{"id":"W4220722717","doi":"10.1183/13993003.02571-2021","title":"Prevalence and characteristics of progressive fibrosing interstitial lung disease in a prospective registry","year":2022,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":185,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia; University of Toronto; University of Saskatchewan; Centre Hospitalier de l’Université de Montréal; University of Calgary; McGill University; Boehringer Ingelheim (Canada); St. Paul's Hospital; McMaster University","funders":"Boehringer Ingelheim","keywords":"Medicine; Interstitial lung disease; Idiopathic pulmonary fibrosis; Internal medicine; Hypersensitivity pneumonitis; Vital capacity; Hazard ratio; Pulmonary fibrosis; Lung transplantation; Gastroenterology; Usual interstitial pneumonia; Fibrosis; Connective tissue disease; Lung; Diffusing capacity; Disease; Confidence interval; Lung function","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":[],"consensus_categories":[],"category_scores_codex":[0.0005126135,0.0001428879,0.0002335527,0.0001563506,0.0002138531,0.00004181876,0.000142964,0.00001520294,0.0002225102],"category_scores_gemma":[0.000175809,0.0001364499,0.0001076348,0.0001144049,0.0001737219,0.0001292937,0.0002216836,0.0005838338,0.000001912747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000197236,"about_ca_system_score_gemma":0.0002459212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001269353,"about_ca_topic_score_gemma":5.647888e-8,"domain_scores_codex":[0.9983391,0.0003994359,0.0004559676,0.0002483762,0.0003449772,0.0002122117],"domain_scores_gemma":[0.9990769,0.00002371226,0.0003344541,0.0001899858,0.0001042527,0.0002706882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01434437,0.000490903,0.9632851,0.001088689,0.00006240301,0.01159772,0.000978968,0.00001725223,0.004542381,0.0001700706,0.0006276248,0.002794518],"study_design_scores_gemma":[0.001530117,0.002715176,0.9906628,0.001848368,0.00015057,0.0007458388,0.0002650872,0.0002871869,0.0000474895,0.00002130289,0.001531374,0.0001946856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937789,0.004278722,0.0000473962,0.00009273715,0.0002331931,0.0003182787,0.0001169444,0.00001682304,0.001116949],"genre_scores_gemma":[0.9990693,0.00004697603,0.00005400964,0.000246987,0.0003895024,0.0000108506,0.00000491011,0.00003106776,0.0001464158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0273777,"threshold_uncertainty_score":0.5564264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027777678496792,"score_gpt":0.2566581936519644,"score_spread":0.2463804168669965,"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."}}