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Message detail & explainability

Every classification is logged with the evidence behind it (§4.4)

Spam · quarantined sha256:7c41af9e2b…b209

"WINNER!! As a valued customer you have been selected to receive a £900 prize reward! To claim call 09061701461. Code KL341."

From PRZ-WIN · received Jun 8, 2026 at 14:37:02 · routed to quarantine

98.4%

model confidence

Classified as spam because

Top contributing TF‑IDF terms, ranked by weight in the Decision Tree's decision path

"WINNER"weight 0.42
"CLAIM"weight 0.38
"PRIZE"weight 0.31

Sentiment signal (SentiWordNet)

Score +0.81 — matches the bimodal urgency/reward pattern typical of spam (corpus avg. +0.17)

Audit trail

Logged per FR2 — message hash, label, confidence, timestamp; no raw text persisted (FR10)

  1. Received via SMS gateway

    14:37:02.011 · sender PRZ-WIN

  2. Preprocessed

    14:37:02.014 · lowercase → punctuation removed → stop words removed → tokenised (+3ms)

  3. TF‑IDF vectorised

    14:37:02.026 · mapped to 5,572-document feature matrix (+12ms)

  4. Scored by Decision Tree v2.4

    14:37:02.054 · label spam, confidence 98.4% (+28ms)

  5. Routed to quarantine

    14:37:02.071 · held for 30 days, recipient not notified (+17ms)

  6. Logged to audit trail

    14:37:02.079 · hash, label, confidence, timestamp recorded · total latency 68ms

Review actions

An override is logged as an analyst correction and queued for the next retraining run.

Message metadata

Sender ID
PRZ-WIN
Channel
SMS · enterprise gateway
Model version
decision-tree-v2.4
Total latency
68ms (P99 target <100ms)
Stored content
Hash only — GDPR/CCPA
Retention
29 days remaining
View in quarantine queue