{"id":"W4417338316","doi":"10.58931/crt.2025.1316","title":"Interstitial Lung Disease in 2025: Updated Classification, Precision Diagnostics, and Expanding Therapeutic Frontiers","year":2025,"lang":"","type":"article","venue":"Canadian Respirology Today","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Hypersensitivity pneumonitis; Interstitial lung disease; Context (archaeology); Disease; Idiopathic pulmonary fibrosis; Pulmonary fibrosis; Usual interstitial pneumonia; Fibrosis; Lung","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005148281,0.0005138984,0.0007584419,0.001758455,0.0004012652,0.0001129238,0.0003805097,0.0005966813,0.0007368937],"category_scores_gemma":[0.0008646022,0.0005523612,0.0001857974,0.0006791264,0.0007591941,0.000207307,0.0001285852,0.0007784026,0.00003910746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542478,"about_ca_system_score_gemma":0.003032935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01579428,"about_ca_topic_score_gemma":0.01916344,"domain_scores_codex":[0.996114,0.0005055498,0.0009108459,0.001098315,0.0002162982,0.001154953],"domain_scores_gemma":[0.9970269,0.0003044719,0.0001589058,0.0006958166,0.0001862027,0.001627711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01615588,0.0003468244,0.770502,0.0006476761,0.0005942105,0.002232429,0.0008426376,0.00006360521,0.0004274772,0.01010761,0.1627895,0.03529016],"study_design_scores_gemma":[0.00430199,0.00127294,0.804619,0.003085383,0.001679026,0.00001387694,0.001172788,0.04606951,0.00002533827,0.002625999,0.1342735,0.0008606957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5980859,0.2734855,0.006697056,0.08407634,0.01848475,0.005419466,0.001786449,0.0001432467,0.01182135],"genre_scores_gemma":[0.9840283,0.005019254,0.00003402009,0.007476224,0.0003758086,0.0001149468,0.000312742,0.0000475955,0.002591155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3859424,"threshold_uncertainty_score":0.9996928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103606487183261,"score_gpt":0.2830265111328822,"score_spread":0.2719904462610496,"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."}}