{"id":"W4410271390","doi":"10.1164/ajrccm.2025.211.abstracts.a3194","title":"Gene Expression Profile of Change in Exacerbation Frequency in COPDGene","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; Exacerbation; Gene; Gene expression; Genetics; Computational biology; Internal medicine; Biology","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":[0.0002897898,0.0001192522,0.0002464938,0.0004876586,0.0001670088,0.0002930983,0.0001228455,0.0002631517,0.001278105],"category_scores_gemma":[0.00066429,0.00008744886,0.0002085152,0.0006335093,0.0001414956,0.0001162878,0.0001920807,0.0002742182,0.0002200992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151421,"about_ca_system_score_gemma":0.0001231266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009502776,"about_ca_topic_score_gemma":0.001139314,"domain_scores_codex":[0.9998314,0.00004245025,0.00001009929,0.00005607657,0.00003056848,0.00002936758],"domain_scores_gemma":[0.9995562,0.0001358578,0.0001566289,0.0000332786,0.00006490628,0.00005313515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001228921,0.00008591323,0.9112935,0.00006182582,0.0001094748,0.0001036306,0.0001491866,0.0002902444,0.08069042,0.00006012331,0.0003217523,0.005605028],"study_design_scores_gemma":[0.000005297083,0.0001056037,0.9974317,0.000002531742,0.00001516078,0.0001154423,0.00004434847,0.0003905696,0.001651999,0.00004229013,0.0001924254,0.000002659845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975877,0.0001807994,0.0004036218,0.00002865226,0.000002941606,0.000008579405,0.001534296,0.0000129972,0.0002403669],"genre_scores_gemma":[0.997169,0.00005233175,0.0005418509,0.00003155929,0.000005141649,0.00002214769,0.001812676,0.0000057439,0.0003597455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001278105,"threshold_uncertainty_score":0.00427568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03445666393022527,"score_gpt":0.3610432923739914,"score_spread":0.3265866284437661,"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."}}