skills/33-Galaxy-Dawn-claude-scholar/skills/results-report/SKILL.md
This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions turning completed experiment artifacts into a structured, decision-oriented research report. It assumes strict analysis should come from `results-analysis` first.
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research results-reportInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Write the complete post-experiment summary report after analysis artifacts are ready.
This skill is for the stage after results-analysis.
results-analysis doesresults-report doesResults/Reports/.Do not replace strict analysis with confident prose. If the analysis bundle is missing, first identify the blocker and request or produce the missing bundle.
The default report is an internal research report, not manuscript prose.
It should be named as:
YYYY-MM-DD--{experiment-line}--r{round}--{purpose}.md
Example:
2026-03-18--freezing--r03--transfer-summary.md2026-03-18--contrastive-adversarial--r02--ablation-report.mdThe note title should be:
{Experiment Line} / Round {N} / {Purpose} / {YYYY-MM-DD}
Read references/report-naming.md before finalizing the filename or note title.
---
type: results-report
date: 2026-03-18
experiment_line: freezing
round: 3
purpose: transfer-summary
status: active
source_artifacts:
- analysis-output/analysis-report.md
- analysis-output/stats-appendix.md
linked_experiments:
- Experiments/Freezing-Study.md
linked_results:
- Results/Freezing-vs-Adapter.md
---
The report must include all sections below.
Read references/report-structure.md before writing.
Lock these fields first:
If round is unknown, do not silently invent a semantic round. Use r00 only as a temporary placeholder and state that it should be normalized later.
Minimum required inputs:
analysis-report.mdstats-appendix.mdfigure-catalog.mdIf these are missing, either generate them first with results-analysis or explicitly state which claims cannot be supported.
This report is not a transcript of outputs.
Each section must answer a real question:
Read references/decision-oriented-analysis.md for the expected reasoning depth.
Do not only attach figures.
For each main figure:
Read references/figure-interpretation.md and references/statistical-completeness.md as needed.
If the current repo is bound to an Obsidian project knowledge base:
Results/Reports/{report-name}.md,Experiments/ note,Results/ note when a durable conclusion is now supported,Daily/ note,.claude/project-memory/<project_id>.md.If the repo is not bound:
Use obsidian-project-memory conventions only for bound repos. Internal experiment reports belong in Results/Reports/, not Writing/.
The report must end with operational decisions, for example:
Load only what is needed:
references/report-structure.mdreferences/report-naming.mdreferences/figure-interpretation.mdreferences/statistical-completeness.mdreferences/decision-oriented-analysis.mdreferences/EVIDENCE-PROPAGATION.mdexamples/example-results-report.mdtools
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development
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
documentation
Use when the project collects primary data or runs a field, lab, or survey experiment, before the intervention begins — write the pre-analysis plan, size the sample from a power calculation, and register with the AEA RCT Registry. Apply after the design is chosen in aer-identification and before any outcome data are seen.
tools
Guide economists to authoritative data sources with explicit, confirmed data specifications before retrieval; interfaces with Playwright MCP to navigate portals and extract real data, not articles about data.