{"id":"W4318071623","doi":"10.1183/13993003.00957-2022","title":"Idiopathic pulmonary fibrosis: state of the art for 2023","year":2023,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":320,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Natural history; Idiopathic pulmonary fibrosis; Intensive care medicine; Context (archaeology); Disease; Lung transplantation; Interstitial lung disease; Lung; Pediatrics; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001478362,0.0001736657,0.0002824808,0.0001683825,0.0002972744,0.0000401586,0.0003007546,0.00003361284,0.000057591],"category_scores_gemma":[0.0002268254,0.0001175171,0.0005160343,0.0003834951,0.0001347355,0.0001076066,0.0001288803,0.0003880628,0.0003212174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000527927,"about_ca_system_score_gemma":0.0002282759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.700929e-7,"about_ca_topic_score_gemma":3.51894e-7,"domain_scores_codex":[0.9980694,0.000336395,0.0005930024,0.0002187779,0.0004251967,0.0003572468],"domain_scores_gemma":[0.9988061,0.00004539456,0.0002908228,0.0003839685,0.0002420201,0.0002316474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01350535,0.0006995288,0.01668915,0.002066734,0.0005477334,0.003763757,0.0006293973,0.0006039302,0.5567263,0.0003601585,0.3384394,0.06596848],"study_design_scores_gemma":[0.002936876,0.005579534,0.3390411,0.004828226,0.0004768965,0.001235904,0.0003628798,0.0009129176,0.005075326,0.0006654163,0.6382936,0.0005912874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669801,0.004597701,0.0004081135,0.002007408,0.002491119,0.001016612,0.000300436,0.0001804816,0.02201802],"genre_scores_gemma":[0.9921711,0.0001232977,0.00005641341,0.0009020187,0.001305238,0.00001041867,0.000008355215,0.00008069081,0.005342451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.551651,"threshold_uncertainty_score":0.4792209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461324247961568,"score_gpt":0.268867553791548,"score_spread":0.2442543113119323,"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."}}