Concept demo· Synthetic data· Company-neutral re-implementation· Runs entirely in your browser

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Module 05 / safety signal review

Safety Signal Review

The four views a safety reviewer reaches for first when a study unblinds or a signal is suspected: hepatic safety against Hy's law, time to the first moderate-or-severe event, adverse event (AE) incidence by system organ class with risk differences, and a baseline-to-worst lab shift. Nothing here is pre-rendered — the Kaplan-Meier steps, confidence intervals and shift counts are computed from record-level synthetic data in your browser as you read this.

240 synthetic subjects, two arms. Any apparent imbalance is a property of the seeded random generator, not of a real compound.

Hepatic safety — peak ALT vs. peak total bilirubin

Each point is one subject's worst on-treatment value, as multiples of the upper limit of normal (log₂ axes). Dashed lines mark 3×ULN (ALT) and 2×ULN (bilirubin).

Time to first moderate or severe treatment-emergent AE

Kaplan-Meier estimate by arm; ticks mark censored subjects. Computed from raw event times in the browser.

Number at risk at the start of each interval.

Swipe horizontally to see all columns →

AE incidence by system organ class — risk difference

Investigational minus placebo, percentage points, with normal-approximation 95% CIs. Sorted by risk difference. Unadjusted for multiplicity — a screening view, not a confirmatory test.

Lab shift — baseline vs. worst post-baseline

Swipe horizontally to see all columns →

Cell color intensity scales with the subject count; cells above the diagonal (shift to a worse category) are tinted rose.

All subjects, events, and laboratory values on this page are synthetic, generated by a seeded script (tools/platform-demo/generate-data.mjs) and embedded at build time. No patient data, no network calls.