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
Source commit 5082a777379156a048881e94940d640702e5e09a
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- Matches the observed repository HEAD
- Yes
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- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Instructions only
- Last checked
- Nov 11, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 121
- Repository last updated
- Oct 29, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent Repository topic
- ai Repository topic
- benchmark Repository topic
- llm Repository topic
- self-evolving Repository topic
- self-learning Repository topic
- skills Repository topic
- finance Derived category
- operations Derived category
- data Derived category
- data-databases Derived category
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SKILL.mdcore · 8,376 bytesSKILL.mdcore · 8,376 bytesSKILL.mdcore · 8,376 bytesSKILL.mdcore · 8,376 bytesreferences/basis_audit_contract.mddoc · 6,096 bytesreferences/environment_workflow.mddoc · 6,378 bytes
Read excerpt
# 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.