{"id":"W4411405167","doi":"10.1016/j.chest.2025.06.018","title":"Combined Interstitial Features and Emphysema in National Lung Screening Trial Participants","year":2025,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea","keywords":"National Lung Screening Trial; Medicine; Pulmonary emphysema; Interstitial lung disease; Internal medicine; Lung; Lung cancer screening","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":[0.001939362,0.0008845351,0.001642365,0.0004697308,0.0006005049,0.001199066,0.0007084352,0.00158864,0.003471984],"category_scores_gemma":[0.003308491,0.0006983013,0.002134979,0.00063268,0.0003646573,0.001127522,0.0008201591,0.001346809,0.0003298516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874824,"about_ca_system_score_gemma":0.0004188436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002400369,"about_ca_topic_score_gemma":0.005299464,"domain_scores_codex":[0.9989236,0.000493035,0.0001052123,0.0002145185,0.0001033907,0.0001602304],"domain_scores_gemma":[0.998719,0.0003562181,0.0003718223,0.0001281026,0.00009599329,0.0003289446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.163333,0.001710643,0.8133618,0.0005038317,0.00807794,0.0006150678,0.0001606362,0.0002089604,0.003268234,0.0001847091,0.001342643,0.007232588],"study_design_scores_gemma":[0.01150034,0.005789531,0.9725553,0.000129558,0.006954802,0.0005758032,0.0002205029,0.0006614293,0.0003383481,0.0004230344,0.0007967782,0.00005461443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956419,0.001768177,0.00009923448,0.0001636081,0.0001060838,0.00006098478,0.0009570935,0.000008166118,0.001194629],"genre_scores_gemma":[0.9975914,0.0002461095,0.0001290671,0.0001470551,0.0001172181,0.00008394746,0.001038413,0.000003570396,0.0006432833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003471984,"threshold_uncertainty_score":0.01161492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397655939930292,"score_gpt":0.3663778412256298,"score_spread":0.3266122472326006,"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."}}