Matthew M Graziose, Pamela A Koch, Randi Wolf, Heewon L Gray, Raynika Trent, Isobel R Contento
Cafeteria noise exposure and fruit and vegetable consumption at school lunch: A cross-sectional study of elementary students
Appetite
venous thromboembolism vte characterized high morbidity mortality complex treatment vte knowledge graph vtekg effectively integrate vterelated medical knowledge offer intuitive description analysis relations medical entities however current methods constructing knowledge graphs typically suffer error propagation redundant information study propose deep learningbased joint extraction model biaffine commonsequence selfattention linker bcslinker chinese electronic medical records address issues mentioned often occur constructing vtekg first biaffine commonsequence selfattention bcssa module employed create global matrices extract entities relations simultaneously mitigating error propagation second multilabel crossentropy loss utilized diminish impact redundant information enhance information extraction used electronic medical record data vte patients tertiary hospital achieving f1 score 869 bcslinker outperforms joint entity relation extraction models discussed study addition developed questionanswering system based vtekg structured data source study constructed accurate comprehensive vtekg provide reference diagnosing evaluating treating vte well supporting patient selfcare considerable clinical value