{"id":"W3006449173","doi":"10.1183/13993003.01760-2019","title":"Acute exacerbation of idiopathic pulmonary fibrosis: international survey and call for harmonisation","year":2020,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"National Institute for Health and Care Research","keywords":"Medicine; Idiopathic pulmonary fibrosis; Pulmonologists; Exacerbation; Intensive care medicine; Pirfenidone; Immunosuppression; Internal medicine; Lung","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":[0.0008472858,0.0001371136,0.0002347211,0.00008787913,0.0001166726,0.00005320758,0.0001289152,0.00004374627,0.00003564232],"category_scores_gemma":[0.0002640144,0.0001240602,0.000142886,0.00007829074,0.00006998789,0.0002040394,0.00005691607,0.0002258902,0.00001032612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004592389,"about_ca_system_score_gemma":0.0001128293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001693307,"about_ca_topic_score_gemma":2.430052e-7,"domain_scores_codex":[0.9985628,0.0002838479,0.0004989546,0.0002204317,0.0002856437,0.0001483241],"domain_scores_gemma":[0.9989544,0.00003842034,0.0002863035,0.0001036777,0.0003362914,0.0002809181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.04618889,0.0005296088,0.1256787,0.0009897387,0.0009195334,0.001111076,0.001494876,0.00005695834,0.7375776,0.0002904709,0.01741652,0.067746],"study_design_scores_gemma":[0.00546172,0.01201218,0.9253529,0.001128797,0.000592932,0.0008012486,0.0002787582,0.005337562,0.005853256,0.00007245626,0.04254555,0.00056264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852883,0.002656541,0.00626878,0.002184981,0.0005451654,0.0004430132,0.0002963966,0.00004996383,0.002266851],"genre_scores_gemma":[0.9969537,0.0001481187,0.0003680977,0.001356105,0.001017284,0.000003450155,0.00005007802,0.00003693571,0.00006622884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7996742,"threshold_uncertainty_score":0.5059028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432184253279493,"score_gpt":0.284370489689071,"score_spread":0.2400486471562761,"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."}}