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Intelligence

Human-governed AI

AI produces drafts only. A person approves, edits or rejects, and that decision is the record.

AI enabled
Awaiting human review
2

Nothing auto-published

Approved with edits
2

Human authored final

Rejected
0

Discarded

Average confidence
86%

Self-reported by model

Guardrails: no clinical decision-making, no autonomous record writes, no billing submission. Drafts cite their sources, and the approving person is recorded as the author.

Review queue

Each draft shows model, confidence and the records it drew from

Incident SummaryINC-1042 — Fall with injuryaccessstar-doc-assist v2.4 · confidence 81% · Sep 13, 03:12

Sources: Incident INC-1042 · Witness statements (2) · Service event svc-1001

On approval this text is written into the official record INC-1042, attributed to the approver.

Approving records Dana Whitfield as author
Compliance ExplanationWhy are 8 completed services missing billing evidence?accessstar-ops-intel v1.9 · confidence 92% · Sep 14, 06:12

Sources: Rules engine BILL-06 · 8 service events · EVV exception log

This draft is advisory only — approving it records the decision without changing a service record.

Approving records Dana Whitfield as author

Generation history

KindSubjectModelConfidenceGeneratedReviewerDecision
Service Note DraftJohn Doe — Community Living Support, today 08:00–10:00accessstar-doc-assist v2.488%Sep 14, 07:48Sarah Johnsonedited approved
Incident SummaryINC-1042 — Fall with injuryaccessstar-doc-assist v2.481%Sep 13, 03:12pending
Record SummaryNaomi Clarke — 90-day record summaryaccessstar-doc-assist v2.476%Sep 12, 09:12Priya Ramanapproved
Compliance ExplanationWhy are 8 completed services missing billing evidence?accessstar-ops-intel v1.992%Sep 14, 06:12pending
Document ExtractionAuthorization letter AUTH-2026-44190accessstar-extract v1.395%Sep 11, 09:12Owen Kessleredited approved

AI governance audit

TimestampReviewerActionOutcomeReason
Sep 13, 03:12AI Assistant (governed)AI draft generated — pending human reviewdraftRequested by Renee Alvarez