Audit Trail · Article #2454399

Your daily horoscope: October 31, 2026

Source article ↗ · The Globe and Mail · outlet lean: center · owner: Globe and Mail Inc. (Woodbridge) (corporate)

published 2026-10-31T04:01:00 · ingested 2026-10-31T00:29:38.561753

Bias Analysis · B.I.A.S.

CENTER score: 0.20 vv3

The horoscope content is written in a positive and motivational tone, which can be seen as slightly biased towards optimism.

Trigger phrases: you will have to work for ittougher than the restsmile and have fun

      computed at 2026-10-31T00:29:38.561753
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 45% valhalla/distilbart-mnli-12-3

      computed at 2026-10-31T00:48:19.118394-04:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-31T00:46:43.017395

Tier-2 at: 2026-10-31T01:03:12.257198

AI analyzed: ✗

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (3)

unverified You can get anything and everything you desire over the coming year but you will have to work for it.

These horoscopes are subjective and based on astrological beliefs, making them unverifiable.

        C.O.N.D.U.I.T. · 2026-10-31T01:03:12.257198
      

unverified Someone you think of as a rival, maybe even an enemy, will extend the hand of friendship this weekend.

Predictions about relationships are subjective and based on personal experiences, making them unverifiable.

        C.O.N.D.U.I.T. · 2026-10-31T01:03:12.257198
      

mixed Don’t let your suspicions about what a colleague has been up to turn you against working with them.

While it advises against negativity, it also implies that suspicion might be justified in some cases.

        C.O.N.D.U.I.T. · 2026-10-31T01:03:12.257198
      

Cross-Outlet Cluster · I.N.K.

Your daily horoscope: October 31, 2026 1 article across outlets

      clustered at 2026-10-31T00:29:38.576810
    

Governance — C.R.E.E.D.

A+

overall grade

100.0

By Category

Accountability {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Environmental {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Fairness {'events': 3, 'grade': 'A+', 'note': 'below minimum volume (3 events; minimum 100 for a non-provisional score)', 'provisional': True, 'score': 100.0}

Privacy {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Safety {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Transparency {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Ethics audit by C.R.E.E.D. Institute · 3 events tracked

Raw Audit Trail (2 events)

2026-10-31T00:29:38.561753 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 NO SIGNAL DETECTED (not a centrist finding)",
    "score": 0.0,
    "signal_detected": false
  },
  "source_id": 488
}

2026-10-31T00:48:19.118394 bias_v2_scored

payload

{
  "confidence": 0.446,
  "ensemble_band": "center",
  "ensemble_score": 0.0,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.