Infection / VTE · LIVE
VACO Index 30-day mortality
VACO Index
Compute the King 2020 VACO Index 30-day all-cause mortality probability from age, sex, a caller-assigned unadjusted Charlson comorbidity index, and history of myocardial infarction or peripheral vascular disease using Supplement S3 coefficients.
Markdown: /docs/vaco.md · Canonical: https://magentlab.com/docs/vaco
Not a medical device. Not a diagnosis, dose, or listing recommendation.
What it computes
Compute the King 2020 VACO Index 30-day all-cause mortality probability from age, sex, a caller-assigned unadjusted Charlson comorbidity index, and history of myocardial infarction or peripheral vascular disease using Supplement S3 coefficients.
When to use
When an agent already has age, sex, a caller-assigned unadjusted Charlson score, and whether MI or PVD is present, and needs the published King 2020 S3 logistic 30-day probability, not VACS Index 1.0, VACS 2.0, 4C, or PRIEST.
When not to use
- Not a medical device and not a diagnosis. Not a treatment, triage, isolation, or disposition order.
- magent does not assign Charlson diagnoses. CCI is caller-assigned from administrative codes as in King 2020; this tool does not run ICD-10 mapping.
- Age 85 years or older uses the published combined age–CCI term; the numeric CCI does not change the linear predictor.
- Not VACS Index 1.0 and not VACS 2.0. King 2020 did not retain race or ethnicity in the final index; magent does not add either.
- Derivation used early-pandemic VA testing. King 2020 publishes no later-wave recalibration in S3.
Formula
lp = intercept + age_term + sex_term + cci_term + mi_pvd_term; probability = exp(lp)/(1+exp(lp)); King 2020 S1 File (PLOS S3); intercept -4.216058062; female 0; male 0.322291449; no MI/PVD 0; MI or PVD 0.267265312; age 20-50 (ages 20-49) -2.228678713, 50-54 0, 55-59 0.400599289, 60-64 0.941322019, 65-69 1.295007128, 70-74 1.629533438, 75-79 1.763345763, 80-89 1.927443543, ge90 2.018752269; age<85 CCI 0 0, 1-3 0.612122574, 4-5 0.825072847, 6-9 0.956099733, ge10 1.395164653; age>=85 any CCI 1.529325519; unadjusted Charlson; not VACS 1.0; not VACS 2.0
Citation
- Authors
- King JT Jr, Yoon JS, Rentsch CT, Tate JP, Park LS, Kidwai-Khan F, et al.
- Source
- PLoS One. 2020;15(11):e0241825
Worked example
Female, age 40, CCI 0, no MI or PVD
Given:
age=40cci=0mi_pvd=falsesex=female
- age 40 → 20-50 term -2.228678713; female 0; CCI 0 and age<85 → 0; mi_pvd false → 0
- lp = -4.216058062 - 2.228678713 = -6.444736775
- estimated_probability_percent = 100 × exp(lp)/(1+exp(lp))
S3 example: 77-year-old male, CCI 5, no MI or PVD
Given:
age=77cci=5mi_pvd=falsesex=male
- age 77 → 75-79 term 1.763345763; male 0.322291449; CCI 5 and age<85 → 0.825072847; mi_pvd false → 0
- lp = -4.216058062 + 1.763345763 + 0.322291449 + 0.825072847 = -1.305348003
- S3 prints 21%; estimated_probability_percent from the unrounded logit is 21.33
Also searched as
- VACO Index
- VA COVID-19 Index
- King 2020 30-day mortality
- Veterans Health Administration COVID-19
- Charlson COVID mortality
- VACO 30-day all-cause mortality
- King VACO logistic
Try
Opens the live endpoint. Unpaid browser requests show the paywall; agents should send Accept: application/json.
/api/calc/vaco?age=40&sex=female&cci=0&mi_pvd=false
Full URL: https://api.magentlab.com/api/calc/vaco?age=40&sex=female&cci=0&mi_pvd=false
Call
Expect HTTP 402 until you retry with PAYMENT-SIGNATURE. Incomplete query params
return HTTP 400 before any quote or charge.
curl -i -H "Accept: application/json" "https://api.magentlab.com/api/calc/vaco?age=40&sex=female&cci=0&mi_pvd=false"
Parameters
| Name | Type | Required | Description |
|---|---|---|---|
age |
integer | required | Age in years (integer 20-120). King 2020 S3 bands: 20-50 (ages 20-49), 50-54, 55-59, 60-64, 65-69, 70-74, 75-79, 80-89, ge90. Age 50 uses 50-54. Age 85-89 keeps the 80-89 age term and the age>=85 CCI term. |
sex |
string | required · female, male | Sex as assigned by the caller. female is the S3 reference (0). male adds 0.322291449. magent does not assign sex. |
cci |
integer | required | Unadjusted Charlson comorbidity index as assigned by the caller (integer 0-37). King 2020 S3: 0 (reference), 1-3, 4-5, 6-9, ge10 when age<85. Age 85 or older uses the published combined CCI term regardless of this integer. magent does not assign Charlson diagnoses. |
mi_pvd |
boolean | required | History of myocardial infarction or peripheral vascular disease as assigned by the caller (true or false). false is the S3 reference (0). true adds 0.267265312. |
Bulk (POST)
POST the same path with a JSON items array. The first item is the GET unit; each additional item is $0.002. Invalid items return HTTP 400 before settlement.
- 1 to 25 items. Each item uses the same keys as the GET query parameters.
- POST of 1 item costs the same as GET. Lists longer than 25: chunk into multiple POSTs. Extra items still execute; do not pad dummy rows.
- The first invalid item fails the whole request (index in the 400 JSON). You are not charged.
- HTTP 200 is {count, path, items}. Each items[i] is the GET 200 body for that row.
- Catalog misses (empty matches, found=false) stay paid 200s inside that slot.
- x402 resource URL is this path plus n and body_sha256. Browsers that prefer text/html get the same paywall as GET; Pay retries POST with the same items.
Example request (fixture)
{
"items": [
{
"age": "40",
"cci": "0",
"mi_pvd": "false",
"sex": "female"
},
{
"age": "40",
"cci": "0",
"mi_pvd": "false",
"sex": "female"
}
]
}
Opens a two-item fixture on the API host. Unpaid browsers get the same MetaMask paywall as GET; Pay retries POST with those items.
Example 200 (fixture)
{
"count": 2,
"path": "/api/calc/vaco",
"items": [
{
"age": 40,
"disclaimer": "Not a medical device. Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.",
"citation": {
"authors": "King JT Jr, Yoon JS, Rentsch CT, Tate JP, Park LS, Kidwai-Khan F, et al.",
"doi": "10.1371/journal.pone.0241825",
"id": "king-2020-vaco",
"pmid": "33175863",
"source": "PLoS One. 2020;15(11):e0241825",
"title": "Development and validation of a 30-day mortality index based on pre-existing medical administrative data from 13,323 COVID-19 patients: The Veterans Health Administration COVID-19 (VACO) Index"
},
"formula": "vaco",
"formula_expression": "lp = intercept + age_term + sex_term + cci_term + mi_pvd_term; probability = exp(lp)/(1+exp(lp)); King 2020 S1 File (PLOS S3); intercept -4.216058062; female 0; male 0.322291449; no MI/PVD 0; MI or PVD 0.267265312; age 20-50 (ages 20-49) -2.228678713, 50-54 0, 55-59 0.400599289, 60-64 0.941322019, 65-69 1.295007128, 70-74 1.629533438, 75-79 1.763345763, 80-89 1.927443543, ge90 2.018752269; age<85 CCI 0 0, 1-3 0.612122574, 4-5 0.825072847, 6-9 0.956099733, ge10 1.395164653; age>=85 any CCI 1.529325519; unadjusted Charlson; not VACS 1.0; not VACS 2.0",
"sex": "female",
"estimated_probability_percent": 0.16,
"logit": -6.444737,
"cci": 0,
"age_band": "20-50",
"cci_band": "0",
"mi_pvd": false
},
{
"age": 40,
"disclaimer": "Not a medical device. Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.",
"citation": {
"authors": "King JT Jr, Yoon JS, Rentsch CT, Tate JP, Park LS, Kidwai-Khan F, et al.",
"doi": "10.1371/journal.pone.0241825",
"id": "king-2020-vaco",
"pmid": "33175863",
"source": "PLoS One. 2020;15(11):e0241825",
"title": "Development and validation of a 30-day mortality index based on pre-existing medical administrative data from 13,323 COVID-19 patients: The Veterans Health Administration COVID-19 (VACO) Index"
},
"formula": "vaco",
"formula_expression": "lp = intercept + age_term + sex_term + cci_term + mi_pvd_term; probability = exp(lp)/(1+exp(lp)); King 2020 S1 File (PLOS S3); intercept -4.216058062; female 0; male 0.322291449; no MI/PVD 0; MI or PVD 0.267265312; age 20-50 (ages 20-49) -2.228678713, 50-54 0, 55-59 0.400599289, 60-64 0.941322019, 65-69 1.295007128, 70-74 1.629533438, 75-79 1.763345763, 80-89 1.927443543, ge90 2.018752269; age<85 CCI 0 0, 1-3 0.612122574, 4-5 0.825072847, 6-9 0.956099733, ge10 1.395164653; age>=85 any CCI 1.529325519; unadjusted Charlson; not VACS 1.0; not VACS 2.0",
"sex": "female",
"estimated_probability_percent": 0.16,
"logit": -6.444737,
"cci": 0,
"age_band": "20-50",
"cci_band": "0",
"mi_pvd": false
}
]
}
Response
| Field | Type | Description |
|---|---|---|
formula |
string | vaco |
formula_expression |
string | King 2020 S3 logistic linear predictor and probability |
age |
integer | Input age in years |
sex |
string | female or male |
cci |
integer | Caller-assigned unadjusted Charlson comorbidity index |
mi_pvd |
boolean | Caller-assigned history of myocardial infarction or peripheral vascular disease |
age_band |
string | S3 age band used for the age term (20-50, 50-54, …, ge90) |
cci_band |
string | S3 CCI band, or age_ge85_any when age is 85 or older |
logit |
number | Unrounded linear predictor, 6 decimals |
estimated_probability_percent |
number | 30-day all-cause mortality percent from the unrounded logit, 2 decimals |
citation |
object | King 2020 VACO Index citation |
disclaimer |
string | Not-a-device notice |
Example JSON
Machine form of the same example. Frozen fixture. Not a live lookup.
{
"age": 40,
"disclaimer": "Not a medical device. Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.",
"citation": {
"authors": "King JT Jr, Yoon JS, Rentsch CT, Tate JP, Park LS, Kidwai-Khan F, et al.",
"doi": "10.1371/journal.pone.0241825",
"id": "king-2020-vaco",
"pmid": "33175863",
"source": "PLoS One. 2020;15(11):e0241825",
"title": "Development and validation of a 30-day mortality index based on pre-existing medical administrative data from 13,323 COVID-19 patients: The Veterans Health Administration COVID-19 (VACO) Index"
},
"formula": "vaco",
"formula_expression": "lp = intercept + age_term + sex_term + cci_term + mi_pvd_term; probability = exp(lp)/(1+exp(lp)); King 2020 S1 File (PLOS S3); intercept -4.216058062; female 0; male 0.322291449; no MI/PVD 0; MI or PVD 0.267265312; age 20-50 (ages 20-49) -2.228678713, 50-54 0, 55-59 0.400599289, 60-64 0.941322019, 65-69 1.295007128, 70-74 1.629533438, 75-79 1.763345763, 80-89 1.927443543, ge90 2.018752269; age<85 CCI 0 0, 1-3 0.612122574, 4-5 0.825072847, 6-9 0.956099733, ge10 1.395164653; age>=85 any CCI 1.529325519; unadjusted Charlson; not VACS 1.0; not VACS 2.0",
"sex": "female",
"estimated_probability_percent": 0.16,
"logit": -6.444737,
"cci": 0,
"age_band": "20-50",
"cci_band": "0",
"mi_pvd": false
}
Client errors (HTTP 400)
Invalid params return 400 without charge. Shared HTTP 402 and 503 meanings: Payments.
| HTTP | Code | When |
|---|---|---|
| 400 | invalid_vaco |
VACO Index inputs must match King 2020 age, sex, Charlson comorbidity index, and myocardial infarction or peripheral vascular disease. Returned before settlement; you are not charged. |
| 400 | invalid_items |
POST body must be a JSON object with only an items array Returned before settlement; you are not charged. |
| 400 | invalid_item_count |
items must be an array of 1 to 25 objects Returned before settlement; you are not charged. |
| 400 | invalid_item |
each items entry must be a JSON object Returned before settlement; you are not charged. |
Related tools
- 4C — Sum the Knight 2020 ISARIC 4C Mortality Score items and return the published Table 5 band (low, intermediate, high, or very high).
- PRIEST — Sum the Goodacre 2021 PRIEST points from NEWS2 Chart 1 Scale 1 vitals, alertness, inspired oxygen, age, sex, and performance status, and return whether the total is ≤4.
- CHOSEN — Sum the Levine 2020 CHOSEN (COVID Home Safely Now) Figure 2 points from age, oxygen saturation, and serum albumin in g/dL, and return whether the total is at or above the printed cutpoint of 30.
Payment
Unpaid requests return HTTP 402 even if query parameters or POST items are missing or invalid, so CDP and agents can index the path. After a PAYMENT-SIGNATURE, invalid params return HTTP 400 JSON before settlement. magent does not charge. Fix the params, then request a new 402 quote for that complete URL. Catalog misses (empty matches, found=false) are valid paid 200s. Unpaid valid requests return HTTP 402 with a base64
PAYMENT-REQUIRED
header. HTTP 503 is not a new quote: retry the same PAYMENT-SIGNATURE. Full handshake
and shared payment errors: Payments.
Stdio MCP: /docs/mcp.
Guarantees
- HTTP 402 is unpaid, including a missing query. After PAYMENT-SIGNATURE, invalid parameters return HTTP 400 before settlement. You are not charged. HTTP 402 never includes the tool JSON.
- exact: settlement finishes before the tool (paymentFlow upfront). batch-settlement: verify/deposit before the tool; chargedCumulativeAmount commits after HTTP 2xx. Uncertain or failed settlement fails closed (HTTP 503). Retry the same PAYMENT-SIGNATURE.
- HTTP 402 is unpaid only. Do not sign a second authorization because of a 503.
- Execution is timeout-bounded and concurrency-capped.
- Calculator inputs are stored encrypted for allowlisted operators (Magent Console). They are not in public logs, SSH lookups, catalog, or rollups. Request logs store path without query.