":"10.1378/chest.11-1152","title":"A Unified Front Against COPD","year":2011,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; COPD; Front (military); Intensive care medicine; Internal medicine; Mechanical engineering","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":[0.01620593,0.001216255,0.002115666,0.003389042,0.005848777,0.01181843,0.001931562,0.02196188,0.02159475],"category_scores_gemma":[0.02171552,0.0005956701,0.001011284,0.001217106,0.02410833,0.01942603,0.01250011,0.02921196,0.007344063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004236503,"about_ca_system_score_gemma":0.008757571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428475,"about_ca_topic_score_gemma":0.004252811,"domain_scores_codex":[0.9909254,0.003209891,0.000723467,0.001020789,0.002818957,0.001301457],"domain_scores_gemma":[0.9834282,0.005815516,0.0009497453,0.001901255,0.003475223,0.004430086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002359177,0.0001958846,0.001067118,0.0008938721,0.00009038496,0.0002694882,0.001464572,0.0001530698,0.000731419,0.399679,0.4515154,0.1437039],"study_design_scores_gemma":[0.000106657,0.0001627844,0.001252297,0.001781688,0.00005407705,0.0002618203,0.001251209,0.0001283407,0.0002063636,0.2233113,0.7714378,0.00004566639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001084275,0.1028692,0.001152119,0.8164806,0.04527165,0.0000204777,0.0000890221,0.00008570295,0.03294702],"genre_scores_gemma":[0.08918261,0.07103983,0.002497687,0.6793668,0.1187402,0.0001500595,0.0001733633,0.0001917003,0.03865786],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02196188,"threshold_uncertainty_score":0.08570611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04891627495106303,"score_gpt":0.2938033598041705,"score_spread":0.2448870848531075,"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."}}