Medical Education

Journey (low-friction flow)

Student check-in (journals, OSCE reflections, feedback forms)
    → Burnout scoring (exhaustion, depersonalization, accomplishment)
    → Signal quality gates (length, language, de-id)
    → Curriculum assist (micro-adjustments and coaching prompts)
    → Faculty view (risk trend + blockers)
    → Follow-up pulse (3–5 sentence check, weekly)

What we monitor

• Emotional tone: exhaustion, cynicism, detachment toward patients or peers.
• Cognitive load: overwhelm during clinical rotations or exam blocks.
• Purpose drift: loss of meaning, stalled growth in specialty interests.
• Safety: self-harm or acute distress → escalate via your protocol.

Interventions we return

• Micro-adjustments: shorten rotation blocks, swap high-intensity shifts, add recovery days.
• Curriculum nudges: case sets that reinforce confidence gaps; targeted skills refreshers.
• Coaching prompts: short reflection questions to unpack stressors.
• Routing: surface to faculty advisor with concise rationale and trend direction.

Data entry patterns that work

• ~50–120 words from: rotation journals, simulated patient notes, debrief forms, peer feedback.
• Keep identifiers out unless contractually cleared; de-identify locations and names.

Example request

curl -X POST https://api.stageonego.com/v1/detect \
  -H "Authorization: Bearer $STAGEONEGO_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Third week of night float. Hard to stay present with patients, feel numb."
  }'

Example response (trimmed)

{
  "data": {
    "burnout_intensity": {
      "score": 0.62,
      "risk_level": "red",
      "trend": "rising"
    },
    "symptoms": ["emotional_exhaustion", "depersonalization", "sleep_debt"],
    "incoming_blockers": ["excessive_workload", "sleep_deprivation"]
  },
  "meta": {
    "request_id": "req_meded_123",
    "timestamp": "2024-01-15T10:35:00Z"
  }
}

Ops safeguards

• Not diagnostic; decision support only. Keep a human in the loop.
• Log events without storing raw text unless explicitly enabled.
• Redact PHI by default; enable PHI only under a BAA.