Lab notebook entry deviation detector

Judges: one notebook entry vs. its SOP step text. Questions: noul:deviates - does the entry describe departing from SOP?; choice:kind - reagent|timing|temperature|equipment|other|none. Action: Auto-create deviation log entries; summarize by count.

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.4.61

Key facts

Vertical
Research & science
Function
Research & education
Status
Idea
Volume
routine
Value
major
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 “Lab notebook entry deviation detector”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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