{"id":"W4416636468","doi":"10.1183/13993003.congress-2025.pa2993","title":"Interstitial lung abnormalities management, a real-life survey of England Targeted Lung Health Check","year":2025,"lang":"","type":"article","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Interstitial lung disease; Lung; Lung cancer; Health care; Lung function; Respiratory system; Health professionals; Pulmonary function testing","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":[0.001438702,0.0001424532,0.0002984176,0.0006031314,0.0005314182,0.0009968019,0.0004561063,0.0007983031,0.001739592],"category_scores_gemma":[0.006809562,0.0003982613,0.0003109667,0.0007503594,0.0004683988,0.00150852,0.001498883,0.0008649815,0.0004569055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996099,"about_ca_system_score_gemma":0.001035375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1020231,"about_ca_topic_score_gemma":0.1186229,"domain_scores_codex":[0.9980983,0.0006982199,0.0003389159,0.0002743484,0.0003127687,0.000277465],"domain_scores_gemma":[0.9943727,0.0008048072,0.002554685,0.0002219665,0.0008088452,0.001236972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005918261,0.00009273514,0.9913059,0.00008931111,0.00002587576,0.0002570393,0.003964193,0.00002851728,0.0001826071,0.00002934564,0.001625671,0.002339564],"study_design_scores_gemma":[0.000007884748,0.0001252135,0.9948089,0.00004919459,0.000005089271,0.0001277859,0.004025462,0.0000629924,0.00001812471,0.000008058415,0.0007547913,0.000006423369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959657,0.0003199997,0.00005370295,0.001185203,0.000009736973,0.00004841867,0.001675268,0.000004253744,0.0007377543],"genre_scores_gemma":[0.9976661,0.0003050872,0.0001013885,0.0007650169,0.00001517217,0.00006235985,0.0007286509,0.000003313005,0.0003528536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1020231,"threshold_uncertainty_score":0.2028584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443872807133001,"score_gpt":0.3064863156678388,"score_spread":0.2920475875965088,"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."}}