externalize-expert-decision-tree-into-clinician-editable-rule TEC-0121 · proposedExternalize the expert decision tree into a clinician-editab
Restrict the LLM to extracting canonical symptoms and patient context from a clinician-curated vocabulary, and let a deterministic rule engine owned by clinicians make the emergency decision.
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Restrict the LLM to extracting canonical symptoms and patient context from a clinician-curated vocabulary, and let a deterministic rule engine owned by clinicians make the emergency decision. Filed by the drafting stage from Auditable Emergency Triage for Maternal and Newborn Care in India (2609.09356) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Stepwise ablation of four systems on 427 held-out queries with stratified bootstrap CIs; full decomposition matched the rules-in-prompt variant on recall and F1 (overlapping intervals) at 1.5x cost, plus deployment over 152,421 queries with 17.8% over-escalation and no reported rise in missed emergencies.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.