Step-by-step reclassification flow
1 · Review item → 2 · Add assessment → 3 · Correction logged
Design decision: the "Add assessment" button only appears on items below 60% confidence — not on all items. This avoids overwhelming analysts with edit affordances on every card.
Negative
Regional bank exposure to CRE raises concerns
Barron's · 6h ago
Confidence
54%
Low confidence · flagged for review
What sentiment does this article signal?
Select a sentiment before submitting
Why is the model classification off? (select all that apply)
Ambiguous language Contradictory signals Domain knowledge needed Source credibility issue Sarcasm / irony Sector-specific context
Optional note (helps model training)
Assessment logged. This correction will be reviewed for model retraining. Training queue
Design decision: the original model classification stays visible alongside the analyst override — shown as "AI: Negative · Analyst: [choice]" — so the system learns from the delta. Overwriting the original would lose a valuable training signal.