{"id":"W2784359612","doi":"10.1016/s2213-2600(18)30022-5","title":"Idiopathic pulmonary fibrosis: idiopathic no more?","year":2018,"lang":"en","type":"letter","venue":"The Lancet Respiratory Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Heart, Lung, and Blood Institute; U.S. Department of Veterans Affairs","keywords":"Idiopathic pulmonary fibrosis; Medicine; Pathology; Usual interstitial pneumonia; Pulmonary fibrosis; Honeycombing; Asbestosis; Fibrosis; Interstitial lung disease; Lung; Nintedanib; Idiopathic interstitial pneumonia; Connective tissue; Connective tissue disease; Disease; Internal medicine; Autoimmune disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002562268,0.001361816,0.003231361,0.0004483417,0.0005693223,0.0000697975,0.001574112,0.001783643,0.001196051],"category_scores_gemma":[0.0009627439,0.0008324591,0.0007594696,0.0006630463,0.002608236,0.0001829383,0.0004058729,0.005928659,0.002135166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004151156,"about_ca_system_score_gemma":0.0008253579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292435,"about_ca_topic_score_gemma":0.000002639228,"domain_scores_codex":[0.9919837,0.0008254044,0.001626674,0.001514964,0.00229135,0.00175798],"domain_scores_gemma":[0.9939005,0.0002089633,0.0008576687,0.00360984,0.0009486081,0.000474423],"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":[0.003738692,0.00008700747,0.0001961006,0.003774998,0.0002990353,0.005594479,0.0002676243,4.139957e-7,0.003155533,0.00004501286,0.9821191,0.0007220053],"study_design_scores_gemma":[0.001806312,0.006571227,0.0009464975,0.01520347,0.001616272,0.0009111472,0.0001013968,0.0001102089,0.0001034661,0.0002394226,0.9715291,0.0008615077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001481113,0.05675509,0.00003836999,0.89121,0.005115738,0.001966952,0.0002796889,0.0007175209,0.04243549],"genre_scores_gemma":[0.02694819,0.0008751597,0.00003137267,0.7380772,0.2276154,0.0002729786,0.0003574405,0.0003054664,0.005516705],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2224997,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04133456745044257,"score_gpt":0.3018348070167834,"score_spread":0.2605002395663408,"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."}}