Raw LLM Responses

Inspect the exact model output for any coded comment.

Comment
Yes, students can now use AI to generate essays without deeply reading books, but the real issue is not AI itself — it is whether universities are building strong ethical, intellectual, and practical frameworks around it. AI and machine learning can become far more dynamic than static textbooks when designed with reliable data, strong systems, and continuous improvement. But AI cannot replace human judgement, critical thinking, creativity, emotional understanding, or wisdom. What is deeply worrying is the growing gap between powerful AI capability and poor-quality AI implementation — including weak AI-driven recruitment, aggressive behavioural targeting, and low-quality Account-Based Marketing in higher education itself. If even world-leading universities increasingly depend on commercial AI engagement while struggling to protect deep learning cultures, it raises painful questions about financial pressure, institutional priorities, and the future identity of UK higher education.
LinkedIn General AI Discourse PhD Economics | FinTech, Sustainable Finance & … 2026-05-25T05:1…
Coding Result
DimensionValue
Primary valuehuman_autonomy
Secondary valuebeneficence
Alignment targetsociety
Stancecritical
Emotionfear
Value justificationThe comment emphasizes that AI cannot replace human judgement, critical thinking, creativity, emotional understanding, or wisdom, highlighting the importance of human autonomy in education.
Target justificationThe comment discusses the impact of AI on universities and the future of higher education in the UK, indicating that the target of alignment is society as a whole.
Coded at2026-06-11T08:05:29Z
Raw LLM Response
``` { "value_primary": "human_autonomy", "value_secondary": "beneficence", "target": "society", "stance": "critical", "emotion": "fear", "value_justification": "The comment emphasizes that AI cannot replace human judgement, critical thinking, creativity, emotional understanding, or wisdom, highlighting the importance of human autonomy in education.", "target_justification": "The comment discusses the impact of AI on universities and the future of higher education in the UK, indicating that the target of alignment is society as a whole." } ```