base rate:
Cabinet-level departures in any 18-day window: ~1-3% base rate. Trump admin first-term had higher turnover (~40%/year across all cabinet positions), suggesting maybe 2-4% for any specific 18-day window for a given official.
evidence updates:
The Axios report of Trump nearly firing Gabbard is the single most important piece of evidence, pushing probability UP significantly from the 2-3% base rate to ~10-12%. The White House confidence statement and lack of imminent triggers partially offset this. The unknown underlying cause of the near-firing creates meaningful uncertainty.
combination method:
Conditional: small probability she already left (3%) plus probability she leaves in next 18 days given she's still serving (~12%). Total ~14%.
final:
Gabbard is almost certainly still serving, but the near-firing report from Axios represents a genuine elevated risk above the base rate. Trump's pattern of eventually acting on firing impulses, combined with the short but non-trivial 18-day window and unknown underlying friction, justifies a probability of ~14%. This is well above the base rate but still reflects that most cabinet members who survive a near-firing episode don't depart within 18 days.
ensemble:
{'ensemble_count': 3, 'perspectives': {'base_rate': {'p_yes': 0.14, 'confidence': 0.45}, 'evidence_driven': {'p_yes': 0.14, 'confidence': 0.45}, 'contrarian': {'p_yes': 0.14, 'confidence': 0.45}}, 'spread': 0.0, 'individual_p_yes': {'base_rate': 0.14, 'evidence_driven': 0.14, 'contrarian': 0.14}}