Human-aware robot behaviour for shared laboratory equipment

Evidence & verification

Source level

Peer-reviewed source
Grounded in a peer-reviewed publication. This describes the source; it does not mean the reported results have been independently reproduced.

Outcome verification

Not empirically evaluated here
A documented resource or intended workflow, not a demonstrated academic outcome. No empirical benefit is established by its inclusion.

Sources checked

2026-10-17 (UTC)

Actual primary reading scope and publication-class support are recorded separately in citations.json and entry-audit.json. No human editorial review is claimed.

Source-checked does not mean independently reproduced. See the Method page for how these labels are assigned.

Sources (2)

Research applicability

Editorial mapping: a component-level approach to researcher/robot coordination around shared scientific instruments, not evidence of a fully autonomous or safety-certified laboratory.

Getting started

Editorial, untested: inspect the full methods and failure cases, model the shared-equipment interaction without hazardous materials, and validate perception and human-interaction handling before any robot operation.

Maintenance

Access date does not establish operational maintenance, software compatibility or continued hosting.

License

Article, data and software reuse permissions require separate checks; no blanket licence or redistribution claim.

Workflow & human oversight

Resource-level workflow automation intentionally unspecified. A reusable component/process reference is not a measured autonomous workflow; researcher oversight remains necessary.

Workflow level is not an evidence score; higher is not better evidence.

Approach

The abstract describes a hierarchical human-intention prediction model distinguishing preparatory waiting from transient instrument access. The intended use is proactive human-robot coordination; operational efficiency and safety gains are not established here.

Limitations

Abstract-only for the promoted method, plus a selected ACM conclusion excerpt and official publication/program/policy metadata. The ACM extraction was additionally inspected and cautions that broader implementation and workflow-efficiency evaluation remain future work; no quantitative accuracy is promoted. No controller execution, safety validation, user study or experimental reproduction was performed. Peer-reviewed means a published HRI Late-Breaking Report, not a full-length HRI paper or independently validated deployment.

Reproducibility

No installation, code execution, laboratory experiment or independent outcome reproduction. Source checking is not replication.

Adoption requirements

Editorial, untested: adaptation would require compatible mobile-robot sensing/control and laboratory orchestration, explicit human-interaction procedures and independent safety assessment. Do not treat predicted intent as consent or as a replacement for physical safety controls. Exact hardware and model setup are not prescribed by the inspected abstract.

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