FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4311617908> ?p ?o ?g. }

• W4311617908 abstract "Abstract Background Social determinants of health are non-medical factors that influence health outcomes (SDOH). There is a wealth of SDOH information available in electronic health records, clinical reports, and social media data, usually in free text format. Extracting key information from free text poses a significant challenge and necessitates the use of natural language processing (NLP) techniques to extract key information. Objective The objective of this research is to advance the automatic extraction of SDOH from clinical texts. Setting and Data The case reports of COVID-19 patients from the published literature are curated to create a corpus. A portion of the data is annotated by experts to create ground truth labels, and semi-supervised learning method is used for corpus re-annotation. Methods An NLP framework is developed and tested to extract SDOH from the free texts. A two-way evaluation method is used to assess the quantity and quality of the methods. Results The proposed NER implementation achieves an accuracy (F1-score) of 92.98% on our test set and generalizes well on benchmark data. A careful analysis of case examples demonstrates the superiority of the proposed approach in correctly classifying the named entities. Conclusions NLP can be used to extract key information, such as SDOH factors from free texts. A more accurate understanding of SDOH is needed to further improve healthcare outcomes." @default.
• W4311617908 created "2022-12-27" @default.
• W4311617908 creator A5000542196 @default.
• W4311617908 creator A5050289436 @default.
• W4311617908 creator A5053939840 @default.
• W4311617908 creator A5061175035 @default.
• W4311617908 creator A5063986560 @default.
• W4311617908 date "2022-12-05" @default.
• W4311617908 modified "2023-10-16" @default.
• W4311617908 title "Discovering Social Determinants of Health from Case Reports using Natural Language Processing: Algorithmic Development and Validation" @default.
• W4311617908 cites W2025820027 @default.
• W4311617908 cites W2112602380 @default.
• W4311617908 cites W2120844411 @default.
• W4311617908 cites W2137070227 @default.
• W4311617908 cites W2144578941 @default.
• W4311617908 cites W2169099542 @default.
• W4311617908 cites W2296283641 @default.
• W4311617908 cites W2421131586 @default.
• W4311617908 cites W2626407095 @default.
• W4311617908 cites W2774104588 @default.
• W4311617908 cites W2907010927 @default.
• W4311617908 cites W2911489562 @default.
• W4311617908 cites W2913685946 @default.
• W4311617908 cites W2925613093 @default.
• W4311617908 cites W2927032858 @default.
• W4311617908 cites W2963339489 @default.
• W4311617908 cites W2963625095 @default.
• W4311617908 cites W2971258845 @default.
• W4311617908 cites W2989812388 @default.
• W4311617908 cites W3017452948 @default.
• W4311617908 cites W3044412386 @default.
• W4311617908 cites W3092079486 @default.
• W4311617908 cites W3105753785 @default.
• W4311617908 cites W3122886537 @default.
• W4311617908 cites W3149050935 @default.
• W4311617908 cites W3157876196 @default.
• W4311617908 cites W3194960099 @default.
• W4311617908 cites W3203041483 @default.
• W4311617908 cites W4200158504 @default.
• W4311617908 cites W4206221224 @default.
• W4311617908 cites W4292939505 @default.
• W4311617908 cites W4294214983 @default.
• W4311617908 cites W4318195334 @default.
• W4311617908 doi "https://doi.org/10.1101/2022.11.30.22282946" @default.
• W4311617908 hasPublicationYear "2022" @default.
• W4311617908 type Work @default.
• W4311617908 citedByCount "1" @default.
• W4311617908 countsByYear W43116179082023 @default.
• W4311617908 crossrefType "posted-content" @default.
• W4311617908 hasAuthorship W4311617908A5000542196 @default.
• W4311617908 hasAuthorship W4311617908A5050289436 @default.
• W4311617908 hasAuthorship W4311617908A5053939840 @default.
• W4311617908 hasAuthorship W4311617908A5061175035 @default.
• W4311617908 hasAuthorship W4311617908A5063986560 @default.
• W4311617908 hasBestOaLocation W43116179081 @default.
• W4311617908 hasConcept C119857082 @default.
• W4311617908 hasConcept C13280743 @default.
• W4311617908 hasConcept C136764020 @default.
• W4311617908 hasConcept C154945302 @default.
• W4311617908 hasConcept C160735492 @default.
• W4311617908 hasConcept C169903167 @default.
• W4311617908 hasConcept C177264268 @default.
• W4311617908 hasConcept C17744445 @default.
• W4311617908 hasConcept C185798385 @default.
• W4311617908 hasConcept C195807954 @default.
• W4311617908 hasConcept C199360897 @default.
• W4311617908 hasConcept C199539241 @default.
• W4311617908 hasConcept C204321447 @default.
• W4311617908 hasConcept C205649164 @default.
• W4311617908 hasConcept C23123220 @default.
• W4311617908 hasConcept C2522767166 @default.
• W4311617908 hasConcept C26517878 @default.
• W4311617908 hasConcept C2776321320 @default.
• W4311617908 hasConcept C38652104 @default.
• W4311617908 hasConcept C41008148 @default.
• W4311617908 hasConcept C518677369 @default.
• W4311617908 hasConcept C78491826 @default.
• W4311617908 hasConceptScore W4311617908C119857082 @default.
• W4311617908 hasConceptScore W4311617908C13280743 @default.
• W4311617908 hasConceptScore W4311617908C136764020 @default.
• W4311617908 hasConceptScore W4311617908C154945302 @default.
• W4311617908 hasConceptScore W4311617908C160735492 @default.
• W4311617908 hasConceptScore W4311617908C169903167 @default.
• W4311617908 hasConceptScore W4311617908C177264268 @default.
• W4311617908 hasConceptScore W4311617908C17744445 @default.
• W4311617908 hasConceptScore W4311617908C185798385 @default.
• W4311617908 hasConceptScore W4311617908C195807954 @default.
• W4311617908 hasConceptScore W4311617908C199360897 @default.
• W4311617908 hasConceptScore W4311617908C199539241 @default.
• W4311617908 hasConceptScore W4311617908C204321447 @default.
• W4311617908 hasConceptScore W4311617908C205649164 @default.
• W4311617908 hasConceptScore W4311617908C23123220 @default.
• W4311617908 hasConceptScore W4311617908C2522767166 @default.
• W4311617908 hasConceptScore W4311617908C26517878 @default.
• W4311617908 hasConceptScore W4311617908C2776321320 @default.
• W4311617908 hasConceptScore W4311617908C38652104 @default.
• W4311617908 hasConceptScore W4311617908C41008148 @default.
• W4311617908 hasConceptScore W4311617908C518677369 @default.
• W4311617908 hasConceptScore W4311617908C78491826 @default.
• W4311617908 hasLocation W43116179081 @default.

• next