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Probabilistic analysis

Use an AI detector as a signal, never as a verdict.

The AI check highlights sentences whose statistical patterns resemble machine-generated writing. It cannot prove who wrote a passage, and it can produce false positives.

How to read it

A probability-like score is not authorship evidence

Detectors infer patterns from text. They do not observe the writing process, prompts, drafts or revision history.

Look at passages

Inspect the sentence and its neighbours. A single highlighted sentence rarely supports a meaningful conclusion.

Look at the process

Drafts, notes, version history, sources and an explanation from the writer are stronger contextual evidence.

Expect errors

Formal, repetitive, translated or heavily edited prose may be flagged even when a person wrote it.

For students

If your own writing is flagged

Do not start adding mistakes or awkward wording to “beat” a detector. Preserve evidence of your writing process and check your institution’s AI policy.

Build a credible record

  • Keep outlines, notes and source excerpts.
  • Retain document version history where possible.
  • Record which tools were used and for what purpose.
  • Be ready to explain a paragraph’s argument and sources.
  • Ask for a human review if a score is treated as proof.
For reviewers

A fair escalation path

Pause

Do not infer misconduct from the score alone.

Compare

Check other work from the same writer and the assignment context.

Ask

Invite the writer to explain sources, choices and revision history.

Apply policy

Use the institution’s published process and allow review or appeal.

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