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Audit Trail · Article #2413565

Where are Nova Scotia's new doctors coming from? A look into recruitment of family physicians to the province

Source article ↗ · SaltWire Network · outlet lean: center · owner: Postmedia (ex-SaltWire, 2024) (corporate)
published 2026-10-26T11:08:41 · ingested 2026-10-26T07:22:22.069796
Bias Analysis · B.I.A.S.
CENTER-LEFT score: -0.20 confidence: 80% vv3
The article focuses on a positive development in doctor recruitment but implies a potential issue with the shortage of family physicians, which could be seen as biased towards highlighting areas for improvement.
Trigger phrases: Where are Nova Scotia's new doctors coming from?best year in terms of doctor recruitment
computed at 2026-10-26T07:22:22.069796
ML Bias Signal · DistilBERT Zero-Shot (v2)
RIGHT score: 0.245 confidence: 35% valhalla/distilbart-mnli-12-3
computed at 2026-10-26T07:31:17.437212-04:00
Ensemble (heuristic + ML v2)
CENTER score: 0.245
Analysis Tier
Tier: quick_v1+full
Tier-1 at: 2026-10-26T07:30:18.430145
Tier-2 at: 2026-10-31T01:54:55.499948
AI analyzed: ✓ at 2026-10-26T07:30:18.430145
Geographic Extraction · L.O.C.A.L.
Country: CA
Province: NS
Scope: provincial
Fact-Check Claims · V.E.R.I.F.Y. (3)
true Nova Scotia saw its best year in terms of doctor recruitment this year, with 278 new doctors beginning to practice in the province.
The claim is supported by factual data provided.
T.A.L.O.N. · 2026-10-31T01:54:55.499948
true It’s an increase of 10 per cent from last year.
The percentage increase is a straightforward calculation based on the given numbers.
T.A.L.O.N. · 2026-10-31T01:54:55.499948
unverified Out of that total, 111 are new family physicians while the 167 remaining are specialist physicians.
T.A.L.O.N. · 2026-10-31T01:54:55.499948
Cross-Outlet Cluster · I.N.K.
Where are Nova Scotia's new doctors coming from? A look into recruitment of family physicians to the province 1 article across outlets
clustered at 2026-10-26T07:22:22.078550
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)
  1. 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": 13771
}
  2. bias_v2_scored
    payload 
    {
  "confidence": 0.35,
  "ensemble_band": "center",
  "ensemble_score": 0.245,
  "label": "right",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.245
}
Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.