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When an experienced provider opts to leave a healthcare workforce (attrition), there are significant costs, both direct and indirect. Turnover of healthcare providers is underreported and understudied, despite evidence that it negatively impacts care delivery and negatively impacts working conditions for remaining providers. In the Veterans Affairs (VA) healthcare system, attrition of women’s health primary care providers (WH-PCPs) threatens a specially trained workforce; it is unknown what factors contribute to, or protect against, their attrition.

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Journal Articles
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Journal of General Internal Medicine
Authors
Sarah Friedman
Yasmin Romodan
Eric Berg
Sally Haskell
Number
2020
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Even before the covid-19 pandemic, virtual consultations (also called telemedicine consultations) were on the rise, with many healthcare systems advocating a digital-first approach. At the start of the pandemic, many GPs and specialists turned to video consultations to reduce patient flow through healthcare facilities and limit infectious exposures. Video and telephone consultations also enable clinicians who are well but have to self-isolate, or who fall into high risk groups and require shielding, to continue providing medical care. The scope for video consultations for long term conditions is wide and includes management of diabetes, hypertension, asthma, stroke, psychiatric illnesses, cancers, and chronic pain. Video consultations can also be used for triage and management of a wide range of acute conditions, including, for example, emergency eye care triage. This practice pointer summarises the evidence on the use of video consultations in healthcare and offers practical recommendations for video consulting in primary care and outpatient settings.

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Journal Articles
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The British Medical Journal
Authors
Josip Car
Gerald Choon-Huat Koh
Pin Sim Foong
C. Jason Wang
Number
2020
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Abstract

The distribution of health care payments to insurance plans has substantial consequences for social policy. Risk adjustment formulas predict spending in health insurance markets in order to provide fair benefits and health care coverage for all enrollees, regardless of their health status. Unfortunately, current risk adjustment formulas are known to underpredict spending for specific groups of enrollees leading to undercompensated payments to health insurers. This incentivizes insurers to design their plans such that individuals in undercompensated groups will be less likely to enroll, impacting access to health care for these groups. To improve risk adjustment formulas for undercompensated groups, we expand on concepts from the statistics, computer science, and health economics literature to develop new fair regression methods for continuous outcomes by building fairness considerations directly into the objective function. We additionally propose a novel measure of fairness while asserting that a suite of metrics is necessary in order to evaluate risk adjustment formulas more fully. Our data application using the IBM MarketScan Research Databases and simulation studies demonstrates that these new fair regression methods may lead to massive improvements in group fairness (eg, 98%) with only small reductions in overall fit (eg, 4%).

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Journal Articles
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Journal of the International Biometric Society
Authors
Anna Zink
Sherri Rose
Number
2020
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In late January 2020, China’s government initiated its first aggressive measures to combat COVID-19 by forbidding individuals from leaving their homes, radically limiting public transportation, cancelling or postponing large public events, and closing schools across the country. The rollout of these measures coincided with China’s Lunar New Year holiday, during which more than 280 million people had returned from their places of work to their home villages in rural areas. The disease control policies remained in place until late February and early March, when they were gradually loosened to allow for more free movement of people. Among those that were allowed to move again were the hundreds of millions of migrant workers who originally (before the COVID-19 outbreak) had expected to return to China’s urban and industrial centers to continue working in the nation’s factories, construction sites and service sector. 

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Working Papers
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Authors
Huan Wang
Huan Wang
Sarah-Eve Dill
Huan Zhou
Yue Ma
Yue Ma
Hao Xue
Prashant Loyalka
Prashant Loyalka
Sean Sylvia
Matthew Boswell
Matthew Boswell
Jason Lin
Scott Rozelle
Scott Rozelle
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Title: Women Left Behind: Gender Inequality Within Rajasthan's Health Insurance Program

Radhika Jain 
Asia Health Policy Postdoctoral Research Fellow, Shorenstein APARC
Working with Karen Eggleston, PhD, Director of the Asia Health Policy Program, Shorenstein Asia-Pacific Research Center and Fellow at the Center for Health Policy and the Center for Primary Care and Outcomes Research.

Abstract: Using data on millions of hospital visits, we document striking gender disparities under a government health insurance program that entitles 46 million poor households in Rajasthan, India to free hospital care. Young girls and elderly women comprise only 40% of all transactions in their age groups and these gaps are larger for private and tertiary care. The gender gap does not decrease over four years of implementation, despite substantial increases in total utilization. We find evidence consistent with the theory that the gap is driven by households’ willingness to allocate more resources to male than female health. Reducing the cost of care increases levels of utilization as well as male-female disparities. Female political representation reduces disparities, but not among the elderly.     

 

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Radhika Jain
1
PhD Student, Health Policy
marika_cusick_head-2023.jpg

Marika is a Health Policy PhD student in the Decision Sciences track. She holds a Bachelor of Arts in Statistical Science from Cornell University and a Master of Science in Information Science for Health Tech from Cornell Tech. Prior to joining Stanford in 2020, she worked at Weill Cornell Medicine, supporting the institution’s secondary use of electronic health record data for research.

Marika’s interests lie in the areas of health policy modeling, data science, and clinical policy interventions as applied to improve chronic disease healthcare delivery.

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Stanford Health Policy’s Joshua Salomon, a professor of medicine and senior fellow at the Freeman Spogli Institute for International Studies, and colleagues developed a mathematical model to examine the potential for contact tracing to reduce the spread of the coronavirus. They modeled contact tracing programs in the context of relaxed physical distancing under different assumptions for case detection, tracing coverage and the extent to which contact tracing can lead to effective quarantine and isolation.

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Journal Articles
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JAMA Network Open
Authors
Alyssa Bilinski
Farzad Mostashari
Joshua Salomon
Number
2020
Authors
Gary Mukai
Gary Mukai
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Blogs
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The sports world has been dramatically affected by COVID-19. Not only has there been a significant decline of events for the spectator—both in person and on television—but the impact on the participants themselves has also been unprecedented. Due to social gathering restrictions, organized youth sports have been almost completely shuttered. High schools and colleges have been cancelling their practices and competitive seasons. The PAC-12 recently postponed its football season. The pandemic has also had a dramatic effect on sports at the highest level. Only fairly recently have there been abbreviated attempts to reinstitute professional sports seasons such as Major League Baseball and the National Basketball Association. Even the 2020 Olympic Games in Tokyo were postponed to 2021.

SPICE is helping to develop the CoviDB Speaker Series, a TeachAids initiative which provides free online videos to educate the general public about the ongoing COVID-19 pandemic. For episode 4 of the CoviDB Speaker Series, TeachAids Founder and CEO Dr. Piya Sorcar decided to provide a glimpse into how the pandemic has impacted the lives of two of the world’s greatest athletes. Sorcar enlisted the support of Emmy Award-winning sportscaster Ted Robinson to interview three-time Olympic diver and gold medalist Laura Wilkinson and five-time Olympic gold medalist swimmer and Stanford student Katie Ledecky.

The interview can be viewed here. Robinson drew out insightful perspectives from Ledecky and Wilkinson concerning the uncertainty that they lived with while awaiting the decision about whether the 2020 Olympics would be held, and also their feelings once the decision to postpone the Olympics was made. Wilkinson reflected, “What was frustrating at first, turned out to be really special” as she reflected upon things like spending extra time with her family, including four children. Ledecky added that being able to focus more on her studies at Stanford University definitely helped to create a little more balance in her life. In response to Robinson’s question about maintaining the discipline to train in light of the postponement, Ledecky responded

I tried to stay focused on my goals. We are going to do whatever it takes to be the best and put in the work that we know is necessary to reach our goals.
Katie Ledecky

During a segment of the interview that focused on advice for youth, Ledecky noted, “The work that you put in doesn’t go away… It is always in the bank… At some point in the future, you are going to be able to compete again, have those opportunities to let that work show.” Wilkinson added, “When you want something, it doesn’t matter what people say about you or what they think of you. If you think you want to do this, if this is your goal, you have to go after it because you’re capable of more than you probably think you are. And other people’s opinions do not need to define you or what you’re capable of doing. You define that.”

For each of the first four episodes in the CoviDB Speaker Series, SPICE has developed a teacher’s guide to encourage the showing of the episodes in U.S. classrooms at the secondary school level. Each of the guides includes (1) a summary of the questions that were asked by the interviewer, including terms and definitions, (2) guiding questions for small-group work, and (3) debriefing activities. In the area of debriefing activities, writing prompts such as the following for episode 4 are offered to students.

  • Laura and Katie commented on how their lives have been disrupted since the pandemic. Write a diary entry about how your life has been disrupted. What has been especially challenging? What lessons have you learned from the experience?
  • Write about a time when you were disappointed with the cancellation of something. How did you cope with it? Did you learn something positive from the experience? Have you ever been in limbo about whether an event was going to happen or not? How did this make you feel?


Other suggested debriefing activities involve the designing of an artistic image, writing of a poem, or writing lyrics to a song that captures the significance of quotes from the interview such the following:

  • Laura: The sun is a great healer in a lot of ways, both emotionally and physically.
  • Katie: The Olympics is … an opportunity for the world to come together.
  • Laura: I think that it [COVID-19] has reminded us of how connected we are as a world and how we all need to be doing our individual parts to combat this.
  • Ted: I have been around athletes in team sports who at some point have said that they kept playing because they wanted their kids to see them.


As TeachAids and SPICE think about their work with youth, two statements from the interview were especially poignant to the staffs. Ledecky noted, “This is history [the time of COVID-19] but you don’t have to be afraid of it. Fear is really a mindset… so if you do everything that you can do, there is no point in worrying beyond that because worrying does not help you at all. It is not going to change anything. Do what you can control. Worry about the things that you can control and things that you cannot control, you have to let those go.” Wilkinson stated, “This [challenging time] could be that gift to you. This could be that opportunity to rise to a whole new level. Don’t look at this and be sad and upset. Look at this as an opportunity of how you can get ahead.” Though the statements were intended as advice for youth, in fact, the statements seem relevant today to all of us.

The CoviDB Speaker Series is a TeachAids initiative that is co-sponsored by the Stanford Center for Innovation in Global Health, the University of California San Francisco’s Institute for Global Health Sciences, and the Stanford Program on International and Cross-Cultural Education (SPICE).

 

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CoviDB Speaker Series

In collaboration with TeachAids, Stanford Medicine, and the University of California, San Francisco, SPICE is helping to develop the CoviDB Speaker Series, which seeks to provide free online videos to educate the general public about the ongoing COVID-19 pandemic.
CoviDB Speaker Series
CrashCourse filming at Stanford University
Blogs

CrashCourse: The Prevention and Treatment of Concussions

CrashCourse: The Prevention and Treatment of Concussions
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For episode 4 of the CoviDB Speaker Series, TeachAids Founder and CEO Dr. Piya Sorcar provides a glimpse into how the pandemic has impacted the lives of two of the world’s greatest athletes.

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Background:
Empirical evidence suggests that the uptake of maternal and child health (MCH) services is still low in poor rural areas of China. There is concern that this low uptake may detrimentally affect child health outcomes. Previous studies have not yet identified the exact nature of the impact that a conditional cash transfer (CCT) has on the uptake of MCH services and, ultimately, on child health outcomes. The objective of this study is to examine the relationship between CCT, uptake of MCH services, and health outcomes among children in poor rural areas of western China.

Methods:
We designated two different sets of villages and households that were used as comparisons against which outcomes of the treated households could be assessed. In 2014, we conducted a large-scale survey of 1522 households in 75 villages (including 25 treatment and 50 comparison) from nine nationally designated poverty counties in two provinces of China. In each village, 21 households were selected based on their eligibility status for the CCT program. Difference-in-difference analyses were used to assess the impact of CCT on outcomes in terms of both intention-to-treat (ITT) and average-treatment-effects-on-the-treated (ATT).

Results:
Overall, the uptake of MCH services in the sample households were low, especially in terms of postpartum care visits, early breastfeeding, exclusive breastfeeding, and physical examination of the baby. The uptake of the seven types of MCH services in the CCT treatment villages were significantly higher than that in the comparison villages. The results from both the ITT and ATT analyses showed that the CCT program had a positive, although small, impact on the uptake of MCH services and the knowledge of mothers of MCH health issues. Nonetheless, the CCT program had no noticeable effect on child health outcomes.

Conclusions:
The CCT program generated modest improvements in the uptake of MCH services and mothers’ knowledge of MCH services in poor rural areas of Western China. These improvements, however, did not translate into substantial improvements in child health outcomes for two potential reasons: poor CCT implementation and the low quality of rural health facilities.

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Journal Articles
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Journal Publisher
BMC Public Health
Authors
Yuju Wu
Chang Sun
Alexis Medina
Scott Rozelle
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In March 2020, when many U.S. states and localities issued their first emergency orders to address Covid-19, there was widespread acceptance of the government’s legal authority to respond quickly and aggressively to this unprecedented crisis. Today, that acceptance is fraying. As initial orders expire and states move to extend or modify them, legal challenges have sprouted. The next phase of the pandemic response will see restrictions dialed up and down as threat levels change.  As public and political resistance grows, further legal challenges are inevitable.

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Publication Type
Journal Articles
Publication Date
Journal Publisher
New England Journal of Medicine
Authors
Mark A. Hall
Michelle Mello
David Studdert
Number
2020
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