Screen survey open-text responses for low-effort answers

Judges: One open-text response. Questions: choice:quality - [substantive,minimal,gibberish,off_topic,bot_like]. Action: Exclude from analysis; pay incentive only for substantive.

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.4.31

Key facts

Vertical
Cross-industry
Function
Research & education
Status
Idea
Volume
routine
Value
meaningful
Risk
moderate
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 “Screen survey open-text responses for low-effort answers”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

Cite this

Copy a link in your preferred format.