# Module 5 — Reading Your Results

> **Coming soon.** This module will walk through a real posterior `.nc` file and show how to interpret credible intervals on a temperature reconstruction.

## Preview

Once TEXAS returns a posterior, you have thousands of plausible temperature estimates — not a single number. This module covers how to summarise, plot, and honestly report that uncertainty.

Key ideas this module will cover:

- The difference between a credible interval and a confidence interval
- Median vs. mean: which to report and why
- Comparing TEXAS reconstructions to classical TEX86 calibrations (Kim et al., Tierney & Tingley)
- Propagating forward-calibration uncertainty into inverse reconstructions
- What it means when the posterior is wide: data limitation vs. model limitation