Integrity and alignment audit

{
  "success": true,
  "status": "warnings",
  "summary": {
    "totalAnalyses": 42,
    "constraintViolations": 0,
    "openWarnings": 3,
    "signoffsPending": 1
  },
  "recentEvents": [
    {
      "eventId": "e1a2b3c4-0001-4abc-9def-000000000001",
      "modelKey": "neural_topology_v1",
      "eventType": "warning",
      "message": "Adjustment set does not include all required confounders identified by the SCM. Missing: ['age'].",
      "timestamp": "2026-04-03T09:14:22Z"
    },
    {
      "eventId": "e1a2b3c4-0001-4abc-9def-000000000002",
      "modelKey": "alignment_bias_scm",
      "eventType": "audit_pass",
      "message": "Intervention validated. Back-door criterion satisfied.",
      "timestamp": "2026-04-02T16:45:00Z"
    }
  ]
}

{
  "success": true,
  "status": "warnings",
  "summary": {
    "totalAnalyses": 42,
    "constraintViolations": 0,
    "openWarnings": 3,
    "signoffsPending": 1
  },
  "recentEvents": [
    {
      "eventId": "e1a2b3c4-0001-4abc-9def-000000000001",
      "modelKey": "neural_topology_v1",
      "eventType": "warning",
      "message": "Adjustment set does not include all required confounders identified by the SCM. Missing: ['age'].",
      "timestamp": "2026-04-03T09:14:22Z"
    },
    {
      "eventId": "e1a2b3c4-0001-4abc-9def-000000000002",
      "modelKey": "alignment_bias_scm",
      "eventType": "audit_pass",
      "message": "Intervention validated. Back-door criterion satisfied.",
      "timestamp": "2026-04-02T16:45:00Z"
    }
  ]
}

Wu-Weism enforces scientific integrity at the API layer. The integrity endpoints let you inspect how your causal reasoning is holding up against the constraints of your registered SCMs, submit formal signoffs to your institutional record, and pull audit reports that trace alignment over time.

All endpoints on this page require authentication. Include your session token in the Authorization header.

Get integrity dashboard

GET /api/scm/integrity/dashboard

Returns an aggregated integrity status for your account’s SCM usage. Use this to monitor whether your causal analyses are consistent with the structural constraints of your registered models — for example, whether your adjustment sets satisfy back-door criteria, or whether you have unresolved confounder warnings.

Response fields

boolean

required

true when the request succeeds.

string

required

Overall integrity status. One of "healthy", "warnings", or "violations".

object

required

Counts of integrity events.

Hide summary properties

number

Total number of causal analyses run in the current reporting period.

number

Number of analyses that violated one or more SCM structural constraints.

number

Number of unresolved integrity warnings (e.g., missing confounders, unvalidated adjustment sets).

number

Number of analyses that require a scientific integrity signoff but have not yet received one.

object[]

required

List of recent integrity events, most recent first.

Show event properties

string

UUID of the integrity event.

string

The SCM involved.

string

Type of event: "constraint_violation", "warning", "signoff", or "audit_pass".

string

Description of the event.

string

ISO 8601 timestamp.

Example

curl --request GET \
  --url https://wuweism.com/api/scm/integrity/dashboard \
  --header 'Authorization: Bearer <token>'

const response = await fetch('https://wuweism.com/api/scm/integrity/dashboard', {
  headers: { 'Authorization': 'Bearer <token>' },
});

const dashboard = await response.json();

import requests

response = requests.get(
    'https://wuweism.com/api/scm/integrity/dashboard',
    headers={'Authorization': 'Bearer <token>'},
)

dashboard = response.json()

{
  "success": true,
  "status": "warnings",
  "summary": {
    "totalAnalyses": 42,
    "constraintViolations": 0,
    "openWarnings": 3,
    "signoffsPending": 1
  },
  "recentEvents": [
    {
      "eventId": "e1a2b3c4-0001-4abc-9def-000000000001",
      "modelKey": "neural_topology_v1",
      "eventType": "warning",
      "message": "Adjustment set does not include all required confounders identified by the SCM. Missing: ['age'].",
      "timestamp": "2026-04-03T09:14:22Z"
    },
    {
      "eventId": "e1a2b3c4-0001-4abc-9def-000000000002",
      "modelKey": "alignment_bias_scm",
      "eventType": "audit_pass",
      "message": "Intervention validated. Back-door criterion satisfied.",
      "timestamp": "2026-04-02T16:45:00Z"
    }
  ]
}

Submit a scientific integrity signoff

POST /api/scm/integrity/signoff

Submit a formal scientific integrity signoff for a specific model version. Signoffs record that you have reviewed the causal assumptions and constraint compliance for an analysis and attest to its validity. Signoffs are appended to your account’s integrity ledger and are immutable.

Request body

string

required

The SCM you are signing off on.

string

required

The model version you are signing off on (e.g., "1.0.0").

string

Optional free-text note explaining the basis for your signoff. Recommended for institutional records.

Response fields

boolean

required

true when the signoff is recorded.

string

required

UUID of the created signoff record. Store this if you need to reference the signoff in downstream systems.

string

required

ISO 8601 timestamp at which the signoff was recorded.

Example

curl --request POST \
  --url https://wuweism.com/api/scm/integrity/signoff \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: application/json' \
  --data '{
    "modelKey": "neural_topology_v1",
    "version": "1.0.0",
    "signoffNote": "Reviewed back-door criterion compliance for cortisol → hippocampal_volume pathway. Adjustment set confirmed sufficient."
  }'

const response = await fetch('https://wuweism.com/api/scm/integrity/signoff', {
  method: 'POST',
  headers: {
    'Authorization': 'Bearer <token>',
    'Content-Type': 'application/json',
  },
  body: JSON.stringify({
    modelKey: 'neural_topology_v1',
    version: '1.0.0',
    signoffNote: 'Reviewed back-door criterion compliance for cortisol → hippocampal_volume pathway.',
  }),
});

const { signoffId } = await response.json();

import requests

response = requests.post(
    'https://wuweism.com/api/scm/integrity/signoff',
    headers={'Authorization': 'Bearer <token>'},
    json={
        'modelKey': 'neural_topology_v1',
        'version': '1.0.0',
        'signoffNote': 'Reviewed back-door criterion compliance.',
    },
)

signoff_id = response.json()['signoffId']

{
  "success": true,
  "signoffId": "sf-9a3e1b72-cc4d-4f1a-b802-d6e7f3a0c291",
  "timestamp": "2026-04-05T11:08:33Z"
}

{
  "success": false,
  "error": "Model version '2.0.0' does not exist for model 'neural_topology_v1'."
}

Get alignment audit reports

GET /api/scm/alignment-audit

Returns alignment audit reports for your account. Each report summarises how your causal reasoning over a given period held up against the structural constraints of your SCMs — including which constraints were satisfied, which were violated, and how reasoning drifted or improved over time. Alignment audit reports are generated automatically by Wu-Weism on a rolling basis as you use the platform.

Response fields

boolean

required

true when the request succeeds.

object[]

required

List of audit reports, most recent first.

Hide report properties

string

UUID of the audit report.

string

ISO 8601 timestamp for the start of the audited period.

string

ISO 8601 timestamp for the end of the audited period.

string[]

List of modelKey values audited in this report.

number

Aggregate alignment score for the period, from 0.0 (no alignment) to 1.0 (full constraint compliance).

object

Per-constraint compliance breakdown. Keys are constraint names; values are compliance rates (0.0–1.0).

string

Direction of alignment change versus the previous period: "improving", "stable", or "degrading".

string

ISO 8601 timestamp when the report was generated.

Example

curl --request GET \
  --url https://wuweism.com/api/scm/alignment-audit \
  --header 'Authorization: Bearer <token>'

const response = await fetch('https://wuweism.com/api/scm/alignment-audit', {
  headers: { 'Authorization': 'Bearer <token>' },
});

const { reports } = await response.json();

import requests

response = requests.get(
    'https://wuweism.com/api/scm/alignment-audit',
    headers={'Authorization': 'Bearer <token>'},
)

reports = response.json()['reports']

{
  "success": true,
  "reports": [
    {
      "reportId": "ar-4f2e9c10-bb3a-4d8e-a917-c1d0f2b3e456",
      "periodStart": "2026-03-01T00:00:00Z",
      "periodEnd": "2026-03-31T23:59:59Z",
      "modelsAudited": ["neural_topology_v1", "alignment_bias_scm"],
      "alignmentScore": 0.91,
      "constraintCompliance": {
        "back_door_criterion": 0.95,
        "acyclicity": 1.0,
        "no_unmeasured_confounding": 0.87
      },
      "drift": "improving",
      "generatedAt": "2026-04-01T02:00:00Z"
    },
    {
      "reportId": "ar-1a0b8d22-ff1c-4e9a-b055-a2c3d4e5f678",
      "periodStart": "2026-02-01T00:00:00Z",
      "periodEnd": "2026-02-28T23:59:59Z",
      "modelsAudited": ["neural_topology_v1"],
      "alignmentScore": 0.84,
      "constraintCompliance": {
        "back_door_criterion": 0.88,
        "acyclicity": 1.0,
        "no_unmeasured_confounding": 0.79
      },
      "drift": "stable",
      "generatedAt": "2026-03-01T02:00:00Z"
    }
  ]
}

Overview

Causal Chat

SCM

Claims & Synthesis

Integrity and alignment audit

Get integrity dashboard

Response fields

Example

Submit a scientific integrity signoff

Request body

Response fields

Example

Get alignment audit reports

Response fields

Example

​Get integrity dashboard

​Response fields

​Example

​Submit a scientific integrity signoff

​Request body

​Response fields

​Example

​Get alignment audit reports

​Response fields

​Example

Get integrity dashboard

Response fields

Example

Submit a scientific integrity signoff

Request body

Response fields

Example

Get alignment audit reports

Response fields

Example