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04 · RESPONSIBLE RESEARCH

Use AI thoughtfully.
Keep research human.

AI can support the work, but researchers remain responsible for the question, evidence, interpretation, ethics and final claims.

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01

LIMITATIONS

Errors and hallucinations

Recognise fabricated citations, false confidence and missing evidence.

02

BIAS

Whose knowledge is missing?

Examine language, geographic, publication, historical and disciplinary bias.

03

SAFETY

Privacy and integrity

Protect sensitive data, intellectual property, authorship and transparent disclosure.

04

HUMAN RESPONSIBILITY

What AI cannot own

Scientific judgement, ethical responsibility, original contribution and accountability remain human.

AUDIENCE-LED CONCLUSION

What matters most in the AI era?

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