Big Data in Otolaryngology

ISBN-13: 9780443105203 / Angielski

Jennifer A. Villwock

Opis

Big data plays an increasingly important role in today's practice of otolaryngology and in all of healthcare. In Big Data in Otolaryngology, Dr. Jennifer Villwock leads a team of expert authors who provide a comprehensive view of many key impacts of big data in otolaryngology-including understanding what big data is and what we can and cannot learn from it; best practices regarding analysis; translating findings to clinical care and associated cautions; ethical issues; and future directions. Covers the clinical relevance of big data in otolaryngology, lessons and limitations of large administrative datasets, biologic big data, and much more. Discusses artificial intelligence (AI) in otolaryngology and its clinical application. Presents a patient perspective on big data in otolaryngology and its use in clinical care, as well as a glimpse into the future of big data. Compiles the knowledge and expertise of leading experts in the field who have assembled the most up-to-date recommendations for managing big data in otolaryngology. Consolidates today's available information on this timely topic into a single, convenient resource.

Spis treści

1. Introduction: Big Data - Science Fiction or Clinically Relevant?2. Large Administrative Datasets: Lessons and Limitations3. Biologic Big Data: Introduction to Genomics, Proteomics, and Metabolomics4. Sources of High-Dimensional Data - The Electronic Health Record, Health Systems, and Insurance and Payor Data5. Best Practices When Interpreting Big Data Studies: Considerations and Red Flags6. Current Big Data Approaches to Clinical Questions in Otolaryngology7. Translating Big Data to Patient Care8. Bias in Big Data: Historically Underrepresented Groups and Implications9. Artificial Intelligence in Otolaryngology 10. Clinical Applications of Artificial Intelligence: Clinical Decision Aids, Imaging Analysis, and Disease Prediction11. The Patient Perspective on Big Data and Its Use in Clinical Care