{"id":"W4304974914","doi":"10.1183/23120541.00357-2022","title":"Neighbourhood disadvantage impacts on pulmonary function in patients with sarcoidosis","year":2022,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Saskatchewan; Centre Hospitalier de l’Université de Montréal; McGill University; University of Calgary; McMaster University; St. Paul's Hospital; St. Joseph’s Healthcare Hamilton; University of British Columbia","funders":"National Institutes of Health; University of British Columbia; University of Toronto; Royal University Hospital Foundation; Regeneron Pharmaceuticals; Gilead Sciences; McMaster University; National Heart, Lung, and Blood Institute; Université de Montréal; University of Saskatchewan; F. Hoffmann-La Roche; Cumming School of Medicine, University of Calgary; University of Calgary; Boehringer Ingelheim; Pulmonary Fibrosis Foundation; AstraZeneca","keywords":"Medicine; Disadvantage; Neighbourhood (mathematics); Sarcoidosis; Pulmonary function testing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004565537,0.000255065,0.0004564423,0.0006707442,0.0008186253,0.0007688254,0.0003521071,0.0004483406,0.001310762],"category_scores_gemma":[0.001923914,0.0001362303,0.000569053,0.0008961674,0.0003667082,0.0003064428,0.0007320707,0.0005345914,0.0001313955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018565,"about_ca_system_score_gemma":0.0007769472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09610775,"about_ca_topic_score_gemma":0.1053099,"domain_scores_codex":[0.9994566,0.0001055147,0.00003822788,0.0001062652,0.0001270826,0.0001662538],"domain_scores_gemma":[0.999089,0.00008935265,0.0003919986,0.00004925983,0.0001084431,0.0002719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001210478,0.00001969182,0.9989563,0.0000110917,0.00004245835,0.00005525721,0.00004201038,0.00004556015,0.0000542192,0.00001237538,0.00006417154,0.0005757373],"study_design_scores_gemma":[0.000003845191,0.00003782736,0.9996606,0.00000532943,0.00001655205,0.00007620712,0.00005540729,0.00005715564,0.00000692968,0.00001318588,0.00006507396,0.000001967152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982975,0.0005181039,0.0000297213,0.00006930902,0.000008202013,0.00000983294,0.000512666,0.000001957556,0.0005526102],"genre_scores_gemma":[0.9996077,0.00008003422,0.00001622949,0.00001470411,0.000008192619,0.000003876805,0.0002105299,5.909322e-7,0.0000579775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09610775,"threshold_uncertainty_score":0.1910967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07032365507312204,"score_gpt":0.3879264938423544,"score_spread":0.3176028387692324,"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."}}