Reproducibility in Biomedical Research: Epistemological and Statistical Problems and the Future
Autor Erwin B. Montgomery, Jr.en Limba Engleză Paperback – 26 apr 2024
- Includes four new chapters and updates across the book, covering recent developments of issues affecting reproducibility in biomedical research
- Covers reproducibility of results from machine learning AI algorithms
- Presents new case studies to illustrate challenges in related fields
- Includes a companion website with interactive exercises and summary tables
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Specificații
ISBN-13: 9780443138294
ISBN-10: 044313829X
Pagini: 464
Dimensiuni: 191 x 235 x 25 mm
Greutate: 0.94 kg
Ediția:2
Editura: ELSEVIER SCIENCE
ISBN-10: 044313829X
Pagini: 464
Dimensiuni: 191 x 235 x 25 mm
Greutate: 0.94 kg
Ediția:2
Editura: ELSEVIER SCIENCE
Cuprins
1. Introduction
2. The Problem of Irreproducibility
3. Validity of Biomedical Science, Reproducibility, and Irreproducibility
4. The Logic of Certainty versus the Logic of Discovery
5. The Logic of Probability and Statistics
6. Causation, Process Metaphor, and Reductionism
7. Case Studies in Clinical Biomedical Research 8. Case Studies in Basic Biomedical Research
9. Case Studies in Computational Biomedical Research
10. Case Studies in Machine Learning Artificial Intelligence (AI)
11. Reproducibility of translation from biomedical research to clinical care
12. Chaotic and Complex Systems, Statistics, and Far-from-Equilibrium Thermodynamics
13. The Nature of the Fundamental Challenges to Reproducibility in any Knowledge Discipline
14. Epilogue
15. Appendix: Types of lack of reproducibilityility
2. The Problem of Irreproducibility
3. Validity of Biomedical Science, Reproducibility, and Irreproducibility
4. The Logic of Certainty versus the Logic of Discovery
5. The Logic of Probability and Statistics
6. Causation, Process Metaphor, and Reductionism
7. Case Studies in Clinical Biomedical Research 8. Case Studies in Basic Biomedical Research
9. Case Studies in Computational Biomedical Research
10. Case Studies in Machine Learning Artificial Intelligence (AI)
11. Reproducibility of translation from biomedical research to clinical care
12. Chaotic and Complex Systems, Statistics, and Far-from-Equilibrium Thermodynamics
13. The Nature of the Fundamental Challenges to Reproducibility in any Knowledge Discipline
14. Epilogue
15. Appendix: Types of lack of reproducibilityility
Notă biografică
Dr. Erwin B. Montgomery Jr. has been an academic neurologist for over 40 years, pursuing teaching, clinical, and basic research at major academic medical centers. He has authored over 120 peer-reviewed journal articles (available on PubMed) and 8 books on medicine (4 on the subject of Deep Brain Stimulation). The last two books are Reproducibility in Biomedical Research (Academic Press, 2024) and The Ethics of Everyday Medicine (Academic Press, 2023).