Dashboard › institutional-transition-lab › LLM adjudication provenance
01a08355-1fa3-7b77-a200-f4c4e4443b87Always label LLM-assisted governance review with exact reviewer and assistance provenance; never call it “human adjudication.” Chose explicit llm or human_llm_assisted reviewer types over informal human labels because scientific reproducibility depends on disclosing model involvement. Gemini 3.7 Flash is event-triage-only and must never adjudicate or assist canonical adjudication.