Essays about: "De-Identification"

Found 3 essays containing the word De-Identification.

  1. 1. Named-entity recognition with BERT for anonymization of medical records

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Olle Bridal; [2021]
    Keywords : NLP; anonymization; de-identification; NER; BERT; medical records; Swedish;

    Abstract : Sharing data is an important part of the progress of science in many fields. In the largely deep learning dominated field of natural language processing, textual resources are in high demand. In certain domains, such as that of medical records, the sharing of data is limited by ethical and legal restrictions and therefore requires anonymization. READ MORE

  3. 2. Deep Neural Networks for Inverse De-Identification of Medical Case Narratives in Reports of Suspected Adverse Drug Reactions

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Eva-Lisa Meldau; [2018]
    Keywords : De-Identification; Deep Learning; Recurrent Neural Networks; Natural Language Processing; Pharmacovigilance; Medical Language Processing; Privacy Protection; Adverse Drug Reactions;

    Abstract : Medical research requires detailed and accurate information on individual patients. This is especially so in the context of pharmacovigilance which amongst others seeks to identify previously unknown adverse drug reactions. READ MORE

  4. 3. Automatic de-identification of case narratives from spontaneous reports in VigiBase

    University essay from Uppsala universitet/Avdelningen för datorteknik

    Author : Jakob Sahlström; [2015]
    Keywords : de-identification; svm; crf; regex; VigiBase; i2b2;

    Abstract : The use of patient data is essential in research but it is on the other hand confidential and can only be used after acquiring approval from an Ethical Board and informed consent from the individual patient. A large amount of patient data is therefore difficult to obtain if sensitive information, such as names, id numbers and contact details, are not removed from the data, by so called de-identification. READ MORE