Agent Service · x402 · early usage

Lefere 2025 pFIB-c logistic probability of significant (>=F2) liver fibrosis in pediatr…

by api.magentlab.com · discovered, not yet claimed by its owner · updated 2026-10-13

30d calls5

30d payers2

MethodPOST

Outputjson

Mirrored from Coinbase's public x402 Bazaar. The description is the provider's own text and has not been reviewed here; the payment requirements are copied as published.

What it does

Lefere 2025 pFIB-c logistic probability of significant (>=F2) liver fibrosis in pediatric MASLD from sex (boy/girl), hypertension, ALT (U/L), caller-assigned CDC/WHO weight Z-score, HOMA-IR, and caller-assigned Black ethnicity. Table 2 coefficients. Derivation rule-out cutoff 0.226. magent does not assign race or ethnicity and does not compute LMS Z-scores. Not a biopsy, not pFIB-6, and not a diagnosis.

Tags: pfib-c · masld · pediatric · fibrosis · liver · bazaar

Call contract

Method: POST
Input: HTTP request
Output: json
Last paid call: 2026-10-13

Input example from Bazaar metadata

{
  "items": [
    {
      "alt_u_l": 30,
      "black_ethnicity": false,
      "homa_ir": 2,
      "hypertension": false,
      "sex": "girl",
      "weight_z_score": 1
    },
    {
      "alt_u_l": 30,
      "black_ethnicity": false,
      "homa_ir": 2,
      "hypertension": false,
      "sex": "girl",
      "weight_z_score": 1
    }
  ]
}

Output example

{
  "count": 2,
  "items": [
    {
      "alt_u_l": 30,
      "below_rule_out_cutoff": true,
      "black_ethnicity": false,
      "citation": {
        "authors": "Lefere S, Dupont E, De Guchtenaere A, et al.",
        "doi": "10.1097/hep.0000000000001016",
        "id": "lefere-2025-pfib",
        "pmid": "39028885",
        "source": "Hepatology. 2025;81(4):1276-1287",
        "title": "Development and validation of pFIB scores for exclusion of significant liver fibrosis in pediatric MASLD"
      },
      "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": "pfib_c",
      "formula_expression": "x = -5.155 + 1.194*sex_boy + 1.636*hypertension + 0.019*alt_u_l + 0.633*weight_z_score + 0.079*homa_ir - 2.453*black_ethnicity; probability = exp(x)/(1+exp(x)); Lefere 2025 Table 2 logistic for significant (≥F2) fibrosis; sex_boy 1 if boy, 0 if girl (paper terms); black_ethnicity caller-assigned Black ethnicity; weight_z_score caller-assigned CDC/WHO weight Z; below_rule_out_cutoff iff probability < 0.226 (derivation-cohort high NPV); not pFIB-6",
      "homa_ir": 2,
      "hypertension": false,
      "probability": 0.022,
      "sex": "girl",
      "weight_z_score": 1,
      "x": -3.794
    },
    {
      "alt_u_l": 30,
      "below_rule_out_cutoff": true,
      "black_ethnicity": false,
      "citation": {
        "authors": "Lefere S, Dupont E, De Guchtenaere A, et al.",
        "doi": "10.1097/hep.0000000000001016",
        "id": "lefere-2025-pfib",
        "pmid": "39028885",
        "source": "Hepatology. 2025;81(4):1276-1287",
        "title": "Development and validation of pFIB scores for exclusion of significant liver fibrosis in pediatric MASLD"
      },
      "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": "pfib_c",
      "formula_expression": "x = -5.155 + 1.194*sex_boy + 1.636*hypertension + 0.019*alt_u_l + 0.633*weight_z_score + 0.079*homa_ir - 2.453*black_ethnicity; probability = exp(x)/(1+exp(x)); Lefere 2025 Table 2 logistic for significant (≥F2) fibrosis; sex_boy 1 if boy, 0 if girl (paper terms); black_ethnicity caller-assigned Black ethnicity; weight_z_score caller-assigned CDC/WHO weight Z; below_rule_out_cutoff iff probability < 0.226 (derivation-cohort high NPV); not pFIB-6",
      "homa_ir": 2,
      "hypertension": false,
      "probability": 0.022,
      "sex": "girl",
      "weight_z_score": 1,
      "x": -3.794
    }
  ],
  "path": "/api/calc/pfib_c"
}

Use with an agent

Discover. Agents find this listing with GET https://bazaar.saylorinnovations.com/discovery/search?query=…, the MCP tool search_resources, or /discovery/resources.
Inspect. Fetch /resources/38960.json for the price and payment options.
Pay. Call GET https://api.magentlab.com/api/calc/pfib_c. The provider answers 402 with its payment requirements. An x402 client signs one of the options below and retries with PAYMENT-SIGNATURE.
Execute. The provider returns 200 with the data. Agent Bazaar is not in the request path and never sees your payment.

For humans

You don't need an account or an API key; you need a wallet holding a small amount of USDC on Base, and an x402-capable client (see the examples below). Call the endpoint unpaid first to see exactly what it asks for.

Pricing & payment

Price: $0.005 / request
Protocol: x402 v2
Auth: No account or API key. Pay per request.
Networks: Base
Demand: 5 calls · 2 unique payers in 30d (public x402 Bazaar data)

x402 payment requirements

Scheme	Network	Asset	Amount	Pay to	Timeout
exact	Base eip155:8453	USDC	$0.005	0x836Be278f1739fB4308091cD1852F7971Bc19Ee2	600s

accepts[] (raw JSON)

[
  {
    "scheme": "exact",
    "network": "eip155:8453",
    "payTo": "0x836Be278f1739fB4308091cD1852F7971Bc19Ee2",
    "asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
    "amount": "5000",
    "amountUsd": 0.005,
    "maxTimeoutSeconds": 600
  }
]

Schemas

Output schema (JSON Schema)

{
  "properties": {
    "example": {
      "type": "object"
    },
    "type": {
      "type": "string"
    }
  },
  "required": [
    "type"
  ],
  "type": "object"
}

Example shape — generated from the schema, not a captured live response

{
  "example": {},
  "type": "string"
}

Examples

curl

curl "https://api.magentlab.com/api/calc/pfib_c"
# -> 402 Payment Required, accepts[] lists how to pay
# retry with a PAYMENT-SIGNATURE (or PAYMENT header) once paid

JavaScript

const res = await fetch("https://api.magentlab.com/api/calc/pfib_c");
if (res.status === 402) {
  const { accepts } = await res.json();
  // pay one of accepts[] via an x402 client, then retry with the payment header
}

Python

import httpx
res = httpx.get("https://api.magentlab.com/api/calc/pfib_c")
if res.status_code == 402:
    accepts = res.json()["accepts"]
    # pay one of accepts[] via an x402 client, then retry with the payment header

Details

Provider: api.magentlab.com
Endpoint: https://api.magentlab.com/api/calc/pfib_c
Machine-readable: /resources/38960.json