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Lakes Linked · lakeslinked.com

Effective: June 2026
Not medical advice. County health estimates on this site are planning-grade analyses derived from publicly available population data. They are intended for public health planning, grant writing, and research — not for clinical decisions, diagnosis, or individual medical use.

Acceptance of terms

By accessing lakeslinked.com you agree to these Terms of Use. If you do not agree, please do not use the site. We may update these terms; continued use after changes constitutes acceptance.

About the site

Lakes Linked is an independent public-health analytics project designed and conducted by Sergey Soshnikov, MD PhD. Disease burden analyses were implemented in Python using publicly available data sources, including CDC PLACES, CDC WONDER, the U.S. Census American Community Survey, and IHME GBD 2021 disability weights; all modeling assumptions and analytical methods reflect the author's own independent work. Results are presented for informational purposes and should be interpreted in light of the data limitations and methodological choices described throughout the site.

The Isabella County analysis serves as the reference template for the series. The accompanying R code used for its calculations is available on request at contact@lakeslinked.com.

Data and estimates

All estimates — DALYs, mortality rates, prevalence, and related indicators — are planning-grade approximations, not formal GBD study outputs. They are derived from publicly available sources including CDC WONDER, U.S. Census Bureau, and IHME GBD study data. Estimates carry uncertainty; values should be treated as directional rather than definitive.

You may use county estimates for:

You may not use estimates to make individual clinical decisions, diagnoses, or treatment recommendations.

Attribution

If you cite data or analyses from Lakes Linked in publications, reports, or public materials, please attribute: Lakes Linked (lakeslinked.com), Sergey Soshnikov, MD PhD. This is not legally required for most uses, but it supports the project and helps readers evaluate the source.

Permitted use

The content of this site — text, charts, and analyses — is made available for public benefit. You may share, quote, and adapt it for non-commercial purposes with attribution. Commercial redistribution or repackaging of the data as a product requires prior written permission.

No warranties

The site and its content are provided "as is" without warranty of any kind. We make no guarantees about accuracy, completeness, or fitness for a particular purpose. Public health data sources are imperfect; estimates will be revised as better data becomes available.

Limitation of liability

To the fullest extent permitted by law, Lakes Linked and Sergey Soshnikov, MD PhD shall not be liable for any direct, indirect, incidental, or consequential damages arising from use of this site or reliance on its content.

External links

This site links to external sources including government databases, academic journals, and third-party tools. We are not responsible for the content, availability, or privacy practices of external sites.

Governing law

These terms are governed by the laws of the State of Michigan, United States, without regard to conflict-of-law principles.

Contact

Questions about these terms or data use: contact@lakeslinked.com