Modules that are both genuinely useful for this case and rated trustworthy as-is by the author's own five-tag maturity framework (maturity 4–5).
Maturity scale:
- 5 — High maturity: reasons over given/known material, trustworthy as-is
- 4 — Reliable output, but bypasses the learner's own reasoning
| Module | Maturity | Why it's trustworthy |
|---|---|---|
| 5 — Real-Time Case Review & Data Audit | 5 | No external data implied — pure reasoning over the case text you gave it. Caught the BP anomaly, CAD contradiction, drug-name mix-up. |
| 29 — The Iatrogenic Domino Effect | 5 | Reasoning over given case only. Directly maps to the diuretic → hepatorenal cascade thread. |
| 23 — Counterfactual Analysis | 5 | Sound as-is if labeled hypothetical (author's own condition). Good for "what if SAAG was checked Day 1." |
| 12 — Differential Diagnosis Deepdive | 4 | Reliable output, but bypasses the learner's own reasoning — treat as a checked answer key, not proof of independent reasoning. |
| 50 — Diagnostic Reasoning Map | 4 | Same caveat — reliable synthesis, AI did the reasoning walk, not the learner. |
| 28 — Diagnostic Time-Out | 4 | Reliable; maps to the Day 3 non-response moment. Bypasses learner's own stop-and-reassess. |
| 37 — Red Herring / Signal-to-Noise Drill | 4 | Reliable; useful for the CAD label and GRBS swings. |
| 17 — Semantic Qualifiers & Problem Representation | 4 | Reliable; sharpens the "fever under evaluation" framing weakness. |
| 18 — Causal vs. Probabilistic Reasoning | 4 | Reliable; separates causal (furosemide→HRS) from correlational claims. |
Bottom line
- Run first (closest to a real finding, not just a hypothesis): Modules 5, 29, 23
- Trustworthy but reasoning-substitutes (treat as an answer key, not proof of independent reasoning): Modules 12, 50, 28, 37, 17, 18
Source for maturity scores and use-tags: VibeRounds — Right-Sized Rigor: Module Maturity & Scope for Improvement, Dr. Avinash Kumar Gupta.
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