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Predicting Individual-Level Mortality with Traditional and Machine Learning Methods

This week’s seminar lecture will be given by Nicholas Irons (Statistics).  Irons’ presentation investigates different approaches to predicting individual-level mortality.  Irons argues that individual-level mortality prediction is a fundamental challenge with implications for individuals and societies, enabling life planning, targeting of high-risk individuals, and organization of social interventions. Demographers have been primarily concerned with mortality analyses at a macro level, leveraging strong regularities in mortality rates. Besides clinical settings, individual-level mortality predictions have been largely overlooked. Irons and colleagues use the US Health and Retirement Study, a representative survey of people over 50, and estimate 12 statistical and machine learning models using over 100 predictors. Machine learning and traditional models report comparable accuracy and relatively high predictive and discriminative performance, particularly when including time-varying information (best integrated Brier Score 0.110 and mean Area Under the Curve 0.874). They observe consistent inequalities in lifespan predictability, with predictions for men, people of color, and low-educated respondents being less accurate than for their respective counterparts. Finally, they find minimal variation in the top features across groups, with age, diabetes, and smoking behaviors relevant predictors.

Highlights from CSDE’s December Lightning Talks!

Congratulations to CSDE poster presenters for their very good work! Extra kudos to Public Policy graduate student Rebecca Walcott for winning the best poster award during CSDE’s Autumn 2022 Lightning Talks & Poster Session. Walcott’s presentation, titled “Regulating Mobile Money for Financial Inclusion: Mobile Interest Distributions and Savings Behavior in Tanzania”, included analysis of mobile money and banking behavior as well as considerations of mobile money interest dispersal. Many thanks to our other speakers David Coomes (Epidemiology), Many thanks to our other speakers David Coomes (Epidemiology), Larisa Ozeryansky (IIPhD), Elizabeth Nova (Sociology) and Leo Stewart (Information Science), Training Director Jessica Godwin, and student coordinator Aja Sutton (Geography) for another great Session! We also want to thank everyone who attended and, especially, our wonderful CSDE Faculty Affiliates Panel of poster judges: Scott W. Allard, Melissa A. Knox, Peter Catron, Patricia Louie, Nathalie Williams. It was wonderful to see so many familiar and new faces as we work to re-establish in-person events and strengthen our sense of on-campus community. We hope to see you next quarter for the Winter 2023 Lightning Talks and Poster Session!

CSDE Affiliates and Trainees Receive Population Health Initiative Pilot Research Awards

UW’s Population Health Initiative’s autumn awardees received Tier 1 pilot grant funding cycle, including six teams comprised of CSDE affiliates or trainees! Tier 1 grants aim to support interdisciplinary teams of researchers at the early, foundational stages of new lines of research and collaboration. Special consideration is given to projects that involve community partnerships. Collectively, the projects are expected to address three pillars of population health – human health, environmental resilience, and social and economic equity. More information on each of the six projects is below. Congratulations all!

Assistant Professors Arjee Restar (Epidemiology) and Jane Lee (Social Work) received funding for their project aimed at developing a qualitative study of methamphetamine use among members of sexual and gender minorities in the Seattle area. The project is built around a community-based participatory research model, with partners from two Seattle-area community organizations and other faculty members and students at UW. The work also takes a natural history course perspective to understand the complex trajectories that individuals may pass through over time and across the life course.

Assistant Professor Nicole Errett (Environmental & Occupational Health Sciences), postdoc Jianzhao Bi, and collaborators were awarded funds to develop models for identifying wildfire smoke exposure that are more high-resolution than current approaches in both space and time. The project leverages satellite remote sensing and low-cost sensor data. Teaming up with community partners in north central Washington’s Methow Valley, the project will begin by modeling this area, with the plan to later extend across the state and the western US, providing crucial data for understanding the growing population health impacts of this component of climate change.

CSDE graduate student trainee Taylor Riley, Associate Professor Anjum Hajat, and Assistant Professor Mienah Sharif (all Epidemiology) were awarded a grant in conjunction with their community partners to evaluate an existing community-based doula program in King County that aims to support low-income birthing families. The project is especially timely given that doula services are soon to be included within Medicaid services. A major focus of the study involves assessing the barriers faced and supports needed by doulas from racially minoritized groups, with the aim of identifying specific policies that may mitigate the effects of structural racism and reduce perinatal care inequities.

CSDE graduate student trainee Will Van Geldern (Evans School), Associate Professor Anjum Hajat (Epidemiology), and Professor Heather Hill (Evans School) were successful in their proposal for a study of micro-scale home-based food businesses in Washington State and California. These forms of self-employment are especially common among women, people of color, and immigrants, and have received little study in terms of their impacts on health and well-being for the entrepreneurs running them. The team will partner with local community-based organizations in both states, and conduct semi-structured interviews to elucidate possible pathways among self-employment and health through financial security, social capital, and health care access. The long-term vision aims to identify policies that can help to maximize the benefits of this form of entrepreneurship.

Assistant Professor Nicole Errett (Environmental & Occupational Health Sciences) and Professor Ann Bostrom (Evans School) are part of a team of researchers and tribal and community partners in a newly funded project led by post-doc Cassandra Jean on extreme heat events in Washington State. The project focuses on determining the ways in which culture and social conditions may impact risk, risk perception and health outcomes across different racialized minority communities. Clarification of these community-specific exposure pathways will help to understand and ultimately mitigate differential morbidity and mortality from these ever-increasing events.

Assistant Professors Mienah Sharif and Arjee Restar (both Epidemiology) and their community partner were funded to conduct formative research on barriers and facilitators to accessing prenatal care among Afghan refugees in King County. The region has become among the largest resettlement areas for the latest wave of Afghan refugees. A confluence of factors in both countries have likely generated barriers to healthcare access, with critical effects on maternal and child morbidity and mortality. The work is expected to ultimately lead to the development and testing of community-based interventions to increase the comfort that Afghan women in the region experience in accessing prenatal care.

Office of Evaluation Sciences Fellows

TheFederal Government’s Office of Evaluation Sciences (OES) makes government better by helping agencies build and use evidence to learn what works. OES is recruiting their next cohort of Fellows for Fall 2023, with applications due January 11. Fellows are typically Ph.D.-level social and behavioral scientists who serve at least one year and work remotely from anywhere in the US. This is an exciting opportunity to drive implementation of 3-5 impact evaluations, in collaboration with agencies that ensures your work gets put to use for social impact. Learn more or pass along the details here.

*NEW* Data Resource from Federal Government: Standard Application Process (SAP) Portal

If you are looking to find out more about which federal data might be available for social science research, there is good news!  In a new memo from the Office of Management and Budget (OMB) and the White House, the federal government approves the establishment of the Standard Application Process Portal.  This will be a portal to learn more about and facilitate accessing use of secure, federal data. As a part of the 2018 Evidence for Policy Act, 16 Federal Agencies cooperated to create the rules for the notification and standardized policy for a ‘one-stop-shop’ to find out about these data.  See story in Science for more about the announcement or visit the SAP Program page.

NSF Re-Issues Call for Research Coordinating Networks (RCN)

The National Science Foundation has reissued its call for Research Coordinating Networks (here). The goal of the RCN program is to advance a field or create new directions in research or education by supporting groups of investigators to communicate and coordinate their research, training and educational activities across disciplinary, organizational, geographic, and international boundaries. The RCN program provides opportunities to foster new collaborations, including international partnerships where appropriate, and address interdisciplinary topics. Innovative ideas for implementing novel networking strategies, collaborative technologies, training, broadening participation, and development of community standards for data and meta- data are especially encouraged. RCN awards are not meant to support existing networks; nor are they meant to support the activities of established collaborations. RCN awards also do not support primary research. Rather, the RCN program supports the means by which investigators can share information and ideas; coordinate ongoing or planned research activities; foster synthesis and new collaborations; develop community standards; and in other ways advance science and education through communication and sharing of ideas.

 

The Directorates for Computer and Information Science and Engineering (CISE), Engineering (ENG), Social, Behavioral and Economic Science (SBE), and Technology, Innovation and Partnerships (TIP) and the NSF Growing Research Access for Nationally Transformative Equity and Diversity (NSF GRANTED) program all require written permission from the cognizant program officer to submit RCN proposals. Applications are due at anytime and depend on the specific directorate deadlines.  The maximum grant request is capped at $500k.

 

If CSDE can help any team seeking to put together an RCN, don’t hesitate to reach out to request support for your efforts.

Full Stack Engineer -University of Washington

The University of Washington Office of Research is seeking to hire a Full Stack Engineer. The Full Stack Engineer will work collaboratively in an agile team environment and contribute to all stages of the software development lifecycle including analysis, design, development, testing and maintenance phases.

For more information on the position see here.

Grumbach Featured on “The Ezra Klein Show” and The New York Times Regarding Research Indicating the Power Shift from National to State Level Legislative Institutions

CSDE Affiliate Jake Grumbach recently spoke on “The Ezra Klein Show” where he addressed gridlock at the national level, and how this hasn’t stopped policy making from happening. A significant change in policy making power has occurred, according to Grumbach. Increasingly effective decisions are being made at the state level, such as the ability to receive a legal abortion or use recreational marijuana, that has not been seen since before the civil rights revolution of the mid-twentieth century!

UW Scholars Convene Homelessness Research Initiative

On November 30, researchers from the departments of Sociology, Real Estate, Psychiatry, Global Health, and more, including several Spark Grant recipients, reported on recent projects related to homelessness.

Those in attendance discussed current research collaboration, including recent initiatives surrounding vehicle residency and strategies to combat misinformation around Housing First policies.  Led by CSDE Affiliates Gregg Colburn and Rachel Fyall, the event was co-sponsored by the Population Health Initiative and CSDE.  For more information visit this description of the event.

Request for Proposals- Bill & Melinda Gates Foundation Global Grand Challenges Initiative

There is a request for proposals for several grants through the Bill & Melinda Gates Foundation’s Global Grand Challenges Initiative. The request for proposals include grants for Interventions to Enhance Epidemic Intelligence, Surveillance, and Outbreak Response; Strengthening Modeling and Analytics Capacity and Ecosystem for Women’s Health; Pathogen Genomic Surveillance and Immunology in Asian; African Agriculture Climate Adaptation Research System; Strengthening the Contraceptive Research and Development Ecosystem in Africa: Accelerating Innovations in Non- Hormonal Contraception for Women. More information on Global Grand Challenges can be found here, and a list of all of the grant opportunities here.