{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001038221,0.0003961365,0.0005447885,0.0004436475,0.0002932255,0.000501256,0.0003273242,0.0005250358,0.001615614],"category_scores_gemma":[0.002755584,0.0001995582,0.000669658,0.0003900803,0.0003366765,0.0004497696,0.0005164632,0.0007629381,0.0002216693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001754553,"about_ca_system_score_gemma":0.0002657297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002124472,"about_ca_topic_score_gemma":0.00460668,"domain_scores_codex":[0.9996202,0.0001012573,0.00003156478,0.00008471771,0.00007104732,0.00009114178],"domain_scores_gemma":[0.9980387,0.0006452397,0.0005291832,0.0002172404,0.0001452446,0.0004243547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001404485,0.00003485364,0.9878482,0.00002178873,0.0003141518,0.00009525316,0.00003652219,0.0003790841,0.002861718,0.00003608771,0.0001790374,0.006788959],"study_design_scores_gemma":[0.00001597447,0.0002706167,0.9979408,0.000008032788,0.0001822944,0.0002612973,0.00004391803,0.0005224069,0.0004033666,0.00009429481,0.0002510581,0.000006001364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961648,0.001598271,0.0005159126,0.0001586804,0.00002012318,0.00001585028,0.0003452824,0.0000217101,0.00115952],"genre_scores_gemma":[0.9991455,0.0001352103,0.0000981262,0.00002973809,0.0000250481,0.000004760763,0.0002081863,0.000003507944,0.0003498944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002124472,"threshold_uncertainty_score":0.00549072,"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."}}