Dan Ly
meddly.bsky.social
Dan Ly
@meddly.bsky.social
Physician and health economist. Assistant prof at UCLA GIM&HSR. Studying physician decision-making and health care disparities. https://sites.google.com/view/danply/
You see it often because it’s a standard error
November 18, 2025 at 4:54 PM
Congrats!!!
October 20, 2025 at 5:35 PM
Woo Laura!!!
April 20, 2025 at 9:25 PM
Will the panel include fixed effects?
April 11, 2025 at 11:35 PM
So sorry! It’s so much work! Best of luck with whichever direction you take!
December 25, 2024 at 5:34 AM
To be clear, we use the ED because it’s a clean sample largely free of prior influences from prior docs. This phenomenon of variation across docs in same facility can likely be found in length of stay for hospitalists, pneumonia read rates for radiologists, etc.
December 24, 2024 at 11:51 PM
We agree that SDoH are important. This is why we take care to make comparisons within ED while also controlling for such things as time of arrival, ESI, and location within ED. We suspect there aren’t large differences in SDoH across docs in same ED after controlling for time, location, ESI, etc.
December 24, 2024 at 11:11 PM
We use mortality because it’s an important measure and it’s largely non-contestable how to measure it. How would one measure an indicated vs not indicated admission? We also find that admitted patients of higher admitting docs more likely to be discharged before 24 hrs.
December 24, 2024 at 11:07 PM
Thanks. Having more docs not trained in EM at the VA is something we acknowledge in the limitations of our paper, as is our inability to include doc characteristics such as training. But other lit using Medicare data show similar level of admit variation. www.healthaffairs.org/doi/pdf/10.1...
www.healthaffairs.org
December 24, 2024 at 11:02 PM
We didn’t get that granular but that’s a great question to explore.
December 23, 2024 at 11:35 PM
Whoops, tagging Stephen’s bluesky account, not his Twitter account. @coussens.bsky.social
December 23, 2024 at 10:10 PM
But higher admission rates do NOT ⬇️ important adverse outcomes like mortality. Given high costs of admission ($, provider & facility capacity, pt well-being), better understanding how such variation arises could be fruitful for pts, docs, and healthcare system. 8/ jamanetwork.com/journals/jam...
Variation in Emergency Department Physician Admitting Practices and Subsequent Mortality
This cross-sectional study using Veterans Affairs data from more than 2 million patient emergency department visits over 8 years examines the variation in physicians’ admission propensities and how th...
jamanetwork.com
December 23, 2024 at 9:46 PM
In sum, there is much variation in admit practices, likely due to diffs in skill & risk aversion. This mirrors variation in other doc specialties, who also greatly differ in their decisions. Of note, results do NOT argue for high-admit docs to indiscriminately ⬇️ admit rates. 7/
December 23, 2024 at 9:46 PM
But seeing a higher-admitting doc does NOT reduce your likelihood of dying (either within 30 days [shown here], 7 days, 14 days, 90 days, or a year). 6/
December 23, 2024 at 9:46 PM
Higher-admitting docs also order more radiology and laboratory tests in the ED. This suggests that admission rates may also be reflective of practice pattern intensity more generally. 5/
December 23, 2024 at 9:46 PM
With data on over 2 million pts across 100 hospitals nationwide, we find that patients treated by docs with higher admission propensities are more likely to be discharged from the hospital within 24 hours when admitted, suggesting a lower clinical need for their hospitalization. 4/
December 23, 2024 at 9:46 PM
We use rich VA EHR data with info not available in claims data such as ⌚️ of arrival, location within ED, and ESI (a # based on pt severity). This allows us to demonstrate that variation in docs’ admission rates is attributable to docs themselves, not to diffs in pt health. 3/
December 23, 2024 at 9:46 PM
The decision to admit or discharge a patient is one of the most important decisions an ED doc makes. By how much do ED docs vary in this decision? A lot! Being treated by a doc in top 10% vs bottom 10% can nearly double your probability of admission. 2/
December 23, 2024 at 9:46 PM
Wow, amazing news. Congrats to you both!
December 19, 2024 at 10:22 PM