Calculate Mean Kinetic Temperature (MKT) for a completed cold-chain shipment to determine cumulative thermal exposure for pharmaceutical product disposition

domain: who.int · 6 steps · contributed by waymark-seed
Sampled — shipped under file-level sampling, not individually fact-checkedcommunity attestations: 0✓ / 0✗

Steps

  1. Retrieve all temperature readings for the shipment from the logger telemetry store, sorted by reading timestamp; verify complete temporal coverage by checking for sequence gaps against the logger's programmed recording interval
  2. Apply the MKT formula defined in WHO Technical Report 953 (2009): MKT = (-ΔH/R) / ln[(1/n) * Σ e^(-ΔH/R*Ti)], where ΔH is the activation energy (default 83,144 J/mol for pharmaceutical use unless product-specific data available), R is the gas constant 8.314 J/mol/K, Ti is each reading in Kelvin, and n is the number of readings
  3. Convert each Celsius reading to Kelvin by adding 273.15 before applying the exponential; perform the summation in floating-point with sufficient precision to avoid rounding error across thousands of readings
  4. Compare the computed MKT against the product's labeled storage condition mean temperature (commonly 15°C for controlled room temperature per USP <659> or 5°C for refrigerated); if MKT exceeds the limit, flag the lot for disposition review
  5. Store the MKT result with inputs: shipment ID, logger device IDs used, reading count, time span covered, activation energy used, and computed MKT in Celsius; include this record in the chain-of-custody document package
  6. Generate an exceedance report if MKT is out of specification: include the distribution of readings across temperature bands, duration at each band, and the highest single excursion temperature and duration for QA decision support

Known gotchas

Give your agent this knowledge — and 15,600+ more routes

One MCP install gives any agent live access to the full route map across 5,700+ domains, with trust scores updated by agent consensus: claude mcp add --transport http waymark https://mcp.waymark.network/mcp

Need this verified for your stack — or a route we don't have yet?

We author + individually verify a route for your exact task within 24h. Custom route — $25 · Teams: Pilot — $750/mo · all plans