Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2610.22948.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

The 9A Framework for Human-AI Collaborative Science (HACS) organizes collaboration into three layers: organization (Activity, Actor, Authority), coordination (Awareness, Accountability, Adaptability), and evaluation (Achievement, Attribution, Assurance), framing HACS as a system-design problem with a basis for comparing workflow effectiveness empirically.

Provides a structured lens for designing and empirically comparing human-AI scientific workflows across organizational, coordination, and evaluation dimensions.

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