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Biology Research Dose Response Fit

by Research dose-response fit in Productivity & SaaS

x402 APIPassing, checked 2 h ago

Fit normalized assay responses using a fixed-bottom/top logit-linear Hill model. Return half-response, slope and residuals; no dosing or nonlinear-fit guarantee. New modular adapter: retained result recovery for 24 hours, minimal receipt metadata for 90 days. Existing live route unchanged.

POST
https://www.mahastrategies.com/api/v1/compute/biology/research-dose-response-fit
Price
$0.105
per call in USDC
Uptime
100%
last 30 days
Response time
213 ms
229 ms slowest 5%
Last check
Passed
2 h ago, next any minute now

Run a free test callHow to call it

Reliability

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Status and outage history · Atom feed · Watch with other listings

How to call it

POST https://www.mahastrategies.com/api/v1/compute/biology/research-dose-response-fit

Each call costs $0.105001 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/compute/biology/research-dose-response-fit
content-type: application/json

{
  "dataClass": "synthetic",
  "dose": [
    1,
    2,
    4,
    8
  ],
  "normalizedResponse": [
    0.2,
    0.3333333333333333,
    0.5,
    0.6666666666666666
  ]
}

Parameters

ParameterTypeRequiredDescription
dataClassstringYes One of: public, synthetic.
dosearrayYes
normalizedResponsearrayYes

Example response

The provider's example. We can't check it without paying.

Example response, 44 lines
{
  "data": {
    "chargedAmount": "105001",
    "inputHash": "sha256:fe93359c4121213e671050f69c3060886be624e2ed9f58e3028291322…",
    "limitations": [
      "Public or synthetic inputs only. Caller labels are declarations,…"
    ],
    "productId": "biology-research-dose-response-fit",
    "result": {
      "findings": {
        "clinicalInterpretation": false,
        "halfResponseDose": 4,
        "hillSlope": 1,
        "method": "fixed bottom=0 top=1 logit-linear Hill fit; endpoints excluded, …",
        "residuals": [
          0
        ],
        "transformedFit": {
          "degreesOfFreedom": 2,
          "intercept": -1.38629436112,
          "rSquared": 1,
          "residualStandardError": 7.85046229342e-17,
          "residuals": [
            0
          ],
          "slope": 1,
          "slopeStandardError": 5.0650620345e-17
        }
      },
      "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"
    },
    "resultHash": "sha256:4ee757ea4439ed00e411afafabbf8b9c9b86d5e7eba57cac813b0a580…",
    "sourceContractAmount": "105000",
    "version": "maha-legacy-adapter/1"
  },
  "proof": {
    "settlement_id": "0x00000000000000000000000000000000000000000000000000000000000000…"
  },
  "success": true
}

Call it from code

The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.105001.

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/compute/biology/research-dose-response-fit' \
  -H 'content-type: application/json' \
  --data-raw '{"dataClass":"synthetic","dose":[1,2,4,8],"normalizedResponse":[0.2,0.3333333333333333,0.5,0.6666666666666666]}'

# 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/compute/biology/research-dose-response-fit' \
  -H 'content-type: application/json' \
  --data-raw '{"dataClass":"synthetic","dose":[1,2,4,8],"normalizedResponse":[0.2,0.3333333333333333,0.5,0.6666666666666666]}' \
  | grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decode
JavaScript: 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 $0.105001 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.105001" });
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 $0.105001 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fwww.mahastrategies.com%2Fapi%2Fv1%2Fcompute%2Fbiology%2Fresearch-dose-response-fit&method=POST
const res = await pay("https://www.mahastrategies.com/api/v1/compute/biology/research-dose-response-fit", {
  method: "POST",
  headers: { "content-type": "application/json" },
  body: JSON.stringify({
    "dataClass": "synthetic",
    "dose": [
      1,
      2,
      4,
      8
    ],
    "normalizedResponse": [
      0.2,
      0.3333333333333333,
      0.5,
      0.6666666666666666
    ]
  }),
});
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 $0.105001 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.105001"})
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/compute/biology/research-dose-response-fit",
        json={
            "dataClass": "synthetic",
            "dose": [
                1,
                2,
                4,
                8,
            ],
            "normalizedResponse": [
                0.2,
                0.3333333333333333,
                0.5,
                0.6666666666666666,
            ],
        },
    )
    print(res.status_code, res.text)

Security scan

No findings

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Recent checks

WhenResultHTTPTimePrice
2 h agoPassed402222 ms$0.105
7 h agoPassed402228 ms$0.105
12 h agoPassed402229 ms$0.105
17 h agoPassed402212 ms$0.105
21 h agoPassed402193 ms$0.105
Show 3 older checks
26 h agoPassed402213 ms$0.105
30 h agoPassed402221 ms$0.105
34 h agoPassed402203 ms$0.105