Integrating patient voices into the extraction of social determinants of health from clinical notes: ethical considerations and recommendations.

Identifying patients' social needs is a first critical step to address social determinants of health (SDoH)-the conditions in which people live, learn, work, and play that affect health. Addressing SDoH can improve health outcomes, population health, and health equity. Emerging SDoH reporting requirements call for health systems to implement efficient ways to identify and act on patients' social needs. Automatic extraction of SDoH from clinical notes within the electronic health record through natural language processing offers a promising approach. However, such automated SDoH systems could have unintended consequences for patients, related to stigma, privacy, confidentiality, and mistrust. Using Floridi et al's "AI4People" framework, we describe ethical considerations for system design and implementation that call attention to patient autonomy, beneficence, nonmaleficence, justice, and explicability. Based on our engagement of clinical and community champions in health equity work at University of Washington Medicine, we offer recommendations for integrating patient voices and needs into automated SDoH systems.

Family Medicine Resident Knowledge of Adverse Childhood Experiences.

INTRODUCTION: Exposure to adverse childhood experiences (ACEs) has been associated with poor health in adulthood. Primary care providers can provide more appropriate medical care and intervene if they ask patients about ACEs. The purpose of this study is to determine existing knowledge and attitudes about ACEs among family medicine residents within the Washington, Wyoming, Alaska, Montana, and Idaho (WWAMI) region. METHODS: Researchers developed a nine-question survey to assess family medicine residents' knowledge and attitudes about ACEs, and their comfort level in addressing ACEs. The survey was distributed to 540 residents in 22 family medicine residency programs in the WWAMI region. RESULTS: Most residents reported they had some (32%) or moderate (35%) knowledge of the ACEs study. However, 30% reported no knowledge of the ACEs study, and very few (3%) reported significant knowledge. Of 117 respondents reporting at least some prior knowledge of ACEs, 42% had first heard about ACEs during residency. The ACEs topics that respondents felt least comfortable addressing during a patient encounter were a patient's personal history of sexual abuse (75%) and witnessing physical abuse (47%). Most residents (84%) indicated that they would like to see ACEs integrated into their residency curriculum. DISCUSSION: This study demonstrates a gap in residency training on the topic of ACEs in family medicine residencies within the WWAMI region. Residents are uncomfortable addressing ACEs with patients but are receptive to learning about this topic. More teaching about ACEs can increase residents' comfort level with addressing these topics in the primary care setting.