## Problem 235 — rank:36

**Title:** Initiation of autoimmunity

**Added binding assumptions (LaTeX):**

```latex
The forecast risk set includes individuals alive and free of clinical disease at time $t$; death before prediction cannot be treated as ordinary continued disease-free follow-up. Specify $T_D$ and use the corresponding competing-risk cumulative incidence. Left truncation, onset confirmation delays and loss to follow-up have separate likelihoods. A sensitivity-adjusted exposure association is not automatically an identified triggering intervention effect.
```

**Direct edits:** 2. **Fresh external checks:** None; supplied sources retained as provenance.