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  • Amirahmadi, Ali,1994-Högskolan i Halmstad,Halmstad University,Akademin för informationsteknologi (author)

A Masked Language Model for Multi-Source EHR Trajectories Contextual Representation Learning

  • Article/chapterEnglish2023

Publisher, publication year, extent ...

  • Amsterdam :IOS Press,2023
  • 2 s.

Numbers

  • LIBRIS-ID:oai:lup.lub.lu.se:07a27462-3cc0-4955-9b9e-88d40a5857ab
  • https://lup.lub.lu.se/record/07a27462-3cc0-4955-9b9e-88d40a5857abURI
  • https://doi.org/10.3233/SHTI230217DOI
  • https://urn.kb.se/resolve?urn=urn:nbn:se:hh:diva-51734URI

Supplementary language notes

  • Language:English
  • Summary in:English

Part of subdatabase

Classification

  • Subject category:kon swepub-publicationtype
  • Subject category:ref swepub-contenttype

Notes

  • Using electronic health records data and machine learning to guide future decisions needs to address challenges, including 1) long/short-term dependencies and 2) interactions between diseases and interventions. Bidirectional transformers have effectively addressed the first challenge. Here we tackled the latter challenge by masking one source (e.g., ICD10 codes) and training the transformer to predict it using other sources (e.g., ATC codes).

Subject headings and genre

Added entries (persons, corporate bodies, meetings, titles ...)

  • Ohlsson, MattiasHögskolan i Halmstad,Halmstad University,Lund University,Lunds universitet,Centrum för miljö- och klimatvetenskap (CEC),Naturvetenskapliga fakulteten,LU profilområde: Naturlig och artificiell kognition,Lunds universitets profilområden,Centre for Environmental and Climate Science (CEC),Faculty of Science,LU Profile Area: Natural and Artificial Cognition,Lund University Profile areas,Akademin för informationsteknologi,Lund University, Lund, Sweden(Swepub:hh)matohl (author)
  • Etminani, Kobra,1984-Högskolan i Halmstad,Halmstad University,Akademin för informationsteknologi(Swepub:hh)etikob (author)
  • Melander, OlleLund University,Lunds universitet,Avdelningen för arbets- och miljömedicin,Institutionen för laboratoriemedicin,Medicinska fakulteten,Division of Occupational and Environmental Medicine, Lund University,Department of Laboratory Medicine,Faculty of Medicine,Lund University, Lund, Sweden(Swepub:lu)endo-ome (author)
  • Björk, JonasLund University,Lunds universitet,Avdelningen för arbets- och miljömedicin,Institutionen för laboratoriemedicin,Medicinska fakulteten,Kirurgi och folkhälsa,Forskargrupper vid Lunds universitet,EPI@LUND,Division of Occupational and Environmental Medicine, Lund University,Department of Laboratory Medicine,Faculty of Medicine,Surgery and public health,Lund University Research Groups,Lund University, Lund, Sweden(Swepub:lu)ymed-jbj (author)
  • Hagglund, Maria (editor)
  • Blusi, Madeleine (editor)
  • Bonacina, Stefano (editor)
  • Nilsson, Lina (editor)
  • Madsen, Inge Cort (editor)
  • Pelayo, Sylvia (editor)
  • Moen, Anne (editor)
  • Benis, Arriel (editor)
  • Lindskold, Lars (editor)
  • Gallos, Parisis (editor)
  • Halmstad UniversityAkademin för informationsteknologi (creator_code:org_t)

Related titles

  • In:Caring is Sharing - Exploiting the Value in Data for Health and Innovation - Proceedings of MIE 2023Amsterdam : IOS Press302, s. 609-610, s. 609-6100926-96301879-83659781643683881
  • In:Caring is Sharing – Exploiting the Value in Data for Health and InnovationAmsterdam : IOS Press302, s. 609-610, s. 609-6109781643683898

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