Healthcare & Analytics

Harbor North Clinics — Recovery monitoring pipeline

A structured pipeline from wearable summaries into care-team review—reducing manual chart reconciliation while keeping clinicians in control of clinical decisions.

Illustrative scenario — company name and metrics are fictional. Interactive UI mock.

The Challenge

Recovery programs generated useful wearable signals, but those signals lived outside the systems nurses already used. Summaries were re-typed into notes, and trends were easy to miss until something escalated.

Compliance required clear attribution of who saw what, when—impossible when data lived in forwarded PDFs and screenshots.

Our Solution

We implemented a consent-aware ingestion path with de-identified cohort rollups for operations and patient-level views for authorized clinicians. Alerts were tuned to reduce noise and routed into existing task lists.

The emphasis was on reliability and auditability: if a clinician ignored a signal, that decision was captured as clearly as an escalation.

Key Results

41%
Less manual reconciliation
Nursing hours spent merging wearable exports into charts
Daily
Cohort refresh
Operational dashboards updated from batch weekly spreadsheets
100%
Review lineage
Signals tied to user, role, and time for audit sampling

Technologies Used

Data & governance

  • Consent and scope rules for device data ingestion
  • HL7/FHIR-friendly interfaces where applicable
  • Immutable audit log for viewed and escalated signals

Clinical operations

  • Threshold-based routing into nurse and therapist queues
  • Cohort analytics for program directors (volume, adherence, outliers)
  • Exports structured for quality reporting without copy-paste

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