{"id":"W4396531359","doi":"10.1136/thorax-2024-221581","title":"Epidemiology of idiopathic pulmonary fibrosis: opportunities and hurdles for population-level studies of rare disease","year":2024,"lang":"en","type":"letter","venue":"Thorax","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Providence Health Care; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Epidemiology; Idiopathic pulmonary fibrosis; Disease; Pulmonary fibrosis; Intensive care medicine; Population; Pulmonary disease; Fibrosis; Pathology; Environmental health; Internal medicine; Lung","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":[0.0245712,0.0007331508,0.003264705,0.001617942,0.004210319,0.004472682,0.003274238,0.04056658,0.004852584],"category_scores_gemma":[0.0802313,0.00103643,0.00167017,0.001663723,0.005360807,0.009660361,0.003546901,0.02697385,0.002740272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003730302,"about_ca_system_score_gemma":0.008664968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01235511,"about_ca_topic_score_gemma":0.03167516,"domain_scores_codex":[0.9773579,0.01405568,0.003219098,0.001150228,0.003257792,0.0009593605],"domain_scores_gemma":[0.8495973,0.1119961,0.00550233,0.00469285,0.01791777,0.01029369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002223666,0.0002680609,0.03310091,0.0006534757,0.0001683481,0.00391841,0.001180464,0.0002673228,0.0006426764,0.01295586,0.8903121,0.05631002],"study_design_scores_gemma":[0.0008323782,0.0005368874,0.05205046,0.003990064,0.0002969351,0.009809548,0.007871327,0.003888705,0.0005061752,0.1159393,0.8037833,0.000494878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005911937,0.002166645,0.0002334404,0.9921011,0.004224579,0.000008743966,0.00008085447,0.0000158981,0.0005775197],"genre_scores_gemma":[0.01133976,0.004543089,0.002287846,0.901327,0.07824814,0.000107976,0.0001330646,0.00003366779,0.001979575],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04056658,"threshold_uncertainty_score":0.1299465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1623719567167507,"score_gpt":0.3671049028080593,"score_spread":0.2047329460913086,"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."}}