{"id":"W3204369246","doi":"10.3389/fmed.2021.699644","title":"Management of Acute Exacerbation of Idiopathic Pulmonary Fibrosis in Specialised and Non-specialised ILD Centres Around the World","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":19,"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; Pulmonologists; Idiopathic pulmonary fibrosis; Pulmonologist; Exacerbation; Intensive care medicine; Extracorporeal membrane oxygenation; Intensivist; Internal medicine; Intensive care; 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":[0.0004567304,0.0002038787,0.0007937723,0.000360935,0.00004288672,0.000007271289,0.0001426669,0.00008576169,0.0001022756],"category_scores_gemma":[0.00003690908,0.0001542825,0.0001060038,0.0008259149,0.0003895749,0.00009719002,0.00009312013,0.0002361208,7.174308e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001431482,"about_ca_system_score_gemma":0.00007613403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000123188,"about_ca_topic_score_gemma":0.00003638654,"domain_scores_codex":[0.9980275,0.0001211757,0.0007399671,0.0003477634,0.0004939,0.0002696618],"domain_scores_gemma":[0.99915,0.0000449098,0.000211642,0.0003896731,0.0001024769,0.000101257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04694124,0.003420158,0.7261552,0.01263056,0.002602053,0.0104681,0.01005051,0.0001254517,0.06769158,0.007043541,0.04695514,0.06591643],"study_design_scores_gemma":[0.009630072,0.001713543,0.9302335,0.01981143,0.001875042,0.00007681803,0.01749109,0.00389853,0.006546686,0.002714661,0.005526351,0.0004822708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177727,0.02913579,0.001642379,0.01178101,0.003099873,0.002027783,0.0001187254,0.00003354199,0.03438823],"genre_scores_gemma":[0.9922408,0.004724532,0.001083149,0.0002178187,0.0005110325,0.00002615717,0.0000863375,0.00002221345,0.00108798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2040783,"threshold_uncertainty_score":0.6291457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00877695995652499,"score_gpt":0.2521526460777275,"score_spread":0.2433756861212025,"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."}}