Provenance record

ClinGuard: a governance framework for reliable, transparent, and auditable clinical coordination

arXiv cs.CY (Computers and Society) (tier 1, academic) 2026-10-23T04:00:00.000Z Original ↗

Source note: Preprints on societal impact.

Discourse valence

+50

Favourable

confidence 80% · 1 item

-100

-50

+50

+100

+50

Adverse readingFavourable reading

Single-model reading. This item did not meet the threshold for a multi-model panel.

Evaluation and measurement Governance and regulation Medicine and health

Excerpt as ingested

arXiv:2610.31354v1 Announce Type: new Abstract: ClinGuard is a model-agnostic governance framework that treats clinical coordination as patient-scoped, policy-bound transactions rather than free text. An independent sentinel layer validates and governs agent-proposed actions, escalates when needed, and executes approved actions through limited-privilege connectors. Each transaction is linked to a tamper-evident audit record, while an outcomes monitor informs future autonomy decisions. Using MIMIC-IV-FHIR and skilled-nursing-facility placement, we distinguish retrospective demonstration from proposed prospective evaluation in this work.

Every model that read this

Model	Provider	Stage	Score	Conf.	Latency	Prompt	When
Llama 3.3 70B	Meta	analysis	+50	80%	3731ms	v1.0.0 / m1.0.1	2026-10-23 05:42

Llama 3.3 70B · reading

ClinGuard framework improves clinical coordination transparency and reliability.

evidence: speculative horizon: n/a

Evidence extracted

ClinGuard treats clinical coordination as patient-scoped transactions

The chain

SOURCE     arXiv cs.CY (Computers and Society) (tier 1)
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DOCUMENT   212d7345-18c6-4cc4-bfcc-b0a6db957521
           https://arxiv.org/abs/2610.31354
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EVIDENCE   1 extracted excerpt
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MODEL RUN  1 run, methodology 1.0.1
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SCORE      +50  (Favourable)
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CONFIDENCE 80%