Healthcare human handoff with Jev
Inboxes mix scheduling, benefits, records, and language that your protocol treats as urgent. Jev can route administrative text you already collected. It is not a medical device, not a diagnosis engine, and not a substitute for a licensed clinician.
This unofficial page is the human handoff slice of the healthcare operations routing pack. Intent: apply the Jev (TypeSafe System One) decision model to healthcare operations routing human handoff. Primary search language: Healthcare Jev human handoff. Confirm patterns on docs.typesafe.ai. This site does not sell, issue, or proxy TypeSafe keys. Use a credential you already have from the console or a documented gateway.
Independent angle (cover ≠ clone): Admin-queue routing against your protocol excerpt — explicit non-device / non-diagnosis limits. Not a clone of a clinical-protocol product page.
Healthcare use-case context
Handoff is a first-class outcome for healthcare operations routing, not a failure of Jev. When the inbox router cannot auto-act, a human sees a packed patient or staff message (admin text) — not a chat transcript. We do not ask Jev to write the reviewer essay.
Hub: Use cases. Compare, when the other tool is the real job: healthcare protocols.
Human Handoff inputs
Humans should see what the model saw (filtered), not the warehouse dump you correctly refused to POST:
{
"message": { "id": "inb-19", "text": "Need to move Thursday labs; also dizzy since last night." },
"protocol": { "urgent_admin": "Chest pain, trouble breathing, or sudden neuro language → nurse_oncall queue." },
"context": { "site": "clinic-a", "channel": "patient_portal" }
}Decision signals and actions
| Signal | Typical reason enum (you name it) |
|---|---|
| urgent_match above τ | nurse_oncall |
| queue.confidence low or other | human_triage |
| completeness low | missing_info |
| Any clinical-content lint hit | do_not_call_jev |
These are application outcomes next to HTTP 200, not invented TypeSafe status codes.
Send the reviewer:
- message.id + filtered text
- protocol version
- answers + probabilities
- Which queue already opened
- Confirmation that no auto-reassurance was sent
Do not treat a Noul of 0.5 as a “medium” healthcare operations routing score — it means yes and no are equally likely. Conjunctions stay in your code.
Guardrails and escalation
Do not page humans on a single Score unless your conjunction says so. Pair with confidence thresholds. TypeSafe’s confidence-gated examples use a lower bar for recoverable reads than for irreversible actions. Those numbers are illustrations. For healthcare operations routing, treat auto_close_message as the high bar (closing a patient message or giving medical reassurance). Tune on labels — see offline evaluation.
Evaluation and rollout notes
Write the gold label back into the offline set. That is how floors move. Pin jev-1.13.0 (the versioned id) after you fit thresholds. jev-latest and the marketing line jev-1.13 can move. Log the response model. TypeSafe’s published list price for jev-1.13 is $0.042 per million input tokens (vendor claim — confirm on the models page); output tokens are free on that same page. Unused distractors still bill as input.
Official Python and JavaScript SDKs read TYPESAFE_API_KEY and retry documented 429/529. This site does not sell, issue, or proxy TypeSafe keys. Use a credential you already have from the console or a documented gateway.
Pack map
| Slice | Page |
|---|---|
| Graph and primitives | decision workflow |
What may enter state |
input contracts |
| What to gather first | evidence collection |
| Atomic rules | policy checks |
| Act / review / abstain | confidence thresholds |
| Reviewer payload | you are here |
| What to persist | audit trail |
| How it breaks | failure modes |
| Labeled replay | evaluation |
| Shadow → canary | production rollout |
FAQ
Is handoff a Jev failure? No. It is a first-class outcome. Abstention is “no auto action”; handoff is the queue you send that case to (glossary).
Should Jev draft the reviewer note? No. Send structured answers. Generation is the wrong job.
Where is the rest of the Healthcare pack? Start with Healthcare confidence thresholds and Healthcare audit trail. Cluster hub: Use cases.
Is this a medical device or diagnostic product? No. This unofficial page is operations routing. Confirm any regulated use with your own counsel and docs.typesafe.ai.
Can we send imaging? No. State is text. Vision stacks stay elsewhere; pass labels only if a question names them.
What this page does not claim
- Not a medical device, diagnosis, or treatment recommendation.
- No sensitivity/specificity numbers.
- Not official TypeSafe.
- Official TypeSafe status, or that jev.pro issues API keys.
- That a schema-constrained answer is automatically factually correct.
Disclaimer
This is an independent unofficial site and is not affiliated with TypeSafe AI; official documentation is available at https://docs.typesafe.ai.
Primary documentation: https://docs.typesafe.ai. Hub: Use cases.
Sources
Public TypeSafe or adjacent documentation only. No private claims.