# Scientific Problem Selection Reference Materials

> Sub-skill of scientific-problem-selection: Reference Materials.

- Skill: `vamseeachanta/scientific-problem-selection-reference-materials` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/scientific-problem-selection-reference-materials`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/scientific-problem-selection-reference-materials/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Research & Search
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/scientific-problem-selection-reference-materials

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# Reference Materials

## Reference Materials


Detailed skill documentation is available in the `references/` folder:

| File | Content | Search Patterns |
|------|---------|-----------------|
| `01-intuition-pumps.md` | Generate research ideas | `Intuition Pump #`, `Trap #`, `Phase [0-9]` |
| `02-risk-assessment.md` | Risk identification | `Risk.*1-5`, `go/no-go`, `assumption` |
| `03-optimization-function.md` | Success metrics | `Generality.*Learning`, `optimization`, `impact` |
| `04-parameter-strategy.md` | Parameter fixation | `fixed.*float`, `constraint`, `parameter` |
| `05-decision-tree.md` | Decision tree navigation | `altitude`, `Level [0-9]`, `decision` |
| `06-adversity-planning.md` | Adversity response | `adversity`, `crisis`, `ensemble` |
| `07-problem-inversion.md` | Problem inversion strategies | `Strategy [0-9]`, `inversion`, `goal` |
| `08-integration-synthesis.md` | Integration and synthesis | `narrative`, `communication`, `story` |
| `09-meta-framework.md` | Complete workflow | `Phase`, `workflow`, `orchestrat` |

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