Dengue in the Americas
45.4 million USU
18.2-95.5 million USU
P2 evidence-informed intensity mapping
WSI Lab
WSI Lab develops Universal Suffering Units and related methods. Its outputs are research demonstrations, not established measurements or decision rules.
Every Lab page begins with source evidence, exposes intensity and duration assumptions, labels maturity, and reports what remains outside the model.
The experimental unit
USU expresses modeled intensity-time burden relative to a specified six-hour kidney-stone pain trajectory.
The reference defines a reporting scale. It does not prove that hunger, fear, pain, illness, and other experiences are already directly comparable.
Pilot portfolio
Approved results are unchanged. Their time bases, mappings, and limits remain visible.
45.4 million USU
18.2-95.5 million USU
P2 evidence-informed intensity mapping
109 million USU/day
82.5-136 million USU/day
P1 early illustrative intensity mapping
55.9 million USU/day globally
27.9-83.8 million USU/day globally
P1 early illustrative intensity mapping
2.66 million annualized USU per 100,000
Median range: 263,721-5,732,063 USU per 100,000
P2 evidence-informed intensity; D1 illustrative duration
Maturity labels
An author-defined intensity mapping for transparent testing.
A mapping informed by relevant evidence, but not directly calibrated.
Days at severity are WSI scenarios rather than source-measured durations.
The current pilot standard does not convert death into USU.
Full technical FAQ
WSI Lab is the experimental research part of the project. It develops and tests Universal Suffering Units, mapping standards, time models, and other measurement ideas while keeping source evidence separate.
No. USU does not currently weight, order, or break ties in the Observatory. The four pilot outputs use different time bases and are not one league table.
The pilots show both the promise and failure modes of a common unit. Public assumptions, ranges, maturity labels, and technical files make those limits inspectable.
A USU expresses modeled intensity-time burden relative to a specified six-hour kidney-stone pain trajectory. The reference makes the scale concrete. It does not by itself prove that different harms are fully comparable.
No. The reference defines the reporting scale. Whether pain, hunger, fear, illness, and other experiences can be compared on that scale remains a research question. The pilot reports therefore show their assumptions and mapping maturity.
No. Dengue reports cumulative burden across reported 2025 episodes. Acute food insecurity and child wasting report one-day equivalent burden rates. The FIES series reports a retrospective annualized scenario per 100,000 people. The populations, sources, coverage, geography, intensity maturity, and duration maturity also differ. The four results form a research portfolio, not a cross-domain ranking.
It is the span between the approved low and high mapping scenarios. It shows how the experimental result changes when the provisional intensity or duration assumptions change. It is not a statistical confidence interval and does not capture every source of uncertainty.
P1 means an early illustrative intensity mapping defined for transparent testing. P2 means the intensity mapping is informed by relevant empirical or clinical evidence. D1 means the duration values are illustrative scenarios rather than source-measured durations. None of these labels means that the model has been fully calibrated or validated.
No. The current pilot standard covers experienced suffering during lived time. Deaths are reported separately when the source provides a comparable mortality measure. WSI does not convert death into USU in these pilot series.
The source data, state mappings, time basis, and comparison rules would need stronger validation. Results would also need to remain stable under reasonable alternative assumptions and show value beyond simpler indicators. The current pilots are research demonstrations, not decision rules.
Renal colic is intense, time-bounded, commonly assessed on clinical pain scales, and supported by published clinical data. WSI uses a specified six-hour renal-colic trajectory to define the reporting scale. This is a calibration convention, not a claim that kidney-stone pain is the most important form of suffering. Alternative references can be tested.
Physical pain is one form of suffering, but serious negative experience can also involve breathlessness, nausea, fatigue, hunger, panic, fear, grief, or disruption of basic living conditions. USU is intended to represent experienced suffering more broadly. Each non-pain state still needs a clear definition, an evidence basis, and a stated mapping maturity.
Case counts show how many people or episodes were reported, but they do not show how intense or prolonged the experience may have been. Death counts remain essential and are reported separately. DALYs and QALYs are established health measures with different purposes. WSI adds an experimental experienced-suffering perspective and keeps the original indicators visible beside it.
A focused series can keep the source, definitions, time period, and model consistent across all included locations. That is cleaner than adding a different mixture of available harms for every country. Over time, many focused series can form a broader evidence library without forcing them prematurely into one total score.
Total burden reflects the aggregate modeled burden in the included population. A per-capita or per-analyzed-population value reflects concentration relative to a stated denominator. The two views can produce different orderings, so WSI keeps them separate and identifies the denominator used.
Each modeled state receives low, central, and high assumptions documented in a mapping note. P1 intensity mappings are early illustrative assumptions; P2 intensity mappings are informed by relevant evidence. Duration is taken from the source or supporting evidence when possible. Snapshot series use a one-day equivalent. The FIES annualized pilot instead uses D1 illustrative days-at-severity scenarios, which are clearly separated from the FAO source evidence.
WSI primarily uses official public-health, humanitarian, demographic, and research sources. Each series identifies its source, reporting period, geographic scope, and release version. Source data remain separate from the assumptions introduced by the WSI model.
Absence does not mean absence of suffering. A country may fall outside the source coverage, use an incompatible definition, have a different reporting period, or lack enough data for the stated analysis. Each series defines its source universe and explains important exclusions.
The current pilot standard uses approved low, central, and high mapping scenarios. The resulting deterministic range shows how the estimate changes under those assumptions; it is not a confidence interval. Full reports also describe source limitations and other uncertainty that the range does not capture. More advanced probabilistic analyses may be used in later studies when they add value.
Psychological suffering can be modeled only when the state is clearly defined and supported by credible evidence. Physical and psychological suffering are not assumed to be identical. The FIES pilot includes food-access worry and distress within an evidence-informed food-insecurity mapping, but it does not provide a general psychological-suffering scale for anxiety, depression, grief, trauma, or fear.
The current pilot standard does not apply an overlap adjustment. Categories within one model must be mutually exclusive or made exclusive before calculation. Separate series are not added into one country total when the same people and time periods may overlap. Future work may examine overlap when person-level evidence supports it.
The source counts are observed or estimated by the source organization; the USU mapping adds judgment about intensity and sometimes duration. WSI makes those choices visible through low, central, and high scenarios, mapping-maturity labels, and source-versus-model disclosures. Readers can therefore see which conclusions come from the evidence and which depend on provisional assumptions.
WSI estimates modeled experienced suffering associated with the states included in a specific series. It does not measure a person's worth, dignity, rights, productivity, or overall value of life. Mortality, long-term effects, caregiver burden, and other excluded outcomes remain separate unless a future series models them explicitly.
The intensity-over-time structure may be relevant to animal-welfare research, but the present USU reference and WSI programme are human-centered. A non-human application would need species-specific behavioral and physiological evidence, animal-welfare expertise, and separate validation. Human and non-human estimates would not be combined by default.