{"id":"W7106601494","doi":"","title":"Sputum Cytokine Repeatability in COPD","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Sputum; COPD; Intraclass correlation; Biomarker; Respiratory system; Roflumilast","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":[0.003120488,0.0002698875,0.0006439178,0.0007775045,0.0003782811,0.0009305226,0.0004835118,0.0007053642,0.0006078569],"category_scores_gemma":[0.007456273,0.0003630536,0.0003856397,0.0004649728,0.0003824519,0.0003413497,0.0008381807,0.0007521424,0.0003336784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003994895,"about_ca_system_score_gemma":0.0002266804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102979,"about_ca_topic_score_gemma":0.001377421,"domain_scores_codex":[0.9969038,0.0009165148,0.0002618977,0.0006636818,0.00107678,0.0001771813],"domain_scores_gemma":[0.9950353,0.001599339,0.001431974,0.0006231181,0.001042126,0.0002681578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001858228,0.0001655443,0.9117081,0.000196332,0.0002182521,0.0004492902,0.0008294386,0.0004022878,0.03603685,0.00009054381,0.0007655179,0.04727954],"study_design_scores_gemma":[0.0000171396,0.0006225385,0.9907801,0.00002901122,0.00007751715,0.00101338,0.0001264431,0.0004581083,0.005757005,0.00009456323,0.001009638,0.00001457075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915065,0.00538377,0.001217982,0.0001606387,0.00007741842,0.0000534873,0.0003039781,0.00005367554,0.001242585],"genre_scores_gemma":[0.998218,0.0003499945,0.0006577111,0.00007020888,0.00004404421,0.0000336189,0.0003067162,0.00000845706,0.0003112128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003120488,"threshold_uncertainty_score":0.01650286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638935365039122,"score_gpt":0.5552108643406282,"score_spread":0.391317327836716,"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."}}