Scientific Critical Thinking
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Evaluate research rigor. An agent skill from weapp-tailwindcss/weapp-tailwindcss.
A skill your agent uses when designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim.
Install Devpsych Study Design
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-study-design --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Developmental-Psychology-Skills/skills/devpsych-study-design .claude/skills/devpsych-study-design && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "devpsych-study-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-design into .claude/skills/devpsych-study-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-study-design", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-designType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-study-design --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Developmental-Psychology-Skills/skills/devpsych-study-design .agents/skills/devpsych-study-design && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "devpsych-study-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-design into .agents/skills/devpsych-study-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-study-design", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-study-design --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Developmental-Psychology-Skills/skills/devpsych-study-design .cursor/skills/devpsych-study-design && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "devpsych-study-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-design into .cursor/skills/devpsych-study-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-study-design", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Developmental-Psychology-Skills/skills/devpsych-study-design--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-study-design --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Developmental-Psychology-Skills/skills/devpsych-study-design .gemini/skills/devpsych-study-design && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "devpsych-study-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-design into .gemini/skills/devpsych-study-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-study-design", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-study-designInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Developmental-Psychology-Skills/skills/devpsych-study-design .github/skills/devpsych-study-design && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "devpsych-study-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-design into .github/skills/devpsych-study-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-study-design", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills devpsych-study-design --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Developmental-Psychology-Skills/skills/devpsych-study-design .opencode/skills/devpsych-study-design && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "devpsych-study-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Developmental-Psychology-Skills/skills/devpsych-study-design into .opencode/skills/devpsych-study-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "devpsych-study-design", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
devpsych-study-design- GitHub stars
- 1.2k
- Token cost
- ~1.6k tokens
- SKILL.md length
- 567 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim.
- Works in 6 steps: Match the design to the change claim. → Address age vs. cohort. For any age… → Plan for measurement invariance. The… → …
- Designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim
- SKILL.md covers When to trigger, Developmental design standards, Pre-data lockdown checklist… and Sample-size justification —…, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Devpsych Study Design is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim. Covers age-appropriate experimental and longitudinal designs, age vs. cohort confounds, attrition, measurement invariance across ages, sample-size justification, and ethics with minors and vulnerable populations. Strengthens the design and pre-analysis plan; it does not write code.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Experimental design. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim
- Tasks that involve Experimental design
Example prompts
- “/devpsych-study-design”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Match the design to the change claim.
- Address age vs. cohort. For any age effect, say what could be cohort/era instead, and how the
- Plan for measurement invariance. The same instrument can mean different things at different ages.
- Plan for attrition. Estimate expected dropout, design retention, pre-specify the missing-data
- Justify sample size. Power for the change parameter you care about — a growth slope, an
- Age-appropriate ethics and validity. Child assent plus parental/guardian consent;
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Devpsych Study Design loads about 1.6k tokens when it runs. Until then it costs about 110 tokens; SKILL.md has 567 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 567 words, ~1,578 tokens.
Download SKILL.mdSave it as
.claude/skills/devpsych-study-design/SKILL.md (or your agent's skills folder).- name
- devpsych-study-design
- description
- Use when designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim. Covers age-appropriate experimental and longitudinal designs, age vs. cohort confounds, attrition, measurement invariance across ages, sample-size justification, and ethics with minors and vulnerable populations. Strengthens the design and pre-analysis plan; it does not write code.
Study Design (devpsych-study-design)
A developmental design must support a claim about change, not just measure something at different ages. Developmental Psychology reviewers probe the four threats that are specific to this field: age vs. cohort confounds, attrition, measurement invariance across ages, and age-appropriate ethics and task validity. This skill hardens the design before data collection.
When to trigger
- Planning a cross-sectional, longitudinal, accelerated, micro-genetic, or experimental developmental study
- Writing a preregistration / pre-analysis plan for developmental work
- A reviewer questioned age confounds, attrition, invariance, power, or ethics with minors
- Justifying sample size for a growth model or an age interaction
Developmental design standards
- Match the design to the change claim.
- Cross-sectional age comparison: cheap, but age is confounded with cohort and with selection/era; you can describe age differences, not within-person change.
- Longitudinal: supports within-person change but introduces attrition and retest effects.
- Accelerated longitudinal (cohort-sequential): overlapping age cohorts to cover a wide span fast — state the convergence assumption.
- Micro-genetic: dense repeated observation to catch the process of change; justify sampling rate.
- Address age vs. cohort. For any age effect, say what could be cohort/era instead, and how the design (or covariates, or a sequential design) addresses it. Do not call a cross-sectional age difference "development" without this.
- Plan for measurement invariance. The same instrument can mean different things at different ages.
Pre-specify a configural → metric → scalar invariance test across ages/waves; interpret change
only at the level of invariance you establish (handoff to
devpsych-data-analysis). - Plan for attrition. Estimate expected dropout, design retention, pre-specify the missing-data model (FIML/MI) and an attrition (MCAR/MAR) analysis comparing completers vs. dropouts.
- Justify sample size. Power for the change parameter you care about — a growth slope, an age × condition interaction, or a cross-lagged path — not just a group mean difference. State the assumed effect size and its source.
- Age-appropriate ethics and validity. Child assent plus parental/guardian consent; age-appropriate measures (a task valid at 4 and at 8); special protections for vulnerable populations.
Show full SKILL.md (238 more words)Show less
Pre-data lockdown checklist (developmental)
| Degree of freedom | Lock before data? | Where it lives |
|---|---|---|
| Hypotheses + developmental form (slope/interaction) | yes | preregistration |
| Age bands / waves / spacing | yes | preregistration |
| Measurement-invariance test plan | yes | analysis plan |
| Inclusion/exclusion + attrition handling (FIML/MI) | yes | preregistration |
| Time coding / centering for growth models | yes | analysis plan |
| Covariates (incl. cohort/SES) and model form | yes | analysis plan |
| Exploratory trajectory analyses | allowed, labeled | reported separately |
Sample-size justification — worked example (illustrative)
For a three-wave latent-growth study (ages 4, 6, 8), justify N for the slope and the scaffolding × time interaction, not a t-test.
Target parameter: latent slope variance + scaffolding × time interaction.
Method: Monte Carlo power simulation (lavaan/Mplus) under a plausible
growth model with 20% per-wave attrition and FIML.
Result: N = 300 at wave 1 gives ~85% power for the interaction at the
smallest developmentally meaningful slope difference; precision
goal is a slope-CI half-width small enough to sign the trajectory.
Invariance: configural→metric→scalar tested across waves before growth is
interpreted; partial scalar invariance plan if a few intercepts differ.
Attrition: MAR assumed; completers-vs-dropouts compared on baseline covariates.Design-stage reviewer pushback and the venue fix
- "This is a cohort effect, not development" → add a sequential element or model cohort; soften to age-difference language if you cannot separate them.
- "Is the construct the same at every age?" → pre-specify and report measurement invariance; interpret change only at the invariance level achieved.
- "Attrition could bias the trajectory" → report the attrition analysis and a principled missing-data model, not listwise deletion.
- "Task isn't valid across this age range" → justify age-appropriateness or use age-anchored measures.
Anti-patterns
- Calling a cross-sectional age difference "developmental change"
- Interpreting trajectories without testing measurement invariance
- Listwise deletion / ignoring differential attrition
- Powering for a mean difference when the claim is a growth slope or an age interaction
- Consent without child assent; one task used across ages it is not valid for
Output format
【Design】cross-sectional / longitudinal / accelerated / micro-genetic / experiment
【Change claim supportable】age vs. cohort addressed? [Y/N]
【Invariance plan】configural→metric→scalar across ages/waves? [Y/N]
【Attrition plan】expected dropout + missing-data model + attrition analysis? [Y/N]
【Sample size】N + power for the change parameter (slope/interaction)
【Ethics】consent + child assent + age-appropriate measures? [Y/N]
【Next】devpsych-data-analysisSupplementary resources
../../resources/external_tools.md— Mplus/lavaan,simr, power simulation, longitudinal design references../../resources/official-source-map.md— JARS design/reporting requirements and ethics policy
© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in Developmental-Psychology-Skills/skills/devpsych-study-design of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Devpsych Study Design next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Devpsych Study Design this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Scientific Critical Thinkingweapp-tailwindcss/weapp-tailwindcss | 1.9k | 23 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Claim-Driven Experiment PlannerzjYao36/Auto-Research-Refine | 128 | 7 repos | ~2.3k | Automated safety check: Notes | None | |
| Benchmark Paper TemplateHKUSTDial/Supervisor-Skills | 8.5k | — | ~2.8k | Automated safety check: Pass | CC-BY-4.0 | |
| Research Refine PipelinezjYao36/Auto-Research-Refine | 128 | 6 repos | ~1.4k | Automated safety check: Notes | None | |
| Metabolic Study Planneraiming-lab/AutoResearchClaw | 15k | — | ~1.9k | Automated safety check: Pass | MIT |
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Benchmark Paper Template
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Research Refine Pipeline
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Chains research-refine and experiment-plan to turn a vague research direction into a focused proposal and a claim-driven experiment roadmap.
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Questions about Devpsych Study Design
What does Devpsych Study Design do?
A skill your agent uses when designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim. Devpsych Study Design is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim.
When should I use Devpsych Study Design?
Devpsych Study Design fits situations like: designing studies for a Developmental Psychology (APA) manuscript so they can actually support a developmental-change claim; tasks that involve Experimental design.
How do I install Devpsych Study Design in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a claude-code`. Or copy the skill folder (Developmental-Psychology-Skills/skills/devpsych-study-design in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/devpsych-study-design in your project. Claude Code loads it when a task matches its description.
How do I install Devpsych Study Design in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a codex`. Or copy the skill folder (Developmental-Psychology-Skills/skills/devpsych-study-design in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/devpsych-study-design in your project. Codex loads it when a task matches its description.
Can I use Devpsych Study Design in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill devpsych-study-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/devpsych-study-design, .gemini/skills/devpsych-study-design, .github/skills/devpsych-study-design and .opencode/skills/devpsych-study-design in your project.
What does Devpsych Study Design need to run?
SKILL.md names no scripts, command-line tools or credentials: Devpsych Study Design is instructions for the agent only.
Does Devpsych Study Design access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Devpsych Study Design safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Devpsych Study Design use?
Devpsych Study Design is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Devpsych Study Design use?
About 1.6k tokens (SKILL.md is roughly 6.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Devpsych Study Design?
Skills that share tags, products or a category with Devpsych Study Design: Scientific Critical Thinking (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars), Claim-Driven Experiment Planner (zjYao36/Auto-Research-Refine, 128 stars), Benchmark Paper Template (HKUSTDial/Supervisor-Skills, 8.5k stars) and Research Refine Pipeline (zjYao36/Auto-Research-Refine, 128 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Devpsych Study Design?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.