{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001888986,0.0002131254,0.0004430721,0.001065657,0.0005188539,0.0007969373,0.0007012265,0.0003874587,0.001398836],"category_scores_gemma":[0.004109092,0.000252843,0.000480618,0.002021466,0.0003633832,0.0006068412,0.0006555766,0.0005976631,0.0001819361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007667898,"about_ca_system_score_gemma":0.001574742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06740028,"about_ca_topic_score_gemma":0.05774859,"domain_scores_codex":[0.9984365,0.0002531925,0.000182277,0.0004248341,0.0004106496,0.0002925522],"domain_scores_gemma":[0.9957223,0.0005046719,0.002228477,0.0003754422,0.0005507053,0.0006184298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004023156,0.000007872627,0.9993788,0.000004482972,0.00002076478,0.0000355238,0.00002652305,0.00002219981,0.00003112577,0.00001011302,0.0001017625,0.0003206211],"study_design_scores_gemma":[0.000003936838,0.00001937709,0.9996039,0.00000453403,0.000008568221,0.0001231172,0.00006191942,0.00008074644,0.000007968225,0.000006295718,0.00007713569,0.000002523438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965935,0.0002853626,0.00007665795,0.0000622889,0.000005187151,0.00001955314,0.002499774,0.000006426919,0.0004510876],"genre_scores_gemma":[0.9978563,0.0001394684,0.0000536323,0.00002205751,0.000005999803,0.00001551392,0.001854918,0.000002144979,0.0000501381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06740028,"threshold_uncertainty_score":0.1340159,"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."}}