Judgment Capacity and Judgment Direction Need Different Evidence
This comparison separates two questions, not two proven universal harms. Applying Bainbridge’s November 1983 mechanism asks whether scientists acquire or retain the ability to explain, check and redirect unfamiliar AI-generated work. Applying Anthropic’s October 27, 2026 findings asks which defensible choices they make while working, and whether felt ownership reveals influence. An hour-long preference experiment cannot establish long-term capability loss. Conversely, success on an unaided skill test would not establish independence from an adviser’s priorities. A researcher could remain capable yet be steered, or lose practice without a particular choice being redirected. This working distinction helps choose measurements; it is not an exhaustive classification of AI effects.
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Scientific Oversight of AI-Assisted Research
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