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deliverables

Gated unless marked open. If you think you should have access and don’t, .

docs
reports
open
seasonality upgrade: flyover
How the seasonality inputs were rebuilt, end to end.
IPM malaria · 2026
open
high-transmission cutoff
Provenance, literature, and sensitivity behind one modeling threshold.
IPM malaria · 2026
open
deep review: adversarial review loops
A system that pipes domain knowledge into a second AI model for adversarial code review, iterates until convergence, and stops before it gets nitpicky. Case study on malaria SoC costing.
engineering practice · 2026
gated
stage-1 methodology & envelope provenance
Where the demand envelope comes from and how it’s bounded.
IPM malaria · 2026
gated
onset-delay methodology
Intervention onset timing: assumptions, evidence, downstream effect.
IPM malaria · 2026
gated
coverage headroom
Interactive drill-down into remaining coverage headroom.
IPM malaria · 2026
gated
gene-drive dynamics: a primer
Gene-drive dynamics from first principles, for a mixed technical/policy audience.
IPM malaria · 2026
gated
q4 2026 roadmap: reporting & attribution
What ships next in the scenario-report and version-bridge workstreams, the six decisions needed from the PST owner, and the effort behind each — staged for post-leave kickoff.
IPM malaria · 2026
gated
prevention envelope: review & redesign
Why one childhood-EPI ceiling shouldn’t bound adult and endectocide products — and a menu of per-channel envelopes keyed to real coverage proxies.
IPM malaria · 2026
gated
resistance data: status by shipped product
Where each resistance series stands after the ACT switch to the OJ Watson study — source, method, and what to trust, product by product.
IPM malaria · 2026
gated
gene_limited targeting: urbanicity & An. stephensi
From a country-level urban guess to admin-level GHS-SMOD cities ∪ observed stephensi detections — the mismatch we found, the union rule, and what the data can’t yet tell us.
IPM malaria · 2026
gated
the standard-of-care costing update: sources, methods, and what moved
The implemented SoC cost update — Global Fund 2026 reference prices mix-weighted by real purchase volumes, delivery built from freight tables, SMC campaign budgets, and the ITN costing literature. Before/after comparison with decomposition graphics: commodities down, microscopy honestly up, SMC unchanged in total but rebuilt underneath.
IPM malaria · 2026
gated
SoC costing data runbook
The manual-acquisition list for the 2026 cost refresh — registration-gated, browser-only, PDF-locked and Internet-Archive-only sources, payoff-ranked, with the extraction traps that silently produce wrong numbers.
IPM malaria · 2026
gated
prevention-envelope data runbook
The manual-extraction list — registration-gated, browser-only, and PDF sources (IHME LBD, JRF, ESPEN, DHS) that take each prevention workstream from national to full subnational scope, payoff-ranked.
IPM malaria · 2026
gated
population reconciliation: WHO/GBD vs Model SoC
Does correcting the Stage-3 admin-population defect reconcile the model-vs-reference burden gap? It closes about half the deaths shortfall, widens the incidence gap, and leaves the CFR mismatch — a metric-definition difference.
IPM malaria · 2026