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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
Approval-to-launch lags
How long malaria products and analogues took from approval to first country launch, and a proposed optimistic, central and conservative N for each of the six novel classes in v104.
IPM malaria · 2026
gated
Aligning 8818 with v103
Decision sheet for aligning the PST portfolio input with IPM v103: two pipeline fixes, three structural differences, ten coverage conflicts and five further rows, each with a proposed stance.
IPM malaria · 2026
gated
MARSH ownership map
Where each MIASMA input and each of the 32 assumption families should live, who owns it, when it moves, and the six decisions to settle with the PST.
IPM malaria · 2026
gated
Assumptions database handover
What the YAML assumptions database and its editor are, how a value travels from file to OpenMalaria, how to run the sandbox on your own machine, and the roadmap to a version 1.0 both maintainers can operate before March 2027.
IPM malaria · 2026
gated
v103 results: the conservative gene-drive rerun
What the October Kids delivery did to the portfolio once the deck’s conservative gene-drive assumptions were baked in: product contributions, gene drive by country, burden trajectories, and the baseline that moved in six countries.
IPM malaria · 2026
gated
rollup merge 2026: TreeAnalytics × Stage 3
Reconciling the PST bubble/roll-up library with the Stage 3 product-contrast engine — same estimand verified, what’s adopted vs held, and the build plan for a native cost-effectiveness bubble with dominance handling.
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: in-house model control
The Q4 plan: the 2027 contract, running OpenMalaria in house, extending the emulator for sensitivity and change decomposition, and an assumptions database built for the PST and other diseases, with every deferred item from the September audit folded into the workstream that owns it.
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