Essays about: "clinical text data"

Showing result 1 - 5 of 19 essays containing the words clinical text data.

  1. 1. Simulating metal ct artefacts for ground truth generation in deep learning.

    University essay from Lunds universitet/Avdelningen för Biomedicinsk teknik

    Author : Arthur Barakat; [2023]
    Keywords : Technology and Engineering;

    Abstract : CT scanning stands as one of the most employed imaging techniques used in clinical field. In the presence of metal implants in the field of view (FOV), distortions and noise appear on the 3D image leading to inaccurate bone segmentation, often required for surgery planning or implant design. READ MORE

  3. 2. Towards Building Privacy-Preserving Language Models: Challenges and Insights in Adapting PrivGAN for Generation of Synthetic Clinical Text

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Atena Nazem; [2023]
    Keywords : Generative Adversarial Networks; privacy-preserving language models; clinical text data; reinforcement learning; synthetic data;

    Abstract : The growing development of artificial intelligence (AI), particularly neural networks, is transforming applications of AI in healthcare, yet it raises significant privacy concerns due to potential data leakage. As neural networks memorise training data, they may inadvertently expose sensitive clinical data to privacy breaches, which can engender serious repercussions like identity theft, fraud, and harmful medical errors. READ MORE

  4. 3. Mortality Prediction in Intensive Care Units by Utilizing the MIMIC-IV Clinical Database

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

    Author : Raymond Wang; [2022]
    Keywords : Clinical Data Science; Mortality Prediction; MIMIC-IV; Machine Learning; NLP; ICU;

    Abstract : Machine learning has the potential of significantly improving daily operations in health care institutions but many persistent barriers are to be faced in order to ensure its wider acceptance. Among such obstacles are the accuracy and reliability. READ MORE

  5. 4. Towards the creation of a Clinical Summarizer

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Axel Gunnarsson; [2022]
    Keywords : NLP; BERT; summarization; extractive summarization; medical records;

    Abstract : While Electronic Medical Records provide extensive information about patients, the vast amounts of data cause issues in attempts to quickly retrieve valuable information needed to make accurate assumptions and decisions directly concerned with patients’ health. This search process is naturally time-consuming and forces health professionals to focus on a labor intensive task that diverts their attention from the main task of applying their knowledge to save lives. READ MORE

  6. 5. Towards terminology-based keyword extraction

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Cornelius Krassow; [2022]
    Keywords : NLP; BERT; keywords; keyword extraction; Electronic Medical Records; Swedish; patient journals;

    Abstract : The digitization of information has provided an overflow of data in many areas of society, including the clinical sector. However, confidentiality issues concerning the privacy of both clinicians and patients have hampered research into how to best deal with this kind of "clinical" data. READ MORE