Two independent fields
Regional calibration uses two separate parameters:
input_origin_region— normalizes input measurements to the ANSUR II global baseline before prediction. Use this when your subject comes from a non-global population and you’re providing measurements you’ve taken.target_region— shifts the output dimensions toward the proportions of the target population after prediction. Use this when the end product or recommendation is intended for a specific regional market.
Both fields are independent. A cross-regional request is valid:
"subject": {
"gender": "female",
"input_origin_region": "ASIA_PACIFIC"
},
"output_settings": {
"calculation": {
"target_region": "EUROPE"
}
}
This normalizes input anchors from an East Asian baseline, runs inference, then calibrates output for a European market.
Available regions
| Region | Population source | Coverage |
|---|---|---|
GLOBAL | ANSUR II (US Military) | ✓ Full |
EUROPE | Aggregated European datasets | ✓ Full |
ASIA_PACIFIC | East Asian & Pacific datasets | ✓ Full |
LATAM | Latin American datasets | ✓ Full |
INDIA | South Asian regional data | ⚠ Female fallback to ASIA_PACIFIC |
AFRICA | Sub-Saharan proxy data | ⚠ Male-only, SD proxy, −10 confidence penalty |
MIDDLE_EAST | Middle Eastern regional data | ⚠ Males aged 18–30 only |
The Double Penalty Paradox
Without input_origin_region, a non-global subject’s measurements are treated as ANSUR II baseline values. If you then apply a regional output modifier, you double-count the population difference — once from the raw input, once from the modifier.
Setting input_origin_region to the subject’s actual region eliminates this artefact by normalizing input to the global baseline before inference runs.
Body Build Type
body_build_type applies a civilian/athletic/BMI-adjusted body composition shift on top of the regional calibration:
| Type | Description | Use case |
|---|---|---|
CIVILIAN | NHANES general population morphing | E-commerce, general public |
ATHLETIC | Military/sports baseline (no NHANES shift) | Sportswear, uniforms, PPE |
OVERWEIGHT | BMI-adjusted circumference morphing | Plus-size fashion |
"calculation": {
"target_region": "EUROPE",
"body_build_type": "CIVILIAN"
}