Individual skill

northstar-payer-ops-determination

Produces a structured JSON determination, disposition, summary, or correction packet for a Northstar Health Plan payer-operations work item. Use whenever a task asks for a UM-nurse prior-authorization determination, pharmacy coverage appeal and/or manufacturer-assistance intake disposition, payment-integrity claim repricing packet, peer-to-peer (P2P) final summary, or UM-finance margin-queue summary — i.e. any task that supplies a prompt plus a task_context.json and an answer_template.json and expects a single JSON object back from the shared Northstar payer-operations environment. Covers reaching the environment only over the network (SQL endpoint + bearer token + open business endpoints), reconciling conflicting evidence via the domain source-precedence rule, evaluating criteria, classifying evidence vs excluded records, and assembling the basis_audit trail.

experiments/claude_code_glm_5_2_max/reports/skills/task_group_014/fewshot/fewshot_attempt_01/SKILL.md

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Repository last updated
Oct 29, 2026
License
Apache-2.0

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# Northstar Payer-Ops Structured Determination

This skill turns a Northstar Health Plan payer-operations work item into one
correct JSON object that conforms to the supplied `answer_template.json`. It is
domain-generic: the same workflow covers prior-authorization determinations,
pharmacy appeals, claim repricing, peer-to-peer summaries, and finance margin
queues. Apply the process below; do not memorize or reuse values from any
specific prior case.

## What you receive

Each task stages three inputs (paths are relative to the task root):

- `input/prompt.txt` — the business request in plain language.
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