Calc Vocal Penn
by magent in Developer tools
Mahmud 2021 VOCAL-Penn 30-day postoperative mortality logistic for cirrhosis. log_odds = -5.472096 + 1.061725*ASA + 0.927904*emergency + surgery dummies (laparoscopic abdominal reference) + Stata 3-knot RCS albumin (2.7, 3.7, 4.4) and platelets (75, 152, 271) + 0.1448936*bilirubin - 0.7541669*obesity + 0.8268748*NAFLD. Percent to 1 decimal. Not a surgical order. magent does not assign ASA or read labs.
https://api.magentlab.com/api/calc/vocal_penn- Price
- $0.007
- per call in USDC
- Uptime
- 100%
- last 30 days
- Response time
- 158 ms
- 637 ms slowest 5%
- Last check
- Passed
- 3 h ago, next any minute now
Reliability
Status and outage history · Atom feed · Watch with other listings
How to call it
POST https://api.magentlab.com/api/calc/vocal_penn
Each call costs $0.007 in USDC on Base, paid with the request over x402.
Run a free test callOne unpaid request, the way an agent sends it. You see the payment challenge it gets back. Nothing is charged.
Example request
From the listing.
POST https://api.magentlab.com/api/calc/vocal_penn
content-type: application/json
{
"items": [
{
"age": 60,
"albumin_g_dl": 3.5,
"albumin_g_l": 35,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"bilirubin_umol_l": 20.52,
"emergency": false,
"fatty_liver_disease": false,
"obesity": false,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall"
},
{
"age": 60,
"albumin_g_dl": 3.5,
"albumin_g_l": 35,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"bilirubin_umol_l": 20.52,
"emergency": false,
"fatty_liver_disease": false,
"obesity": false,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall"
}
]
}Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
items | array of object | Yes |
Example response
The provider's example. We can't check it without paying.
Example response, 54 lines
{
"count": 2,
"items": [
{
"age_years": 60,
"albumin_g_dl": 3.5,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"citation": {
"authors": "Mahmud N, Fricker Z, Hubbard RA, Ioannou GN, Lewis JD, Taddei TH, Rothstein KD, Serper M, Goldberg DS, Kaplan DE",
"doi": "10.1002/hep.31558",
"id": "mahmud-2021-vocal-penn",
"pmid": "32939786",
"source": "Hepatology. 2021;73(1):204-218",
"title": "Risk Prediction Models for Post-Operative Mortality in Patients With Cirrhosis"
},
"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.",
"emergency": false,
"fatty_liver_disease": false,
"formula": "mahmud_vocal_penn_30d_2021",
"formula_expression": "log_odds = -5.472096 + 1.061725*ASA + 0.927904*emergency + 1.56071*abdominal_open + 0.7418021*abdominal_wall + 0.9165415*vascular + 1.464183*orthopedic + 1.893621*chest_cardiac - 0.0075185*platelets_sp1 + 0.0036657*platelets_sp2 - 0.5181509*albumin_sp1 - 1.000672*albumin_sp2 + 0.1448936*bilirubin_mg_dl - 0.7541669*obesity + 0.8268748*NAFLD; laparoscopic abdominal is the surgery reference; sp1 = x; sp2 = Stata mkspline 3-knot restricted cubic spline / (k3-k1)^2; albumin knots 2.7, 3.7, 4.4 g/dL; platelets knots 75, 152, 271 x10^9/L; mortality_30d_percent = 100*exp(log_odds)/(1+exp(log_odds)), 1 decimal",
"logit": -4.4496,
"mortality_30d_percent": 1.2,
"obesity": false,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall"
},
{
"age_years": 60,
"albumin_g_dl": 3.5,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"citation": {
"authors": "Mahmud N, Fricker Z, Hubbard RA, Ioannou GN, Lewis JD, Taddei TH, Rothstein KD, Serper M, Goldberg DS, Kaplan DE",
"doi": "10.1002/hep.31558",
"id": "mahmud-2021-vocal-penn",
"pmid": "32939786",
"source": "Hepatology. 2021;73(1):204-218",
"title": "Risk Prediction Models for Post-Operative Mortality in Patients With Cirrhosis"
},
"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.",
"emergency": false,
"fatty_liver_disease": false,
"formula": "mahmud_vocal_penn_30d_2021",
"formula_expression": "log_odds = -5.472096 + 1.061725*ASA + 0.927904*emergency + 1.56071*abdominal_open + 0.7418021*abdominal_wall + 0.9165415*vascular + 1.464183*orthopedic + 1.893621*chest_cardiac - 0.0075185*platelets_sp1 + 0.0036657*platelets_sp2 - 0.5181509*albumin_sp1 - 1.000672*albumin_sp2 + 0.1448936*bilirubin_mg_dl - 0.7541669*obesity + 0.8268748*NAFLD; laparoscopic abdominal is the surgery reference; sp1 = x; sp2 = Stata mkspline 3-knot restricted cubic spline / (k3-k1)^2; albumin knots 2.7, 3.7, 4.4 g/dL; platelets knots 75, 152, 271 x10^9/L; mortality_30d_percent = 100*exp(log_odds)/(1+exp(log_odds)), 1 decimal",
"logit": -4.4496,
"mortality_30d_percent": 1.2,
"obesity": false,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall"
}
],
"path": "/api/calc/vocal_penn"
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.007.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://api.magentlab.com/api/calc/vocal_penn' \
-H 'content-type: application/json' \
--data-raw '{"items":[{"age":60,"albumin_g_dl":3.5,"albumin_g_l":35,"asa_class":3,"bilirubin_mg_dl":1.2,"bilirubin_umol_l":20.52,"emergency":false,"fatty_liver_disease":false,"obesity":false,"platelets_10e9_l":150,"surgery_category":"abdominal_wall"},{"age":60,"albumin_g_dl":3.5,"albumin_g_l":35,"asa_class":3,"bilirubin_mg_dl":1.2,"bilirubin_umol_l":20.52,"emergency":false,"fatty_liver_disease":false,"obesity":false,"platelets_10e9_l":150,"surgery_category":"abdominal_wall"}]}'
# x402 v2 sends the challenge base64-encoded in the PAYMENT-REQUIRED header (v1 sends it in the body).
# To read the header:
curl -sS -g -o /dev/null -D - -X POST 'https://api.magentlab.com/api/calc/vocal_penn' \
-H 'content-type: application/json' \
--data-raw '{"items":[{"age":60,"albumin_g_dl":3.5,"albumin_g_l":35,"asa_class":3,"bilirubin_mg_dl":1.2,"bilirubin_umol_l":20.52,"emergency":false,"fatty_liver_disease":false,"obesity":false,"platelets_10e9_l":150,"surgery_category":"abdominal_wall"},{"age":60,"albumin_g_dl":3.5,"albumin_g_l":35,"asa_class":3,"bilirubin_mg_dl":1.2,"bilirubin_umol_l":20.52,"emergency":false,"fatty_liver_disease":false,"obesity":false,"platelets_10e9_l":150,"surgery_category":"abdominal_wall"}]}' \
| grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decodeJavaScript: pay and call
// npm i @x402/fetch @x402/evm viem
import { wrapFetchWithPayment, x402Client } from "@x402/fetch";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";
// Pays at most $0.007 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.007" });
registerExactEvmScheme(client, { signer: privateKeyToAccount(process.env.EVM_PRIVATE_KEY) });
const pay = wrapFetchWithPayment(fetch, client);
// Not sure it's safe to pay? ToolVet checks it first for $0.005. Pay for that from a separate
// client: this one is capped at $0.007 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fapi.magentlab.com%2Fapi%2Fcalc%2Fvocal_penn&method=POST
const res = await pay("https://api.magentlab.com/api/calc/vocal_penn", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"items": [
{
"age": 60,
"albumin_g_dl": 3.5,
"albumin_g_l": 35,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"bilirubin_umol_l": 20.52,
"emergency": false,
"fatty_liver_disease": false,
"obesity": false,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall"
},
{
"age": 60,
"albumin_g_dl": 3.5,
"albumin_g_l": 35,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"bilirubin_umol_l": 20.52,
"emergency": false,
"fatty_liver_disease": false,
"obesity": false,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall"
}
]
}),
});
console.log(res.status, await res.text());Python: pay and call
# pip install "x402[requests,evm]"
import os
from eth_account import Account
from x402 import x402ClientSync
from x402.http.clients import x402_requests
from x402.mechanisms.evm import EthAccountSigner
from x402.mechanisms.evm.exact.register import register_exact_evm_client
# Pays at most $0.007 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.007"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.post(
"https://api.magentlab.com/api/calc/vocal_penn",
json={
"items": [
{
"age": 60,
"albumin_g_dl": 3.5,
"albumin_g_l": 35,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"bilirubin_umol_l": 20.52,
"emergency": False,
"fatty_liver_disease": False,
"obesity": False,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall",
},
{
"age": 60,
"albumin_g_dl": 3.5,
"albumin_g_l": 35,
"asa_class": 3,
"bilirubin_mg_dl": 1.2,
"bilirubin_umol_l": 20.52,
"emergency": False,
"fatty_liver_disease": False,
"obesity": False,
"platelets_10e9_l": 150,
"surgery_category": "abdominal_wall",
},
],
},
)
print(res.status_code, res.text)Security scan
1 finding
- Charges more than its listed price in payment
Listed at $0.005, charges $0.007
Recent checks
| When | Result | HTTP | Time | Price |
|---|---|---|---|---|
| 3 h ago | Passed | 402 | 156 ms | $0.007 |
| 8 h ago | Passed | 402 | 158 ms | $0.007 |
| 12 h ago | Passed | 402 | 248 ms | $0.007 |
| 17 h ago | Passed | 402 | 1.3 s | $0.007 |
| 22 h ago | Passed | 402 | 155 ms | $0.007 |
Show 10 older checks
| 26 h ago | Passed | 402 | 337 ms | $0.007 |
| 30 h ago | Passed | 402 | 180 ms | $0.007 |
| 34 h ago | Passed | 402 | 137 ms | $0.007 |
| 38 h ago | Passed | 402 | 162 ms | $0.007 |
| 43 h ago | Passed | 402 | 144 ms | $0.007 |
| 47 h ago | Passed | 402 | 286 ms | $0.007 |
| 2 days ago | Passed | 402 | 150 ms | $0.007 |
| 2 days ago | Passed | 402 | 152 ms | $0.007 |
| 3 days ago | Passed | 402 | 164 ms | $0.007 |
| 3 days ago | Passed | 402 | 148 ms | $0.007 |
History
| 11 Oct 2026 | Price changed from $0.005 to $0.007 |