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Artificial Intelligence — CBSE Class 10 board question

Q1. [1]
In a fire alarm system, if the model predicts "Fire Present" when there is actually no fire, this is classified as :
  1. (A) True Positive (TP)
  2. (B) True Negative (TN)
  3. (C) False Positive (FP)
  4. (D) False Negative (FN)
Previously asked in CBSE board exam
2026 104 Q4 (i)
Generated by claude-sonnet-4-6 · 2026-06-21 03:19 · grounding rag
Model Answer

(C) False Positive (FP)

When the model predicts "Fire Present" (positive) but there is actually no fire (negative), it is a False Positive — wrongly predicting the negative class as positive.

Explanation

FP = model says "yes" but actual answer is "no." Remember: the first word (False) tells correctness, the second word (Positive) tells what the model predicted. Examiners expect the correct option plus a one-line justification.

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