New Release
Artificial Intelligence for Improved Patient Outcomes
Principles for Moving Forward with Rigorous Science
Edition:
1
ISBN/ISSN:
9781975197957
Publication Date:
December 16, 2022
2022-12-16
9781975197957
Principles for Moving Forward with Rigorous Science
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-
Principles for Moving Forward with Rigorous Science
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Edition1ISBN/ISSN9781975197957Product FormatVitalsource Interactive eBookEdition1Publication DateDecember 16, 2022
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- DANIEL W. BYRNE
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Contents
Preface vii
Acknowledgments ix
About the Author xiii
PART I: The Big Picture 1
CHAPTER I Overview—How Artificial Intelligence Will
Improve Health 3
CHAPTER 2 Randomization—The “Secret Sauce” 19
CHAPTER 3 Evaluation—The Facts Matter. Pseudo- Innovation vs
Real Innovation 37
CHAPTER 4 Synergy—Building a Successful Clinician- Computer
Collaboration 73
CHAPTER 5 Fairness—Addressing the Ethical, Regulatory,
and Privacy Issues 87
PART II: The Mechanics 99
CHAPTER 6 Modeling—An Overview of Predictive Modeling,
Neural Networks, and Deep Learning 101
CHAPTER 7 EHRs—Exporting, Cleaning, Managing Datasets,
and Integrating Models into the Electronic Health
Record 121
PART III: The Implementation 135
CHAPTER 8 R esistance—Understanding and Overcoming the
Resistance to AI, Randomization, and Change 137
CHAPTER 9 Execution—Increasing the Odds of Future Success 147
CHAPTER 10 Integration—Building a Learning Health Care
System With Pragmatic AI Trials 157
CHAPTER 11 Streamlining—Reducing Waste and Lowering
Costs in Health Care 165PART IV: The Specific Applications 171
CHAPTER 12 Complications—Predicting and Preventing
Hospital Complications 173
CHAPTER 13 Prevention—Identifying Diseases With Predictive
Models 183
CHAPTER 14 Precision Medicine—AI to Improve Health
Screenings and Treatments 189
CHAPTER 15 Drugs and Devices—Using AI to Improve
Pharmaceutical and Medical Device Development
and Applications 197
CHAPTER 16 Medical Literature—AI and Information Overload 203
CHAPTER 17 Imaging—Medical Imaging and Strategies for
Assessing Patient Impact 213
CHAPTER 18 Pandemics—Using AI Tools to Improve Health
Outcomes in a Pandemic 221
PART V: The Future 229
CHAPTER 19 Careers—How to Build a Career Around AI in
Medicine by Turning This Playbook Into a Reality 231
Index 249
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