Is this usability-test moment a struggle

Judges: One think-aloud utterance with task step. Questions: choice:signal - [confusion,hesitation,error,satisfaction,none]. Action: Mark timeline; count struggle moments per screen.

AA clean typed decision (yes/no, a pick from a list, or a level on a scale) that is concrete, repeats routinely, and has meaningful value.3.50

Key facts

Vertical
Cross-industry
Function
Research & education
Status
Idea
Volume
routine
Value
meaningful
Risk
low
Evidence
—
Flags
None

Build this with a classifier

Define a typed decision with a bounded answer, then evaluate it on examples.

{
  "decision_type": "choice",
  "question": "Does this input match the decision in “Is this usability-test moment a struggle”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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