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Aggregate audit JSONLs across reviewed records and surface fields where override rates have shifted recently. Use to detect when a chart-review-guideline criterion is becoming systematically wrong and may need a guideline update.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/yuhangjiang22/chart-review-platform --skill drift-detection命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
Asthma adherence task. Activates when extracting structured guideline-concordance signals from an asthma patient's chart — tier 0 (eligibility), tier 1 (control assessment: ACT score, exacerbation history, controller use), tier 2 (management: step therapy, spirometry follow-up, written action plan). Use this skill when task_kind=adherence and the task_id is asthma-adherence. The pipeline-extract-adherence package reads the references/questions/*.yaml + references/rules/*.yaml in this bundle to build the tier prompts and concordance verdicts.
LCN compensated-cirrhosis phenotype (Tapper 2025). From a patient's clinical notes and EHR structured data, extract the evidence that decides (Step 1) whether cirrhosis is established — recent biopsy alone, or >=2 of: imaging, liver stiffness, varices, FIB-4/platelets, old biopsy — and (Step 2) whether the patient was COMPENSATED at the index date (no decompensation within 365 days, MELD-Na <15, CTP A, no TIPS/BRTO/shunt). Evidence-cited; the Step-1 count, both step verdicts, and the final phenotype are computed. Triggers on: cirrhosis, compensated, decompensation, ascites, hepatic encephalopathy, variceal bleed, MELD, Child-Pugh, FIB-4, VCTE, FibroScan, TIPS.
Run the Playwright smoke suite against the Studio UI to catch regressions in the session workflow, phase gates, sidebar consistency, and cohort/agent rendering. Use after any UI change to client/src/ui/Workspace/ or before declaring a frontend task complete. Triggers: "run UI smoke tests", "verify the UI", "check the session workflow", "did I break the sidebar", "before I push", "smoke test the workspace".
基于 SOC 职业分类
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| name | drift-detection |
| description | Aggregate audit JSONLs across reviewed records and surface fields where override rates have shifted recently. Use to detect when a chart-review-guideline criterion is becoming systematically wrong and may need a guideline update. |
Detects when a criterion's override rate is shifting outside its historical baseline.
Implemented as app/server/drift-detector.ts. Runs on demand (POST endpoint) and as a continuous monitor for field-level overrides over rolling windows.
Out of scope for batch E.0.