Essays about: "ICD-9"

Found 4 essays containing the word ICD-9.

  1. 1. Early Detection and Differentiation of Circulatory Shock in the Intensive Care Unit using Machine Learning

    University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Author : Therese Lindberg; [2022]
    Keywords : machine learning; prediction; circulatory shock; intensive care unit; ICU;

    Abstract : In the intensive care unit, patients with crucial, life-threatening conditions are admitted and need constant monitoring. Here, the need for a quick and efficient decision support tool is the greatest. READ MORE

  3. 2. 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

  4. 3. Machine Learning for Early Prediction of Pneumothorax in the Intensive Care Unit

    University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Author : Emma Malm; [2022]
    Keywords : machine learning; deep learning; pneumothorax; intensive care unit; onset prediction;

    Abstract : By taking advantage of the increasing amount of available electronic health data, applications of machine learning in the intensive care unit have the potential to improve medical diagnostics and risk stratification. This thesis proposes an approach for early onset prediction of pneumothorax with such technique, using time series data extracted from a clinical database. READ MORE

  5. 4. Extracting Structured Data from Free-Text Clinical Notes : The impact of hierarchies in model training

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

    Author : Mohammad Omer; [2021]
    Keywords : Diagnosis Code Assignment; Hierarchical Training; Transformer Model; BERT; SNOMED CT; ICD-9; MIMIC-III; Diagnoskodstilldelning; Hierarkisk Träning; Transformermodell; BERT; SNOMED CT; ICD-9; MIMIC-III;

    Abstract : Diagnosis code assignment is a field that looks at automatically assigning diagnosis codes to free-text clinical notes. Assigning a diagnosis code to clinical notes manually needs expertise and time. Being able to do this automatically makes getting structured data from free-text clinical notes in Electronic Health Records easier. READ MORE