Ethics of AI in Pathology

Artificial intelligence and pathology: From principles to practice and future applications in histomorphology and molecular profiling

(2021) Albrecht Stenzinger et al.   SEMINARS IN CANCER BIOLOGY

Human-interpretable image features derived from densely mapped cancer pathology slides predict diverse molecular phenotypes

(2021) James A. Diao et al.   Nature Communications

Implementation of eHealth and AI integrated diagnostics with multidisciplinary digitized data: are we ready from an international perspective?

(2020) Mark Bukowski et al.   EUROPEAN RADIOLOGY

Patient safety and quality improvement: Ethical principles for a regulatory approach to bias in healthcare machine learning

(2020) Melissa D McCradden et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Digital pathology and artificial intelligence

(2019) Muhammad Khalid Khan Niazi et al.   LANCET ONCOLOGY

Machine Learning in Medicine

(2019) Alvin Rajkomar et al.   NEW ENGLAND JOURNAL OF MEDICINE

Regulating Artificial Intelligence for a Successful Pathology Future

(2019) Timothy Craig Allen   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

Computational Pathology Definitions, Best Practices, and Recommendations for Regulatory Guidance: A White Paper from the Digital Pathology Association

(2019) Esther Abels et al.   JOURNAL OF PATHOLOGY

A Roadmap for Foundational Research on Artificial Intelligence in Medical Imaging: From the 2018 NIH/RSNA/ACR/The Academy Workshop

(2019) Curtis P. Langlotz et al.   RADIOLOGY

Dissecting racial bias in an algorithm used to manage the health of populations

(2019) Ziad Obermeyer et al.   SCIENCE

Addressing Bias in Artificial Intelligence in Health Care

(2019) Ravi B. Parikh et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Big Data and Machine Learning in Health Care

(2018) Andrew L. Beam et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Machine Learning Methods for Histopathological Image Analysis

(2018) Daisuke Komura et al.   Computational and Structural Biotechnology Journal

Considerations for ethics review of big data health research: A scoping review

(2018) Marcello Ienca et al.   PLoS One

Potential Biases in Machine Learning Algorithms Using Electronic Health Record Data

(2018) Milena A. Gianfrancesco et al.   JAMA Internal Medicine

Ensuring Fairness in Machine Learning to Advance Health Equity

(2018) Alvin Rajkomar et al.   ANNALS OF INTERNAL MEDICINE

Machine learning in medicine: Addressing ethical challenges

(2018) Effy Vayena et al.   PLOS MEDICINE

A Practical Guide to Whole Slide Imaging: A White Paper From the Digital Pathology Association

(2018) Mark D. Zarella et al.   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

Time for change: a new training programme for morpho-molecular pathologists?

(2017) David A Moore et al.   JOURNAL OF CLINICAL PATHOLOGY

Future and potential spending on health 2015–40: development assistance for health, and government, prepaid private, and out-of-pocket health spending in 184 countries

(2017) Joseph L Dieleman et al.   LANCET

Emerging Themes in Image Informatics and Molecular Analysis for Digital Pathology

(2016) Rohit Bhargava et al.   Annual Review of Biomedical Engineering

Computational Pathology: A Path Ahead

(2016) David N. Louis et al.   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

Accountability in algorithmic decision making

(2016) Nicholas Diakopoulos   COMMUNICATIONS OF THE ACM

Image analysis and machine learning in digital pathology: Challenges and opportunities

(2016) Anant Madabhushi et al.   MEDICAL IMAGE ANALYSIS

Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records

(2016) Riccardo Miotto et al.   Scientific Reports

Ethical Challenges of Big Data in Public Health

(2015) Effy Vayena et al.   PLoS Computational Biology

The Legal And Ethical Concerns That Arise From Using Complex Predictive Analytics In Health Care

(2014) I. Glenn Cohen et al.   HEALTH AFFAIRS

Adapting Standards: Ethical Oversight of Participant-Led Health Research

(2013) Effy Vayena et al.   PLOS MEDICINE

Anticipatory Ethics for Emerging Technologies

(2012) Philip A. E. Brey   NanoEthics

The '70% claim': what is the evidence base?

(2011) M. J. Hallworth   ANNALS OF CLINICAL BIOCHEMISTRY