Will Data Science in Healthcare Overcome Its Many Roadblocks?

  1. Winter, J. S., & Davidson, E. “Governance of artificial intelligence and personal health information.” Digital Policy, Regulation and Governance, 2019
  2. The Centerfor Open Data Enterprise. "Sharing and Utilizing Health Data for AI Applications." U.S. Department of Health & Human Services, 2019
  3. Meticulous Research. "Healthcare Artificial Intelligence Market - Global Opportunity Analysis and Industry Forecast (2020-2027)" Meticulous Research, 2020
  4. B.J. Erickson. "Machine Learning for Medical Imaging." RSNA, 2017
  5. Ko J. et al. "Machine Learning To Detect Signatures of Disease in Liquid Biopsies - A User’s Guide." Lab On A Chip, 2018
  6. T. Wenya. "Efficacy of intelligent medical monitor terminal software based on modular design." Biomedical Research, 2017
  7. P.A. Langen. "Remote monitoring of high-risk patients using artificial intelligence." Google Patents, 2015
  8. Accenture. "Predictive Health Analytics: Models and Case Management." Accenture, 2017
  9. H. Fooladi. "Review: Deep Learning In Drug Discovery." Towards Data Science, 2020
  10. J. Kent. "Applying Artificial Intelligence to Chronic Disease Management." Health IT Analytics, 2020
  11. J. Carfagno. "Using AI to Better Recruit Clinical Trial Participants." DocWireNews, 2019
  12. S. Emam et al. "Predicting the Long-Term Outcomes of Biologics in Psoriasis Patients Using Machine Learning.", 2020
  13. Icon. "AI and clinical trials." Icon, 2020
  14. T. L. Wiemken. "Machine Learning in Epidemiology and Health Outcomes Research." Annual Review of Public Health, 2020
  15. H.B. Syeda. "The Role of Machine Learning Techniques to Tackle COVID19 Crisis: A Systematic Review." MedRxiv, 2020
  16. J. Kite-Powell. "The Panoptics Of AI, AR, VR In Healthcare." Forbes, 2018
  17. X-Y. Zhou et al. "Artificial Intelligence in Surgery.", 2019
  18. B. Taulor. "Machine Learning in Genomics Research And Healthcare." Cambridge Cancer Genomics, 2020
  19. Nature Genetic. "Deep learning for genomics." Nature Genetics, 2019
  20. C. Kuziemsky et al. "Role of Artificial Intelligence within the Telehealth Domain." Yearbook of Medical Informatics, 2019
  21. T. Panch. "The “inconvenient truth” about AI in healthcare." Scripps Research Translational Institute, 2019
  22. World Health Organization. "Global strategy on digital health 2020–2025." WHO, 2020
  23. M. Discombe. "Government has misled public over UK deaths being lower than France." HSJ, 2020
  24. J.R. Goodman. "How statistics are twisted to obscure public understanding." Aeon, 2016
  25. M. Kapoor et al. "Authoritarian Governments Appear to Manipulate COVID Data.", 2020
  26. M.O. Akanbi. "Use of Electronic Health Records in sub-Saharan Africa: Progress and challenges." Journal of Medicine in the Tropics, 2012
  27. F.F. Ozair. "Ethical issues in electronic health records: A general overview." Perspectives in Clinical Research, 2015
  28. M. S. Majumder and S. Rose. "Health Care Claims Data May Be Useful For COVID-19 Research Despite Significant Limitations." Health Affairs, 2020
  29. L. Thomas. "Researchers estimate global undercounting of COVID-19 cases." News Medical, 2020
  30. T.W. Russell et al. "Reconstructing the early global dynamics of under-ascertained COVID-19 cases and infections." MedRxiv, 2020
  31. A. Daley. "Incompatible Health Record Systems Risk Consumers’ Health and Waste Money." The American Consumer Institute Center for Citizen Research, 2018
  32. A. Tamasi. "Why are doctors frustrated with the digitalisation of healthcare?" Blue Latitude Health, 2016
  33. J. DeLorenzo. "Digitization of healthcare contributing to data security risks." Becker's Hospital Review, 2017
  34. C. Lovejoy. "Some thoughts on the role of AI in healthcare and whether AI will replace doctors." Chris Lovejoy, 2020
  35. R. Charette. "NPfIT Dismantled: UK Government Announces End of its £12.7 Billion National Electronic Health Record Program." IEEE Spectrum, 2011
  36. F. Schulte and E. Fry. "Death By 1,000 Clicks: Where Electronic Health Records Went Wrong." KHN, 2019
  37. F. Schulte. "Mary Rutan Hospital Expert Report." DocumentCloud, 2015
  38. National Information Board. "Personalised Health and Care 2020." NHS, 2014
  39. Health Europa. "One in ten NHS Trusts are fully digitised, despite plans for a paperless NHS." Health Europa, 2019
  40. D. Martin. "£12bn NHS computer system is scrapped... and it's all YOUR money that Labour poured down the drain." The Daily Mail, 2011
  41. S. P. Slight. "A qualitative study identifying the cost categories associated with electronic health record implementation in the UK." Journal of the American Medical Informatics Association, 2014
  42. "Public Law 111–5—Feb. 17, 2009." Govinfo, 2009
  43. A. Daley. "Incompatible Health Record Systems Risk Consumers’ Health and Waste Money." The American Consumer Institute Center for Citizen Research, 2018
  44. D. Dranove et al. "The Trillion Dollar Conundrum: Complementarities and Health Information Technology." National Bureau of Economic Research, 2012
  45. European Commission. "Estonia leads the way with advanced e-services for citizens." European Commission, 2015
  46. OECD. "State of Health in the EU: Poland." OECD, 2017
  47. P.J. García. "Corruption in global health: the open secret." The Lancet, 2019
  48. N. Watt. "Osborne distances himself from Thatcher legacy over disability benefits." The Guardian, 2013
  49. M. Bizzle et al. "The Specter of Socialized Medicine." Center for American Progress, 2008
  50. C. Gay. "Why is America so opposed to universal health care?" South China Morning Post, 2017
  51. W. Madsen. "The Rapid Devolution of the United States." Strategic Culture Foundation, 2017
  52. ABI. "The Price Of Accuracy: Consumer Attitudes To Data And Insurance." ABI, Britain Thinks, 2020
  53. M. Allen. "Health Insurers Are Vacuuming Up Details About You — And It Could Raise Your Rates." ProPublica, 2018
  54. E. Wengle. "Are Marketplace Premiums Higher in Rural Than in Urban Areas?" Urban Institute, 2018
  55. E. Court. "How much your healthcare costs in all 50 states." Business Insider, 2019
  56. J. Rau and J. Appleby. "Where You Live Determines How Much You Pay For Health Insurance." KHN, 2013
  57. R. Kshirsagar et al. "Accurate and Interpretable Machine Learning for Transparent Pricing of Health Insurance Plans." ArXiv. org, 2020
  58. J.M. Maisog et al. "Using massive health insurance claims data to predict very high-cost claimants: a machine learning approach.", 2019
  59. L. Donnelly. "Millions of NHS records sold to insurance firms." The Telegraph, 2014
  60. Press Association. "NHS data will not be sold to insurance companies, Jeremy Hunt says." The Guardian, 2014
  61. H. Hodson. "Revealed: Google AI has access to huge haul of NHS patient data." New Scientist, 2016
  62. M. Allen. "Health Insurers Are Vacuuming Up Details About You — And It Could Raise Your Rates." ProPublica, 2018
  63. LexisNexis. "Milliman MedInsight to Use LexisNexis Risk Solutions Socioeconomic Health Attributes to Help Enhance Healthcare Intelligence." PR Newswire, 2017
  64. M. Scott. "How Machine Learning Can Support Early Intervention for High-Risk Patients." HITConsultant, 2020
  65. H. Zhong and J. Xiao. "Enhancing Health Risk Prediction with Deep Learning on Big Data and Revised Fusion Node Paradigm." Scientific Programming, 2017
  66. IBM. "Using Data Mining to Detect Insurance Fraud." IBM Corp, 2010
  67. Y. Al-Saggaf. "The Use of Data Mining by Private Health Insurance Companies and Customers’ Privacy." Cambridge Quarterly of Healthcare Ethics, 2015
  68. M. Zawadziński and M. Sweeney. "Intelligent Tracking Prevention (ITP): The Impact on Cookies, AdTech, and MarTech." ClearCode, 2020
  69. J.S. Cohen. "AI can re-identify de-identified health data, study finds." Becker's Hospital Review, 2019
  70. "Health Insurance Portability and Accountability Act of 1996 (HIPAA)" Centers for Disease Control and Prevention, 2020
  71. "What is the HITECH Act?" HIPAA Journal, 2020
  72. M. Hintze and K. El Emam. "European Legal Requirements for Use of Anonymized Health Data for Research Purposes by a Data Controller with Access to the Original (Identified) Data Sets." IAPP, 2017
  73. "GDPR compliance checklist for health and social care." IT Governance, 2020
  74. Privacy Policies. "What's Data Privacy Law In Your Country?" Privacy Policies, 2019
  75. "75% Increase in Reports of Ransomware Attacks on Healthcare Entities." Security Magazine, 2020
  76. "Ransomware Activity Targeting the Healthcare and Public Health Sector." Cybersecurity & Infrastructure Security Agency, 2020
  77. A. Chen. "Why a DNA data breach is much worse than a credit card leak." The Verge, 2018
  78. "Cases Currently Under Investigation." U.S. Department of Health and Human Services Office for Civil Rights, 2020
  79. M. R. Fuentes. "Cybercrime and Other Threats Faced by the Healthcare Industry." Trend Micro, 2017
  80. L. Dyrda. "Ohio hospital accidentally posted protected health info online: 4 details." Becker's Hospital Review, 2020
  81. O. Evans. "Public Health Wales accidentally publishes personal data of 18,000 people online." North Wales Live, 2020
  82. K. Afifi-Sabet. "NHS glitch led to 150,000 patients' data accidentally shared against their will." ITPro, 2018
  83. K. Heald. "Why the Insurance Industry Cannot Protect Against Health Care Data Breaches." Journal of Health Care Law & Policy, 2017
  84. Z. Whittaker and D. Crichton. "Should tech giants slam the encryption door on the government?" TechCrunch, 2020
  85. A. Stepanovich and M. Karanicolas. "Why An Encryption Backdoor for Just the “Good Guys” Won’t Work." Just Security, 2018
  86. J. Fingas. "China passes law regulating data encryption." Engadget, 2019
  87. RSI Security. "Main Causes of Security Breaches In The Healthcare Industry." RSI Security, 2019
  88. D. Bisson. "7 Data Breaches Caused by Human Error: Did Encryption Play a Role?" Venafi, 2020
  89. "Information Sheet: Proposition 103 Intervenor Process." California Department of Insurance, 2020
  90. J. Hedlund et al. "Key insights in the AIDA community policy on sharing of clinical imaging data for research in Sweden." Scientific Data, 2020
  91. D. Larson et al. "Ethics of Using and Sharing Clinical Imaging Data for Artificial Intelligence: A Proposed Framework." RSNA, 2020
  92. "Air gap definition." Computer Security Resource Center, 2020
  93. C. Cimpanu. "Hackers target the air-gapped networks of the Taiwanese and Philippine military." ZDNet, 2020
  94. "Top 5 National Examples In Digital Health." The Medical Futurist, 2019
  95. "Big, bigger, biggest data: CTO Peter Løngreen on Denmark’s national genome project." McKinsey, 2020
  96. A. Qayyum et al. "Secure and Robust Machine Learning for Healthcare: A Survey." ArXiv, 2020
  97. M.J. Sheller et al. "Federated learning in medicine: facilitating multi‑institutional collaborations without sharing patient data." Scientific Reports, 2020
  98. Y. Li et al. "PrivPy: Enabling Scalable and General Privacy-Preserving Machine Learning." ArXiv, 2020
  99. "SecureML: A System for Scalable Privacy-Preserving Machine Learning." GitHub, 2020
  100. J. Zhao et al. "Privacy-Preserving Machine Learning Based Data Analytics on Edge Devices." Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society, 2018