haochengw372-hash

@haochengw372-hash source repo

18 skills
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Scholarly Access · haochengw372-hash bundle
Resolve and legally acquire scholarly full text for communication and other research through a five-layer policy (open access, institutional subscription, federated authentication, repositories, and library delivery), normalize metadata, and archive to Zotero or a local research library. Use when the user asks for paper full text, DOI downloads, institutional access, PDF retrieval, or literature archiving (论文全文/文献获取/DOI下载/机构访问/入库). Never stores passwords and never downloads without explicit user confirmation.

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Communication Scale · haochengw372-hash bundle
Locate validated communication measurement scales, assess their reliability and validity evidence, and plan cross-language or cross-cultural adaptation with CFA and measurement invariance. Use for scale selection, psychometric review, questionnaire items, 量表选择/信效度/测量不变性/跨文化改编/量表改编. Do not use for construct definition, which routes to communication-construct.

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Communication Theory · haochengw372-hash bundle
Audit whether a communication theory explains a proposed mechanism, select defensible theoretical anchors, and surface rival explanations. Use for theory selection, mechanism claims, theory-driven RQ development, 理论选择/机制解释/传播理论审计. Do not use for generic statistical or writing work without a theoretical-claims question.

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Communication Writing · haochengw372-hash bundle
Draft, revise, synchronize, and finalize communication and social-science manuscripts from verified research materials. Use for 传播学/社会科学论文写作, titles, abstracts, introductions, theory and literature sections, methods, results, discussions, conclusions, bilingual Chinese-English revision, reviewer responses, and submission packages. Do not invent evidence, results, citations, methods, or venue requirements.

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Communication Reviewer · haochengw372-hash bundle
Run structured seven-gate review and audit of communication research manuscripts, proposals, and analyses, and diagnose journal fit and writing maturity. Use for peer review, internal manuscript audit, proposal review, revision planning, 论文评审/审稿/研究审计/七道门/投稿前检查. Review mode is read-only unless the user separately asks for edits.

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Communication Construct · haochengw372-hash bundle
Check whether a communication construct already exists, disambiguate overlapping names and definitions, and lock a definition before measurement. Use for construct identification, conceptual definition, construct disambiguation, and avoiding ad hoc invented constructs (构念界定/构念查重/消歧/避免造概念). Do not use for scale psychometrics, which routes to communication-scale.

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Communication Experiment · haochengw372-hash bundle
Design communication survey and online experiments, including human-machine communication and AI-disclosure studies, stimuli and manipulation checks, conjoint/vignette designs, power, and preregistration. Use for experimental design, stimulus design, manipulation checks, 实验设计/操纵检验/人机传播实验/AI披露实验/情境实验. Do not use for pure questionnaire scale work without experimental conditions.

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Communication Literature · haochengw372-hash bundle
Search, screen, and synthesize communication and media literature into verified evidence matrices for reviews, theory papers, and study designs. Use for communication literature review, systematic-style search, evidence mapping, claim support checks, 或传播学文献综述/文献检索/证据矩阵/引文核查. Do not use for full-text download or PDF filing, which routes to scholarly-access.

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Communication Simulation · haochengw372-hash bundle
Design and audit agent-based, generative, and LLM-agent simulations of communication processes with explicit mechanisms, calibration, sensitivity, and validation. Use for ABM/生成式仿真/LLM智能体/合成公众/意见动力学. Do not present simulated agents as human evidence without empirical calibration.

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Communication Method Router · haochengw372-hash bundle
Classify a communication research goal before selecting any method and route to the appropriate specialist design or analysis. Distinguishes description, measurement, explanation, prediction, causal identification, and simulation explanation. Use for research method selection, methodological planning, 研究方法选择/方法路由/研究目标分类/计算传播方法. Do not use when the goal and design are already fixed and only execution remains.

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Communication Prose Revision · haochengw372-hash bundle
Revise communication and social-science prose to reduce formulaic AI-style language, defensive over-hedging, empty metadiscourse, vague agency, repetitive transitions, and uniform sentence rhythm while preserving claims, evidence, citations, numbers, constructs, and uncertainty. Use for 去AI感/降低AI味/减少防御性写作/academic humanization/学术润色. Do not optimize for AI-detector evasion or conceal AI use.

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Communication Causal Inference · haochengw372-hash bundle
Design and audit causal inference for communication research using DAGs, natural experiments, DiD/event studies, IV, RDD, matching or weighting, synthetic control, and interrupted time series. Use for 因果推断/政策评估/平台冲击/DiD/IV/RDD/匹配. Do not use when the goal is only description or prediction.

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Communication Content Analysis · haochengw372-hash bundle
Plan and audit computational content analysis of communication, media, and platform text for corpus construction, sampling, codebooks, dictionary/embedding/topic models, supervised classification, LLM-assisted coding, reliability, validation, and reporting. Use for content analysis, computational text, coding, reliability, 内容分析/计算内容分析/编码/信度/语料库/LLM编码. Do not use for construct definition or scale work, which route to communication-construct and communication-scale.

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Communication Network Analysis · haochengw372-hash bundle
Design and audit communication network, diffusion, cascade, community, ERGM, SAOM, and multiplex analyses with explicit graph boundaries and selection-versus-influence claims. Use for 传播网络/扩散/级联/社群/ERGM/SIENA/关系数据. Do not use for non-relational content analysis or spatial proximity without ties.

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Communication Spatial Analysis · haochengw372-hash bundle
Design and audit geographic and spatial communication analysis using geocoding, spatial joins, autocorrelation, hotspots, spatial regression, and diffusion/exposure models. Use for GIS/空间传播/地理扩散/地区差异/空间网络. Do not infer individual behavior from area-level patterns.

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Communication Research Workflow · haochengw372-hash bundle
Orchestrate rigorous multi-stage communication research in Codex, including computational communication and human-machine communication (传播学研究/计算传播/人机传播). Use when a research task needs controller-planned windows, task contracts, construct-theory-measurement gates, platform or text or network evidence, specialist Skill routing, immutable handoffs, independent audits, or evidence-to-claim delivery discipline. Do not use for one-off PDF reading, single-step formatting, or non-research coding without a communication research question.

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Communication Temporal Analysis · haochengw372-hash bundle
Design and audit temporal communication research using time series, longitudinal panels, event history, survival, sequence analysis, change points, and distributed lags. Use for 时间序列/纵向面板/事件史/生存分析/序列分析/动态传播. Route causal intervention claims to communication-causal-inference.

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Communication Multimodal Analysis · haochengw372-hash bundle
Design and audit image, video, audio, OCR, ASR, computer-vision, embedding, and multimodal communication analysis with explicit units and human validation. Use for 视觉传播/视频分析/音频分析/多模态/计算机视觉/OCR/ASR. Do not reduce visuals or speech to extracted text when form is part of the claim.

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18 published skills