FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3081894987> ?p ?o ?g. }

• W3081894987 abstract "Electronic health records (EHRs) are longitudinal records of a patient's interactions with healthcare systems. A patient's EHR data is organized as a three-level hierarchy from top to bottom: patient journey - all the experiences of diagnoses and treatments over a period of time; individual visit - a set of medical codes in a particular visit; and medical code - a specific record in the form of medical codes. As EHRs begin to amass in millions, the potential benefits, which these data might hold for medical research and medical outcome prediction, are staggering - including, for example, predicting future admissions to hospitals, diagnosing illnesses or determining the efficacy of medical treatments. Each of these analytics tasks requires a domain knowledge extraction method to transform the hierarchical patient journey into a vector representation for further prediction procedure. The representations should embed a sequence of visits and a set of medical codes with a specific timestamp, which are crucial to any downstream prediction tasks. Hence, expressively powerful representations are appealing to boost learning performance. To this end, we propose a novel self-attention mechanism that captures the contextual dependency and temporal relationships within a patient's healthcare journey. An end-to-end bidirectional temporal encoder network (BiteNet) then learns representations of the patient's journeys, based solely on the proposed attention mechanism. We have evaluated the effectiveness of our methods on two supervised prediction and two unsupervised clustering tasks with a real-world EHR dataset. The empirical results demonstrate the proposed BiteNet model produces higher-quality representations than state-of-the-art baseline methods." @default.
• W3081894987 created "2020-09-08" @default.
• W3081894987 creator A5021084228 @default.
• W3081894987 creator A5043273399 @default.
• W3081894987 creator A5043549588 @default.
• W3081894987 creator A5057139422 @default.
• W3081894987 creator A5059227406 @default.
• W3081894987 creator A5074852078 @default.
• W3081894987 date "2020-09-23" @default.
• W3081894987 modified "2023-09-27" @default.
• W3081894987 title "BiteNet: Bidirectional Temporal Encoder Network to Predict Medical Outcomes" @default.
• W3081894987 cites W1793121960 @default.
• W3081894987 cites W1832693441 @default.
• W3081894987 cites W1843891098 @default.
• W3081894987 cites W2064675550 @default.
• W3081894987 cites W2099307202 @default.
• W3081894987 cites W2153579005 @default.
• W3081894987 cites W2157331557 @default.
• W3081894987 cites W2194775991 @default.
• W3081894987 cites W2284851926 @default.
• W3081894987 cites W2396881363 @default.
• W3081894987 cites W2405317410 @default.
• W3081894987 cites W2415204069 @default.
• W3081894987 cites W2514071032 @default.
• W3081894987 cites W2557074642 @default.
• W3081894987 cites W2597655663 @default.
• W3081894987 cites W2625625371 @default.
• W3081894987 cites W2786396726 @default.
• W3081894987 cites W2796547658 @default.
• W3081894987 cites W2798999921 @default.
• W3081894987 cites W2799690436 @default.
• W3081894987 cites W2807771243 @default.
• W3081894987 cites W2809398771 @default.
• W3081894987 cites W2896538705 @default.
• W3081894987 cites W2908082115 @default.
• W3081894987 cites W2950577311 @default.
• W3081894987 cites W2952312237 @default.
• W3081894987 cites W2963208729 @default.
• W3081894987 cites W2963271116 @default.
• W3081894987 cites W2963403868 @default.
• W3081894987 cites W2963532813 @default.
• W3081894987 cites W2963611386 @default.
• W3081894987 cites W2963963856 @default.
• W3081894987 cites W2964189376 @default.
• W3081894987 cites W2964308564 @default.
• W3081894987 cites W2973281329 @default.
• W3081894987 cites W3003675036 @default.
• W3081894987 cites W3004402226 @default.
• W3081894987 cites W3036645712 @default.
• W3081894987 cites W3098949126 @default.
• W3081894987 cites W3099136959 @default.
• W3081894987 doi "https://doi.org/10.48550/arxiv.2009.13252" @default.
• W3081894987 hasPublicationYear "2020" @default.
• W3081894987 type Work @default.
• W3081894987 sameAs 3081894987 @default.
• W3081894987 citedByCount "0" @default.
• W3081894987 crossrefType "posted-content" @default.
• W3081894987 hasAuthorship W3081894987A5021084228 @default.
• W3081894987 hasAuthorship W3081894987A5043273399 @default.
• W3081894987 hasAuthorship W3081894987A5043549588 @default.
• W3081894987 hasAuthorship W3081894987A5057139422 @default.
• W3081894987 hasAuthorship W3081894987A5059227406 @default.
• W3081894987 hasAuthorship W3081894987A5074852078 @default.
• W3081894987 hasBestOaLocation W30818949871 @default.
• W3081894987 hasConcept C111919701 @default.
• W3081894987 hasConcept C113954288 @default.
• W3081894987 hasConcept C118505674 @default.
• W3081894987 hasConcept C119857082 @default.
• W3081894987 hasConcept C124101348 @default.
• W3081894987 hasConcept C126838900 @default.
• W3081894987 hasConcept C142724271 @default.
• W3081894987 hasConcept C154874363 @default.
• W3081894987 hasConcept C154945302 @default.
• W3081894987 hasConcept C159110408 @default.
• W3081894987 hasConcept C162324750 @default.
• W3081894987 hasConcept C177264268 @default.
• W3081894987 hasConcept C195910791 @default.
• W3081894987 hasConcept C19768560 @default.
• W3081894987 hasConcept C199360897 @default.
• W3081894987 hasConcept C2776760102 @default.
• W3081894987 hasConcept C2908647359 @default.
• W3081894987 hasConcept C31170391 @default.
• W3081894987 hasConcept C34447519 @default.
• W3081894987 hasConcept C38652104 @default.
• W3081894987 hasConcept C41008148 @default.
• W3081894987 hasConcept C45827449 @default.
• W3081894987 hasConcept C534262118 @default.
• W3081894987 hasConcept C71924100 @default.
• W3081894987 hasConcept C73555534 @default.
• W3081894987 hasConcept C79158427 @default.
• W3081894987 hasConcept C99454951 @default.
• W3081894987 hasConceptScore W3081894987C111919701 @default.
• W3081894987 hasConceptScore W3081894987C113954288 @default.
• W3081894987 hasConceptScore W3081894987C118505674 @default.
• W3081894987 hasConceptScore W3081894987C119857082 @default.
• W3081894987 hasConceptScore W3081894987C124101348 @default.
• W3081894987 hasConceptScore W3081894987C126838900 @default.
• W3081894987 hasConceptScore W3081894987C142724271 @default.
• W3081894987 hasConceptScore W3081894987C154874363 @default.
• W3081894987 hasConceptScore W3081894987C154945302 @default.

• next