{"id":"W2008831005","doi":"10.1186/1465-9921-11-41","title":"Multi analyte profiling and variability of inflammatory markers in blood and induced sputum in patients with stable COPD","year":2010,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sputum; COPD; Medicine; Internal medicine; Coefficient of variation; Immunology; Gastroenterology; Pathology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004616366,0.0001962558,0.0004468885,0.0009218669,0.00008721634,0.00003011204,0.0001701088,0.0002063773,0.00008146735],"category_scores_gemma":[0.001420706,0.0001719191,0.00002966664,0.001007062,0.0009072298,0.0002352778,0.000323165,0.001640458,0.000002677296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213341,"about_ca_system_score_gemma":0.001213422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003016289,"about_ca_topic_score_gemma":0.0004382395,"domain_scores_codex":[0.9963119,0.0006974566,0.0004840595,0.0006832444,0.001106309,0.0007170166],"domain_scores_gemma":[0.9978265,0.0004053657,0.0000785771,0.0006398971,0.0006335012,0.0004162238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001798063,0.0007228552,0.94739,0.001140274,0.00004444441,0.00009594324,0.0001065849,0.000001991963,0.04661408,0.00005857652,0.000005013896,0.002022135],"study_design_scores_gemma":[0.008306613,0.000428914,0.9858422,0.0002030413,0.00001668685,0.000002251546,0.0002308711,0.0005226008,0.004193696,0.00004357619,0.00006328888,0.000146296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973692,0.0001722191,9.315467e-7,0.00004014128,0.00002263269,0.001897026,0.00002869305,0.00001365861,0.0004554653],"genre_scores_gemma":[0.9993678,0.00001304468,0.0003993875,0.00001436208,0.00003199834,0.00008549564,0.000009277273,0.00003583858,0.0000428479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04242038,"threshold_uncertainty_score":0.7127064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03381518284223359,"score_gpt":0.328258132412724,"score_spread":0.2944429495704904,"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."}}