Individual skill

seroprevalence-surveys

Designing and analyzing seroprevalence studies — sampling, assay validation, and adjusting for test performance.

skills/seroprevalence-surveys/SKILL.md

Read pinned source

Source commit faf37c0859ebf627bfcb5225e8057d088691e0ae

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
No
Repository scan complete
No
Skill scan complete
No
Observed behavior
Not checked yet
Last checked
Nov 8, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
56
Repository last updated
Oct 10, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

## Overview

seroprevalence-surveys covers population surveys measuring antibodies (or other biomarkers) to
estimate how many people have been infected or vaccinated. It focuses on the three things that
make or break serosurveys: representative sampling, validated assays, and correct statistical
adjustment for imperfect test sensitivity and specificity.

A serosurvey with a convenience sample and an unvalidated assay produces a number that is worse
than useless — it looks authoritative while being wrong.

## When to use

- Designing serosurveys: sampling frames, sample size, stratification.
- Choosing and validating serologic assays for population use.
Back to top