Calc Ap Prediction
by magent in AI models & inference
Jin 2018 ED model for early diagnosis of acute pancreatitis when lipase is at least 3x ULN. Integer points: prior episodes 0/1/2/3/4, cholelithiasis +2, abdominal surgery in 2 months -2, epigastric pain +2, worsening pain +1, pain duration >=5 days -1, severity mild 0 / moderate +2 / severe +3, lipase fold +0/+1/+2. Score max 14; jin2018_high_ppv if score>=8; jin2024_accuracy_cut if score>=6. Not a diagnosis. Not an imaging order. Not Ranson, BISAP, or Glasgow-Imrie.
https://api.magentlab.com/api/calc/ap_prediction- Price
- $0.007
- per call in USDC
- Uptime
- 88.9%
- last 30 days
- Response time
- 156 ms
- 360 ms slowest 5%
- Last check
- Failed
- 56 min ago, next in 5 min
Reliability
Latest check failed 56 min ago: Timed out
Status and outage history · Atom feed · Watch with other listings
How to call it
POST https://api.magentlab.com/api/calc/ap_prediction
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/ap_prediction
content-type: application/json
{
"items": [
{
"abdominal_surgery_2mo": false,
"cholelithiasis": false,
"epigastric_pain": false,
"lipase_uln_fold": 4,
"pain_duration_days": "lt_5",
"pain_severity": "mild_0_3",
"prior_ap_episodes": "0",
"worsening_pain": false
},
{
"abdominal_surgery_2mo": false,
"cholelithiasis": false,
"epigastric_pain": false,
"lipase_uln_fold": 4,
"pain_duration_days": "lt_5",
"pain_severity": "mild_0_3",
"prior_ap_episodes": "0",
"worsening_pain": false
}
]
}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, 132 lines
{
"count": 2,
"items": [
{
"citation": {
"authors": "Jin DX, McNabb-Baltar J, Suleiman SL, Wu BU, Khorasani R, Bollen TL, et al.",
"doi": "10.1097/MPA.0000000000001102",
"id": "jin-2018",
"pmid": "29975351",
"source": "Pancreas. 2018;47(7):871-879",
"title": "A Clinical Model for the Early Diagnosis of Acute Pancreatitis in the Emergency Department"
},
"components": [
{
"factor": "prior_ap_episodes",
"points": 0,
"present": true,
"value": "0"
},
{
"factor": "cholelithiasis",
"points": 0,
"present": false
},
{
"factor": "abdominal_surgery_2mo",
"points": 0,
"present": false
},
{
"factor": "epigastric_pain",
"points": 0,
"present": false
},
{
"factor": "worsening_pain",
"points": 0,
"present": false
},
{
"factor": "pain_duration_days",
"points": 0,
"present": true,
"value": "lt_5"
},
{
"factor": "pain_severity",
"points": 0,
"present": true,
"value": "mild_0_3"
},
{
"factor": "lipase_uln_fold",
"points": 0,
"present": true,
"value": 4
}
],
"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.",
"formula": "ap_prediction",
"formula_expression": "AP prediction = prior_ap_episodes (0→0, 1→1, 2→2, 3→3, 4_or_more→4) + cholelithiasis (true +2) + abdominal_surgery_2mo (true -2) + epigastric_pain (true +2) + worsening_pain (true +1) + pain_duration_days (lt_5 0, gte_5 -1) + pain_severity (mild_0_3 0, moderate_4_6 +2, severe_7_10 +3) + lipase_uln_fold (≥3 and <10 → 0, ≥10 and <20 → +1, ≥20 → +2); Jin 2018; max 14; jin2018_high_ppv iff score ≥ 8; jin2024_accuracy_cut iff score ≥ 6",
"jin2018_high_ppv": false,
"jin2024_accuracy_cut": false,
"max_score": 14,
"score": 0
},
{
"citation": {
"authors": "Jin DX, McNabb-Baltar J, Suleiman SL, Wu BU, Khorasani R, Bollen TL, et al.",
"doi": "10.1097/MPA.0000000000001102",
"id": "jin-2018",
"pmid": "29975351",
"source": "Pancreas. 2018;47(7):871-879",
"title": "A Clinical Model for the Early Diagnosis of Acute Pancreatitis in the Emergency Department"
},
"components": [
{
"factor": "prior_ap_episodes",
"points": 0,
"present": true,
"value": "0"
},
{
"factor": "cholelithiasis",
"points": 0,
"present": false
},
{
"factor": "abdominal_surgery_2mo",
"points": 0,
"present": false
},
{
"factor": "epigastric_pain",
"points": 0,
"present": false
},
{
"factor": "worsening_pain",
"points": 0,
"present": false
},
{
"factor": "pain_duration_days",
"points": 0,
"present": true,
"value": "lt_5"
},
{
"factor": "pain_severity",
"points": 0,
"present": true,
"value": "mild_0_3"
},
{
"factor": "lipase_uln_fold",
"points": 0,
"present": true,
"value": 4
}
],
"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.",
"formula": "ap_prediction",
"formula_expression": "AP prediction = prior_ap_episodes (0→0, 1→1, 2→2, 3→3, 4_or_more→4) + cholelithiasis (true +2) + abdominal_surgery_2mo (true -2) + epigastric_pain (true +2) + worsening_pain (true +1) + pain_duration_days (lt_5 0, gte_5 -1) + pain_severity (mild_0_3 0, moderate_4_6 +2, severe_7_10 +3) + lipase_uln_fold (≥3 and <10 → 0, ≥10 and <20 → +1, ≥20 → +2); Jin 2018; max 14; jin2018_high_ppv iff score ≥ 8; jin2024_accuracy_cut iff score ≥ 6",
"jin2018_high_ppv": false,
"jin2024_accuracy_cut": false,
"max_score": 14,
"score": 0
}
],
"path": "/api/calc/ap_prediction"
}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/ap_prediction' \
-H 'content-type: application/json' \
--data-raw '{"items":[{"abdominal_surgery_2mo":false,"cholelithiasis":false,"epigastric_pain":false,"lipase_uln_fold":4,"pain_duration_days":"lt_5","pain_severity":"mild_0_3","prior_ap_episodes":"0","worsening_pain":false},{"abdominal_surgery_2mo":false,"cholelithiasis":false,"epigastric_pain":false,"lipase_uln_fold":4,"pain_duration_days":"lt_5","pain_severity":"mild_0_3","prior_ap_episodes":"0","worsening_pain":false}]}'
# 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/ap_prediction' \
-H 'content-type: application/json' \
--data-raw '{"items":[{"abdominal_surgery_2mo":false,"cholelithiasis":false,"epigastric_pain":false,"lipase_uln_fold":4,"pain_duration_days":"lt_5","pain_severity":"mild_0_3","prior_ap_episodes":"0","worsening_pain":false},{"abdominal_surgery_2mo":false,"cholelithiasis":false,"epigastric_pain":false,"lipase_uln_fold":4,"pain_duration_days":"lt_5","pain_severity":"mild_0_3","prior_ap_episodes":"0","worsening_pain":false}]}' \
| 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%2Fap_prediction&method=POST
const res = await pay("https://api.magentlab.com/api/calc/ap_prediction", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"items": [
{
"abdominal_surgery_2mo": false,
"cholelithiasis": false,
"epigastric_pain": false,
"lipase_uln_fold": 4,
"pain_duration_days": "lt_5",
"pain_severity": "mild_0_3",
"prior_ap_episodes": "0",
"worsening_pain": false
},
{
"abdominal_surgery_2mo": false,
"cholelithiasis": false,
"epigastric_pain": false,
"lipase_uln_fold": 4,
"pain_duration_days": "lt_5",
"pain_severity": "mild_0_3",
"prior_ap_episodes": "0",
"worsening_pain": false
}
]
}),
});
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/ap_prediction",
json={
"items": [
{
"abdominal_surgery_2mo": False,
"cholelithiasis": False,
"epigastric_pain": False,
"lipase_uln_fold": 4,
"pain_duration_days": "lt_5",
"pain_severity": "mild_0_3",
"prior_ap_episodes": "0",
"worsening_pain": False,
},
{
"abdominal_surgery_2mo": False,
"cholelithiasis": False,
"epigastric_pain": False,
"lipase_uln_fold": 4,
"pain_duration_days": "lt_5",
"pain_severity": "mild_0_3",
"prior_ap_episodes": "0",
"worsening_pain": False,
},
],
},
)
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 |
|---|---|---|---|---|
| 56 min ago | Timed out | - | - | - |
| 7 h ago | Timed out | - | - | - |
| 11 h ago | Timed out | - | - | - |
| 16 h ago | Timed out | - | - | - |
| 21 h ago | Passed | 402 | 146 ms | $0.007 |
Show 10 older checks
| 26 h ago | Passed | 402 | 142 ms | $0.007 |
| 31 h ago | Passed | 402 | 174 ms | $0.007 |
| 35 h ago | Passed | 402 | 139 ms | $0.007 |
| 40 h ago | Passed | 402 | 152 ms | $0.007 |
| 44 h ago | Passed | 402 | 251 ms | $0.007 |
| 2 days ago | Passed | 402 | 146 ms | $0.007 |
| 2 days ago | Passed | 402 | 138 ms | $0.007 |
| 2 days ago | Passed | 402 | 161 ms | $0.007 |
| 3 days ago | Passed | 402 | 139 ms | $0.007 |
| 3 days ago | Passed | 402 | 239 ms | $0.007 |
History
| 11 Oct 2026 | Price changed from $0.005 to $0.007 |