ToolAssay

Compute binary Brier score and count-weighted ECE for up to 256 declared held-ou

Compute binary Brier score and count-weighted ECE for up to 256 declared held-out score/outcome pairs. Supports probability or percent scores, normalized to probabilities. Equal-width bins use exact rational boundaries: lower inclusive, upper exclusive, final bin includes 1. Empty bins report null means/gaps. No clinical validity claim.

Answeringour last check, 2026-10-11
1 of 1checks answered this week
705 msmedian answer time
$0.047listed price per call
$0.047price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://www.mahastrategies.com/api/v1/micro/confidence-calibration-report

CategoryEverything else
Provider hostwww.mahastrategies.com
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days1 from 1 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-10-11 valid payment request 402$0.047 705 ms

Example input (from the provider)

{
  "body": {
    "binCount": 2,
    "dataClass": "synthetic",
    "evaluationSplit": "declared-held-out-offline",
    "pairs": [
      {
        "outcome": 0,
        "score": "0"
      },
      {
        "outcome": 1,
        "score": "0.5"
      },
      {
        "outcome": 1,
        "score": "1"
      }
    ],
    "scoreUnits": "probability"
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "binCount": {
              "maximum": 20,
              "minimum": 2,
              "type": "integer"
            },
            "dataClass": {
              "enum": [
                "public",
                "synthetic"
              ],
              "type": "string"
            },
            "evaluationSplit": {
              "enum": [
                "declared-held-out-offline"
              ],
              "type": "string"
            },
            "pairs": {
              "maxItems": 256,
              "minItems": 1,
              "type": "array"
            },
            "scoreUnits": {
              "enum": [
                "probability",
                "percent"
              ],
              "type": "string"
            }
          },
          "required": [
            "dataClass",
            "pairs",
            "scoreUnits",
            "binCount",
            "evaluationSplit"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "additionalProperties": false,
          "properties": {
            "amountBaseUnits": {
              "enum": [
                "47000"
              ],
              "type": "string"
            },
            "boundaries": {
              "maxItems": 128,
              "minItems": 0,
              "type": "array"
            },
            "inputDigest": {
              "maxLength": 71,
              "type": "string"
            },
            "offerId": {
              "enum": [
                "confidence-calibration-report"
              ],
              "type": "string"
            },
            "receiptDigest": {
              "maxLength": 71,
              "type": "string"
            },
            "result": {
              "type": "object"
            },
            "version": {
              "enum": [
                "maha-microproducts/0.1"
              ],
              "type": "string"
            }
          },
          "required": [
            "version",
            "offerId",
            "amountBaseUnits",
            "inputDigest",
            "result",
            "boundaries",
            "receiptDigest"
          ],
          "type": "object"
        },
        "type": {
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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