skills/42-wanshuiyin-ARIS/skills/skills-codex/comm-lit-review/SKILL.md
Communications-domain literature review and related-work search with database-aware source control. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, scheduling, MAC/PHY, rate adaptation, channel estimation, beamforming, or communication-system research and the user wants papers, prior art, a survey, related work, or a landscape summary. Prioritize IEEE Xplore and ScienceDirect, prefer formal publications over preprints, and separate foundational work from recent progress.
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research comm-lit-reviewInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Run communications-focused paper search with tighter source policy than a generic literature review. Default to formal publications, prioritize IEEE Xplore and ScienceDirect, then ACM Digital Library, and output a review that is structured for research use rather than casual browsing.
Read references/source-policy.md before searching. Use references/domain-taxonomy.md to classify the topic, references/venue-tiering.md to rank venues, and references/output-template.md to format the final answer.
Decide whether the request is primarily about:
If the request is not clearly in communications systems research, fall back to a more general literature skill.
Apply these defaults unless the user overrides them:
IEEE Xplore, ScienceDirect, then ACM Digital Library, then broader webIf the user explicitly narrows scope, obey the narrower scope:
Use a layered search strategy. For communications topics, do not build the review from random blog posts or derivative summaries.
Search in this order by default:
ieeexplore.ieee.orgsciencedirect.comdl.acm.orgOnly move to the next database tier when one of these is true:
Within each database tier, search venue tiers in this order:
Follow the concrete tier lists in references/venue-tiering.md.
By default this venue tiering is a soft priority, not a hard whitelist.
only top venues, top journals only, top conferences only, or equivalent, switch to hard constraint mode and do not auto-expand beyond Tier A unless the user later relaxes the constraintUse preprints only when:
When a preprint is used, label it clearly as preprint.
For each relevant paper, capture:
Favor numbers, assumptions, and actual problem statements over generic summaries.
Group papers by technical axis, not by search order. Common groupings:
Explicitly separate:
Follow the templates in references/output-template.md.
The default output should include:
development
Conduct rigorous thematic analysis (TA) of qualitative data following Braun and Clarke's (2006) six-phase framework. Use whenever the user mentions 'thematic analysis', 'TA', 'Braun and Clarke', 'qualitative coding', 'identifying themes', or asks for help analysing interviews, focus groups, open-ended survey responses, or transcripts to identify patterns. Also trigger for questions about inductive vs theoretical coding, semantic vs latent themes, essentialist vs constructionist epistemology, building a thematic map, or writing up a qualitative findings section. Covers all six phases, the four upfront analytic decisions, the 15-point quality checklist, and the five common pitfalls. Produces a Word document write-up and an annotated thematic map. Does NOT cover IPA, grounded theory, discourse analysis, conversation analysis, or narrative analysis — use a different method for those.
development
Guide users through writing a systematic literature review (SLR) following the PRISMA 2020 framework. Use this skill whenever the user mentions 'systematic review', 'systematic literature review', 'SLR', 'PRISMA', 'PRISMA 2020', 'PRISMA flow diagram', 'PRISMA checklist', or asks for help writing, structuring, or auditing a literature review that follows reporting guidelines. Also trigger when the user asks about inclusion/exclusion criteria for a review, search strategies for databases like Scopus/WoS/PubMed, study selection processes, risk of bias assessment, or narrative synthesis for a review paper. This skill covers the full PRISMA 2020 checklist (27 items), produces a Word document manuscript in strict journal article format, generates an annotated PRISMA flow diagram, and enforces APA 7th Edition referencing throughout. It does NOT cover meta-analysis or statistical pooling. By Chuah Kee Man.
testing
Performs placebo-in-time sensitivity analysis with hierarchical null model and optional Bayesian assurance. Use when checking model robustness, verifying lack of pre-intervention effects, or estimating study power.
data-ai
Fit, summarize, plot, and interpret a chosen CausalPy experiment. Use after the causal method has been selected, including when configuring PyMC/sklearn models and scale-aware custom priors.