Table of contents

  1. Front Matter
    Pages i-xxi
  2. Setting the Stage: Rationale Behind and Challenges to Health Data Analysis

    1. Front Matter
      Pages 1-2
    2. Sharukh Lokhandwala, Barret Rush
      Pages 3-7 Open Access
    3. Jeff Marshall, Abdullah Chahin, Barret Rush
      Pages 9-16 Open Access
    4. Sunil Nair, Douglas Hsu, Leo Anthony Celi
      Pages 17-26 Open Access
    5. David Stone, Justin Rousseau, Yuan Lai
      Pages 27-42 Open Access
    6. Roger Mark
      Pages 43-49 Open Access
    7. Yuan Lai, Edward Moseley, Francisco Salgueiro, David Stone
      Pages 51-60 Open Access
    8. Laura Myers, Jennifer Stevens
      Pages 61-70 Open Access
    9. John Danziger, Andrew J. Zimolzak
      Pages 71-78 Open Access
  3. A Cookbook: From Research Question Formulation to Validation of Findings

    1. Front Matter
      Pages 79-80
    2. Anuj Mehta, Brian Malley, Allan Walkey
      Pages 81-92 Open Access
    3. Ari Moskowitz, Kenneth Chen
      Pages 93-100 Open Access
    4. Tom Pollard, Franck Dernoncourt, Samuel Finlayson, Adrian Velasquez
      Pages 101-114 Open Access
    5. Brian Malley, Daniele Ramazzotti, Joy Tzung-yu Wu
      Pages 115-141 Open Access
    6. Cátia M. Salgado, Carlos Azevedo, Hugo Proença, Susana M. Vieira
      Pages 143-162 Open Access
    7. Cátia M. Salgado, Carlos Azevedo, Hugo Proença, Susana M. Vieira
      Pages 163-183 Open Access
    8. Matthieu Komorowski, Dominic C. Marshall, Justin D. Salciccioli, Yves Crutain
      Pages 185-203 Open Access
    9. Jesse D. Raffa, Marzyeh Ghassemi, Tristan Naumann, Mengling Feng, Douglas Hsu
      Pages 205-261 Open Access
    10. Justin D. Salciccioli, Yves Crutain, Matthieu Komorowski, Dominic C. Marshall
      Pages 263-271 Open Access
  4. Case Studies Using MIMIC

    1. Front Matter
      Pages 273-274
    2. Anuj Mehta, Franck Dernoncourt, Allan Walkey
      Pages 275-283 Open Access
    3. Nicolás Della Penna, Jennifer P. Stevens, Robert Stretch
      Pages 285-294 Open Access
    4. Joon Lee, Joel A. Dubin, David M. Maslove
      Pages 315-324 Open Access
    5. Peter H. Charlton, Marco Pimentel, Sharukh Lokhandwala
      Pages 325-338 Open Access
    6. Kenneth P. Chen, Ari Moskowitz
      Pages 339-349 Open Access
    7. Matthieu Komorowski, Jesse Raffa
      Pages 351-367 Open Access
    8. Li-wei H. Lehman, Mengling Feng, Yijun Yang, Roger G. Mark
      Pages 369-375 Open Access
    9. Peter H. Charlton, Mauricio Villarroel, Francisco Salguiero
      Pages 377-390 Open Access
    10. Qiao Li, Gari D. Clifford
      Pages 391-403 Open Access
    11. Raymond Francis Sarmiento, Franck Dernoncourt
      Pages 405-417 Open Access
    12. Franck Dernoncourt, Shamim Nemati, Elias Baedorf Kassis, Mohammad Mahdi Ghassemi
      Pages 419-427 Open Access
  5. MIT Critical Data
    Pages E1-E1 Open Access

About this book



analysis of waveform data computer science and artificial intelligence data extraction and preprocessing data mining decision and cost effectiveness analysis diagnostic and therap electronic health records intensive care and emergency medicine learning healthcare system machine learning medical internet research objectives of secondary analysis pharmacovigilance predictive modeling review of clinical databse secondary analysis shared decision making with patience signal processing validation and sensitivity

Authors and affiliations

  • MIT Critical Data
    • 1
  1. 1.Massachusetts Institute of TechnologyCambridgeUSA

Bibliographic information

  • DOI
  • Copyright Information The Editor(s) (if applicable) and The Author(s) 2016
  • Publisher Name Springer, Cham
  • eBook Packages Medicine
  • Print ISBN 978-3-319-43740-8
  • Online ISBN 978-3-319-43742-2
  • Buy this book on publisher's site