Explainability for artificial intelligence in healthcare: a multidisciplinary perspective

Normalization of a conversation tool to promote shared decision making about anticoagulation in patients with atrial fibrillation within a practical randomized trial of its effectiveness: a cross-sectional study

(2020) Gabriela Spencer-Bonilla et al.   Trials

Unmasking Clever Hans predictors and assessing what machines really learn

(2019) Sebastian Lapuschkin et al.   Nature Communications

Artificial Intelligence and Black-Box Medical Decisions: Accuracy versus Explainability

(2019) Alex John London   HASTINGS CENTER REPORT

A hybrid machine learning approach to cerebral stroke prediction based on imbalanced medical dataset

(2019) Tianyu Liu et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

On the ethics of algorithmic decision-making in healthcare

(2019) Thomas Grote et al.   JOURNAL OF MEDICAL ETHICS

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

(2019) Ziad Obermeyer et al.   SCIENCE

Subclinical and Device-Detected Atrial Fibrillation: Pondering the Knowledge Gap: A Scientific Statement From the American Heart Association

(2019) Peter A. Noseworthy et al.   CIRCULATION

Should heart age calculators be used alongside absolute cardiovascular disease risk assessment?

(2018) Carissa Bonner et al.   BMC Cardiovascular Disorders

Clinical Decision Support in the Era of Artificial Intelligence

(2018) Edward H. Shortliffe et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Shared decision-making in atrial fibrillation: navigating complex issues in partnership with the patient

(2018) Peter A. Noseworthy et al.   JOURNAL OF INTERVENTIONAL CARDIAC ELECTROPHYSIOLOGY

Computer knows best? The need for value-flexibility in medical AI

(2018) Rosalind J McDougall   JOURNAL OF MEDICAL ETHICS

A guide to deep learning in healthcare

(2018) Andre Esteva et al.   NATURE MEDICINE

Impact of decision aids used during clinical encounters on clinician outcomes and consultation length: a systematic review

(2018) Claudia Caroline Dobler et al.   BMJ Quality & Safety

Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study

(2018) John R. Zech et al.   PLOS MEDICINE

Machine Learning Outperforms ACC/AHA CVD Risk Calculator in MESA

(2018) Ioannis A. Kakadiaris et al.   Journal of the American Heart Association

Can machine-learning improve cardiovascular risk prediction using routine clinical data?

(2017) Stephen F. Weng et al.   PLoS One

What Is Shared Decision Making? (and What It Is Not)

(2016) Marleen Kunneman et al.   ACADEMIC EMERGENCY MEDICINE

Defending the four principles approach as a good basis for good medical practice and therefore for good medical ethics

(2014) Raanan Gillon   JOURNAL OF MEDICAL ETHICS

Importance of clarifying patients' desired role in shared decision making to match their level of engagement with their preferences

(2013) M. C. Politi et al.   BMJ-British Medical Journal

Shared Decision Making — The Pinnacle of Patient-Centered Care

(2012) Michael J. Barry et al.   NEW ENGLAND JOURNAL OF MEDICINE