{"id":"W4407135836","doi":"10.1148/radiol.241001","title":"CT Honeycombing and Traction Bronchiectasis Extent Independently Predict Survival across Fibrotic Interstitial Lung Disease Subtypes","year":2025,"lang":"en","type":"article","venue":"Radiology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Honeycombing; Medicine; Interstitial lung disease; Bronchiectasis; Lung; Pulmonary fibrosis; Fibrosis; Idiopathic pulmonary fibrosis; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002030348,0.0002248887,0.0004293451,0.0001327643,0.0002003293,0.00003853726,0.0001043773,0.0001004442,0.00008809729],"category_scores_gemma":[0.0001628459,0.0002084087,0.0001856168,0.0001352832,0.0002316118,0.000136949,0.0001056622,0.0003108917,0.00001059215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008648,"about_ca_system_score_gemma":0.0001658582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001781756,"about_ca_topic_score_gemma":0.00002100703,"domain_scores_codex":[0.9984757,0.0001438897,0.0003257266,0.0004781337,0.0001611723,0.0004153717],"domain_scores_gemma":[0.9991925,0.0001290091,0.0000770993,0.0002690899,0.00005747361,0.0002747857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04332465,0.001454005,0.8767338,0.003580595,0.001784079,0.003307083,0.0009286116,0.00018253,0.01303226,0.008867657,0.009326995,0.03747774],"study_design_scores_gemma":[0.004590399,0.001874246,0.9719662,0.001163259,0.001170856,0.0009126972,0.000717465,0.01312993,0.0003116117,0.0007393274,0.002938811,0.0004851875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906356,0.003364587,0.001492922,0.001081152,0.001809426,0.0004735177,0.0001150482,0.0001138224,0.0009138955],"genre_scores_gemma":[0.9981097,0.0002877023,0.00003643623,0.0003412918,0.0003603382,0.00003844819,0.0001420176,0.0000207473,0.0006633377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09523241,"threshold_uncertainty_score":0.849866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007558893262953096,"score_gpt":0.2841989447794728,"score_spread":0.2766400515165197,"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."}}