Machine learning in medicine

A Rajkomar, J Dean, I Kohane - New England Journal of …, 2019 - Mass Medical Soc
Machine Learning in Medicine In this view of the future of medicine, patient–provider
interactions are informed and supported by massive amounts of data from interactions with …

[HTML][HTML] Physician stress and burnout

SW Yates - The American journal of medicine, 2020 - Elsevier
Tens (or hundreds) of thousands of Americans die each year as a result of preventable
medical errors. Changes in the practice and business of medicine have caused some to …

[HTML][HTML] Changes in burnout and satisfaction with work-life integration in physicians and the general US working population between 2011 and 2017

TD Shanafelt, CP West, C Sinsky, M Trockel… - Mayo Clinic …, 2019 - Elsevier
Objective To evaluate the prevalence of burnout and satisfaction with work-life integration
among physicians and other US workers in 2017 compared with 2011 and 2014 …

A brief instrument to assess both burnout and professional fulfillment in physicians: reliability and validity, including correlation with self-reported medical errors, in a …

M Trockel, B Bohman, E Lesure, MS Hamidi… - Academic …, 2018 - Springer
Objective The objective of this study was to evaluate the performance of the Professional
Fulfillment Index (PFI), a 16-item instrument to assess physicians' professional fulfillment …

[HTML][HTML] Effect of organization-directed workplace interventions on physician burnout: a systematic review

PF DeChant, A Acs, KB Rhee, TS Boulanger… - … : Innovations, Quality & …, 2019 - Elsevier
To assess the impact of organization-directed workplace interventions on physician burnout,
including stress or job satisfaction in all settings, we conducted a systematic review of the …

Burnout, career satisfaction, and well-being among US neurologists in 2016

NA Busis, TD Shanafelt, CM Keran, KH Levin… - Neurology, 2017 - AAN Enterprises
Objective: To study prevalence of and factors that contribute to burnout, career satisfaction,
and well-being in US neurologists. Methods: A total of 4,127 US American Academy of …

[HTML][HTML] Healing the professional culture of medicine

TD Shanafelt, E Schein, LB Minor, M Trockel… - Mayo Clinic …, 2019 - Elsevier
The past decade has been a time of great change for US physicians. Many physicians feel
that the care delivery system has become a barrier to providing high-quality care rather than …

Utilization of artificial intelligence in disease prevention: Diagnosis, treatment, and implications for the healthcare workforce

SUD Wani, NA Khan, G Thakur, SP Gautam, M Ali… - Healthcare, 2022 - mdpi.com
Artificial intelligence (AI) has been described as one of the extremely effective and promising
scientific tools available to mankind. AI and its associated innovations are becoming more …

Organizational strategies to reduce physician burnout and improve professional fulfillment

K Olson, D Marchalik, H Farley, SM Dean… - Current problems in …, 2019 - Elsevier
Burnout is highly prevalent among physicians and has been associated with negative
outcomes for physicians, patients, staff, and health-care organizations. Reducing physician …

[HTML][HTML] AI-enabled organoids: Construction, analysis, and application

L Bai, Y Wu, G Li, W Zhang, H Zhang, J Su - Bioactive Materials, 2024 - Elsevier
Organoids, miniature and simplified in vitro model systems that mimic the structure and
function of organs, have attracted considerable interest due to their promising applications in …