From gec-skills
Articulates evidence-grounded policy, governance, and practice implications for Global Environmental Change manuscripts. Structure implications by finding, actor, lever, condition, and uncertainty.
How this skill is triggered — by the user, by Claude, or both
Slash command
/gec-skills:gec-policy-relevance-and-implicationsThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
GEC's remit is the **human and policy dimensions** of global environmental change. The journal wants
GEC's remit is the human and policy dimensions of global environmental change. The journal wants papers whose implications for policy, governance, and practice are real and grounded in the evidence — designed into the paper, not bolted on. This skill makes the "so what" rigorous and honest.
gec-conceptual-framework), closing the loop opened in the introduction.| Element | Question to answer |
|---|---|
| Finding | which specific result drives this implication? |
| Actor / scale | who could act, and at what level? |
| Lever | what policy, instrument, or governance change? |
| Condition | when does it hold; what are the tradeoffs and equity effects? |
| Uncertainty | what would change the recommendation? |
At GEC the policy and governance payoff is part of the contribution, so referees probe it as hard as the analysis. The recurring objection is that implications are generic or exceed the evidence.
| Referee wording | Diagnosis | The GEC fix |
|---|---|---|
| "Implications are generic" | No actor, no lever, no scale | Name who could act, on which instrument, at which governance level |
| "Overstated / exceeds the design" | Causal advice from a correlational study | Pull the recommendation back to what the estimand licenses; flag the conditionality |
| "Ignores equity / who bears the cost" | Distribution invisible | Add the distributional consequence and the group that wins or loses |
| "Universal prescription from one case" | Transferability assumed | State the scope conditions under which it travels, and where it would not |
| "Disconnected from the framework" | Loop never closed | Trace the implication back to the conceptual framework that opened the paper |
The coastal-vulnerability study finds that adaptation grants reached high-tenure households at roughly twice the rate of low-tenure households at equal exposure (illustrative).
【Implication】one sentence, traceable to a finding
【Driving finding】which result
【Actor / scale】who acts, at what level
【Lever】policy / instrument / governance change
【Condition + uncertainty】scope, tradeoffs, equity, what would change it
【Overclaim check】within what the design supports? [Y/N]
【Next】gec-review-process
../../resources/external_tools.md — policy and governance data sources../../resources/official-source-map.md — GEC human-and-policy-dimensions scopenpx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin gec-skillsEvaluates whether an environmental-change project fits Global Environmental Change (GEC) journal's focus on human and policy dimensions, and helps frame the research question accordingly.
Frames conservation significance and actionable implications for Conservation Biology manuscripts, translating evidence into management or policy recommendations.
Drafts policy-implications sections for 《中国行政管理》 manuscripts, grounding each recommendation in the paper's own findings rather than generic filler.