Micro Biology Replicate Batch Confounding
by Replicate Batch Confounding in Other
Inspect structured sample assignments for technical/biological replication and batch confounding before comparing experimental groups. No causal conclusion from labels alone.
POST https://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding
Last 30 days
Status and outage history · Atom feed
- Uptime
- 100%
- Response time
- 300 ms typical, 522 ms slowest 5%
- Last check
- 2 h ago
- Next check
- any minute now
How to call it
POST https://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding
Each call costs $0.149 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://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding
content-type: application/json
{
"dataClass": "synthetic",
"observations": [
{
"batch": "b1",
"biologicalUnit": "u1",
"condition": "control",
"id": "a"
},
{
"batch": "b2",
"biologicalUnit": "u2",
"condition": "treated",
"id": "b"
}
]
}Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
dataClass | string | Yes | One of: public, synthetic. |
observations | array | Yes |
Example response
The provider's example. We can't check it without paying.
Example response, 27 lines
{
"amountBaseUnits": "149000",
"boundaries": [
"Public or synthetic inputs only. Caller labels are declarations,…"
],
"inputDigest": "sha256:6581552e4c0188e8ad71baccd471a2fa10737f3713ceb6d6a6e086be4…",
"offerId": "biology-replicate-batch-confounding",
"receiptDigest": "sha256:96436ba25d91c5fcf3c7b9d834c781377be35d86c167b5a608d3bbf70…",
"result": {
"findings": {
"biologicalUnits": 2,
"crossConditionUnits": [],
"fullyConditionConfoundedBatches": [
"b1",
"b2"
],
"independentReplicationVerified": false,
"technicalReplicateCount": 0
},
"limitations": [
"Public or synthetic research inputs only; no patient, personal g…"
],
"methodVersion": "maha-science50/1.0.0",
"numericPrecision": "IEEE754-double; finite outputs rounded to 12 significant digits"
},
"version": "maha-microproducts/0.1"
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.149.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding' \
-H 'content-type: application/json' \
--data-raw '{"dataClass":"synthetic","observations":[{"batch":"b1","biologicalUnit":"u1","condition":"control","id":"a"},{"batch":"b2","biologicalUnit":"u2","condition":"treated","id":"b"}]}'
# 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://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding' \
-H 'content-type: application/json' \
--data-raw '{"dataClass":"synthetic","observations":[{"batch":"b1","biologicalUnit":"u1","condition":"control","id":"a"},{"batch":"b2","biologicalUnit":"u2","condition":"treated","id":"b"}]}' \
| 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 $0.149 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.149" });
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 $0.149 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fwww.mahastrategies.com%2Fapi%2Fv1%2Fmicro%2Fbiology-replicate-batch-confounding&method=POST
const res = await pay("https://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"dataClass": "synthetic",
"observations": [
{
"batch": "b1",
"biologicalUnit": "u1",
"condition": "control",
"id": "a"
},
{
"batch": "b2",
"biologicalUnit": "u2",
"condition": "treated",
"id": "b"
}
]
}),
});
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 $0.149 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.149"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.post(
"https://www.mahastrategies.com/api/v1/micro/biology-replicate-batch-confounding",
json={
"dataClass": "synthetic",
"observations": [
{
"batch": "b1",
"biologicalUnit": "u1",
"condition": "control",
"id": "a",
},
{
"batch": "b2",
"biologicalUnit": "u2",
"condition": "treated",
"id": "b",
},
],
},
)
print(res.status_code, res.text)Security scan
- No findings. We scan names, descriptions and tool definitions for hidden instructions and other prompt-injection patterns.
Recent checks
| When | Result | HTTP | Time | Price |
|---|---|---|---|---|
| 2 h ago | Passed | 402 | 735 ms | $0.149 |
| 6 h ago | Passed | 402 | 216 ms | $0.149 |
| 10 h ago | Passed | 402 | 271 ms | $0.149 |
| 13 h ago | Passed | 402 | 420 ms | $0.149 |
| 17 h ago | Passed | 402 | 310 ms | $0.149 |
| 21 h ago | Passed | 402 | 422 ms | $0.149 |
| 25 h ago | Passed | 402 | 239 ms | $0.149 |
| 28 h ago | Passed | 402 | 522 ms | $0.149 |
| 32 h ago | Passed | 402 | 300 ms | $0.149 |
| 35 h ago | Passed | 402 | 358 ms | $0.149 |
| 39 h ago | Passed | 402 | 320 ms | $0.149 |
| 42 h ago | Passed | 402 | 231 ms | $0.149 |
| 46 h ago | Passed | 402 | 294 ms | $0.149 |
| 2 days ago | Passed | 402 | 277 ms | $0.149 |