{"id":"W4410271179","doi":"10.1164/ajrccm.2025.211.abstracts.a3240","title":"DeSTILD: Development of a Screening Tool for Interstitial Lung Disease","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Medicine; Interstitial lung disease; Lung disease; Intensive care medicine; Lung; Disease; 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":[0.008879568,0.0006855645,0.0008672159,0.004739553,0.0005748604,0.001652032,0.001259792,0.0006010405,0.00375465],"category_scores_gemma":[0.02871484,0.0003535257,0.001789071,0.002196166,0.0003705337,0.001639653,0.001838882,0.0008733985,0.0008144726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457171,"about_ca_system_score_gemma":0.003821678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001857649,"about_ca_topic_score_gemma":0.003337399,"domain_scores_codex":[0.9946496,0.002623326,0.0009624943,0.0003206887,0.001176256,0.0002677587],"domain_scores_gemma":[0.9783891,0.01514081,0.001606999,0.0004960137,0.003825876,0.0005412462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006727057,0.001266393,0.3229896,0.005173393,0.0003556921,0.001096536,0.00427213,0.004354681,0.002790284,0.005256265,0.02974185,0.6220304],"study_design_scores_gemma":[0.001049305,0.00521165,0.7465868,0.007638988,0.001373251,0.005106704,0.01733426,0.07963905,0.01377651,0.01700581,0.1048014,0.0004762148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.761403,0.002441724,0.1456275,0.00777696,0.0006571943,0.02382185,0.02117917,0.003932551,0.03315991],"genre_scores_gemma":[0.5515714,0.001179599,0.4259987,0.000591214,0.0000795704,0.009175037,0.008288544,0.00007223248,0.003043584],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008879568,"threshold_uncertainty_score":0.04696023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697320405724785,"score_gpt":0.3312820048258746,"score_spread":0.3143088007686267,"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."}}