| # Ethics and AI-assistance disclosure |
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| This systems study uses locally stored open-weight model artifacts, |
| project-authored routing suites, and machine-generated outputs. It |
| collects no human-subject data, private conversations, personal data, or |
| crowd-worker judgments. Route classification is a transparent rule-based |
| detector; no human or LLM judge is used for the primary endpoint. |
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| Claude Code (an Anthropic coding agent, model Fable 5) assisted with |
| experimental scripting and execution, data processing, statistical |
| analysis, literature retrieval, manuscript language preparation, and |
| dissemination preparation. AI systems are not authors and cannot accept |
| scholarly accountability. The human author, Taiko Toeda, is responsible |
| for the research design, the measurements accepted for publication, |
| interpretation, citations, claims, final text, and the publication |
| decision. |
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| No affiliation with Google, NVIDIA, or the Ollama project is asserted. No |
| external sponsorship or model-vendor funding was identified in this local |
| study record. |
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