{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007062083,0.001292147,0.002281684,0.005787425,0.0007568024,0.003554243,0.001816028,0.002113448,0.005281447],"category_scores_gemma":[0.01060369,0.0003764739,0.001447982,0.004067156,0.001276121,0.004544671,0.002169999,0.003734331,0.0029903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003077669,"about_ca_system_score_gemma":0.006501275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006720096,"about_ca_topic_score_gemma":0.01129863,"domain_scores_codex":[0.9969823,0.0006313921,0.0007111346,0.0003706856,0.000995658,0.000308961],"domain_scores_gemma":[0.9880778,0.002188901,0.001658443,0.0003485624,0.006482932,0.001243278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003033029,0.00005217357,0.007791564,0.003358823,0.0001649603,0.0003349942,0.000168171,0.00067209,0.0005439604,0.01538282,0.2207439,0.7504832],"study_design_scores_gemma":[0.00007812119,0.0001892283,0.0116182,0.01199166,0.0003707113,0.0035432,0.0002904199,0.001217986,0.0002366711,0.01123277,0.9591256,0.0001055221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002298745,0.9159464,0.007464665,0.04581837,0.01092932,0.0001129208,0.00233919,0.0004123934,0.01467802],"genre_scores_gemma":[0.02922543,0.8746454,0.02513241,0.02635779,0.02978658,0.0002563672,0.009038042,0.0001773404,0.005380686],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007062083,"threshold_uncertainty_score":0.03734827,"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."}}