{"id":"W4410276945","doi":"10.1164/ajrccm.2025.211.abstracts.a7683","title":"Immune Cell Ratio Biomarkers of Non-type 2 Inflammation in COPD","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Inflammation; COPD; Immune system; Immunology; Pulmonary disease; Internal medicine","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":[0.001820501,0.000657475,0.0006039913,0.001579404,0.0001756427,0.0009056368,0.0005011463,0.0005112908,0.001748639],"category_scores_gemma":[0.002432241,0.0001694807,0.0003714625,0.0008733486,0.0002977969,0.000379188,0.0006259755,0.0006386476,0.0004005857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000220214,"about_ca_system_score_gemma":0.0001924555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004083083,"about_ca_topic_score_gemma":0.0005310974,"domain_scores_codex":[0.9989837,0.0003755462,0.0001143515,0.0002118981,0.0002504659,0.00006403294],"domain_scores_gemma":[0.9982704,0.0004892835,0.0007295826,0.0001301633,0.0002316139,0.0001489758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006906603,0.0001248447,0.9832819,0.00008898888,0.0001819078,0.00005310314,0.00002807756,0.0003419975,0.006909495,0.00004631649,0.0002535949,0.007999043],"study_design_scores_gemma":[0.00004037166,0.0007342872,0.9893735,0.00002436784,0.0001627978,0.0006895984,0.00006128471,0.002003072,0.006049602,0.0001846006,0.0006638532,0.00001263298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882117,0.005334027,0.003113909,0.00009519955,0.0000436697,0.0001330071,0.001204549,0.00009156692,0.001772318],"genre_scores_gemma":[0.9960839,0.0002336465,0.002479677,0.00005191111,0.00004187712,0.00007317268,0.0006911066,0.000009517009,0.0003351588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001820501,"threshold_uncertainty_score":0.009627879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160948305773008,"score_gpt":0.325795421863404,"score_spread":0.3141859388056739,"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."}}