仓库/Skill 库

用于复现 https://arxiv.org/abs/2106.12905 中图示所使用代码与数据的仓库。A repository to story the code and data used to create the figures shown in https://arxiv.org/abs/2106.12905

仓库包含文章与 Excel 文件，收录系统综述《人工智能方法在实体瘤疗效评价标准中的应用》中的 CLAIM 与 FUTURE-AI 评估。Repository containing articles and Excel files with CLAIM and FUTURE-AI assessments for the systematic review Artificial intelligence approaches to the Response Evaluation Criteria in Solid Tumors: a systematic review.

一项系统性综述分析A systematic review analysis

PRISMA 指导的混合方法系统综述，跨 4 项实证研究评估 AI 陪伴的社会心理、关系及长期心理健康影响。包含定量与定性 meta 综合、跨方法三角验证与理论框架映射。A PRISMA guided mixed methods systematic review evaluating the psychosocial, relational and long term mental health impacts of AI companions across 4 empirical studies. Features quantitative and qualitative meta synthesis, cross methodological triangulation and theoretical framework mapping

使用 EMI Corpus of Student Academic Writing（Gablasova et al., 2024）中的 449 篇文章，检验写作者 L1 背景是否调节 22 项 USAS 语义域频率与作文分数之间的关系。How to use 449 essays from the EMI Corpus of Student Academic Writing (Gablasova et al., 2024) to test whether a writer's L1 background moderates the relationship between 22 USAS semantic-domain frequencies and essay scores.

Shadow / Unmanaged API 的发现、分类、安全验证与可复现研究基准。Shadow / Unmanaged API discovery, classification, security validation, and reproducible research benchmarks

基于反事实决策影响与验证效用的效用引导型政策验证可复现研究框架A reproducible research framework for utility guided policy verification using counterfactual decision impact and verification utility.

无人机系统（UAS）在生态学研究中应用的系统综述。Systematic Review of UAS use in ecological research

在 LaTeX 文档中分析英文散文，评估可读性与结构复杂度。Analyze English prose in LaTeX documents for readability and structural complexity.

非常规储层图像解释中深度学习系统综述的可复现材料、研究级编码数据、文档与验证脚本Reproducibility materials, study-level coding data, documentation, and verification scripts for a systematic review of deep learning in unconventional reservoir image interpretation.

面向系统综述数据抽取、证据定位与偏倚风险评估的冻结式（frozen）防泄漏基准。Frozen, leakage-aware benchmark for systematic-review data extraction, evidence localization, and risk-of-bias support

Research Loom 是 profile 驱动的 research harness，用于维持从研究问题与证据到发现、写作与发表的全链路可追溯性Research Loom is a profile-driven research harness for maintaining traceability from research questions and evidence through findings, writing, and publication.

关于延长 5 天方案对比标准 3 天方案 artemether-lumefantrine 治疗非复杂型 Plasmodium falciparum 疟疾的 systematic review 与 meta-analysis 的可复现工作流、数据、分析与补充材料。Reproducible workflow, data, analyses, and supplementary materials for a systematic review and meta-analysis of extended 5-day versus standard 3-day artemether-lumefantrine for uncomplicated Plasmodium falciparum malaria.

面向本地学术文档研究：用户对多篇PDF/Markdown论文提问，Agent自主决定检索范围、读取文本/页面/图表证据、判断证据是否充分并生成带引用回答；过程实时可看、结果可离线评测。

一个可复用的 skill，用于对临床研究、系统综述和 meta-analyses 进行严谨且有来源支持的评估与分析。A reusable skill for rigorous, source-backed appraisal and analysis of clinical studies, systematic reviews, and meta-analyses.

以问题为先、步骤可验证、可自我进化的 agent skill，用于系统综述与 Meta 分析。A question-first, step-verified, self-improving agent skill for systematic reviews and meta-analysis

gMG 免疫治疗试验中安慰剂组变化的系统综述与荟萃分析代码及数据Code and data for the systematic review and meta-analysis of placebo-arm changes in gMG immunotherapy trials

一项关于数字界面设计（极简、支架式、游戏化）如何影响学生参与度、准确性与任务时长的独立研究的数据清洗与统计分析（ANOVA、Tukey、回归）。Data cleaning and statistical analysis (ANOVA, Tukey, regression) for an independent research study on how digital interface design (minimal, scaffolded, gamified) affects student engagement, accuracy, and time-on-task.

研究问题：流动性金融资产的相关性与波动率随时间有多稳定？常用的高斯性质在真实市场数据中是否成立？Research Questions: How stable are correlations and volatility over time in liquid financial assets? Do commonly assumed Gaussian properties hold for real market data?

ABCD Study 屏幕媒介出版物的系统综述：检索、筛选与效应量审计。Systematic review of ABCD Study screen media publications: search, screening, and effect size audit

本仓库包含用于系统综述和 meta 分析的全部代码，数据来自用 IMU 数据构建 ML 模型预测帕金森症状的论文。This repository contains all the codes used to systematically review and meta-analyse the data reported in papers where ML models have been built to predict Parkinson's symptoms using IMU data.

使用 SPSS 统计分析，分析 AI 语言模型对沟通、创造力与信息流影响的研究项目。Research project analyzing the impact of AI language models on communication, creativity, and information flow using SPSS statistical analysis.

用于执行系统文献综述（SLR）的源代码Source Code Used to Conduct the Systematic Literature Review (SLR)

系统综述数据分析仓库：基于机器学习技术的自闭症谱系障碍儿童情绪识别Data analysis repository for systematic literature review on emotion recognition in childrens with Autism Spectrum Disorder using machine learning techniques

系统综述的主动学习摘要筛选。在全部 26 个 SYNERGY 数据集上基准测试：WSS@95 均值 64.1。Active-learning abstract screening for systematic reviews. Benchmarked across all 26 SYNERGY datasets: mean WSS@95 of 64.1.

假警报降低并非校准成果：脓毒症预测机器学习校准基线的 PRISMA 系统综述与数学分析。False-alarm reduction is not a calibration achievement: a PRISMA-compliant systematic review and mathematical analysis of calibration baselines in machine learning for sepsis prediction

zhmd：面向中文学术写作的描述性元话语量表。非 AI 检测器。每 15k 字符统计十项 Hyland 式交互与互动标记，并报告机器-人类比率及量表失效条件。为"AI 风味"作为感性（kansei）对象的论文提供配套代码。zhmd: a descriptive metadiscourse scale for Chinese academic writing. Not an AI detector. Counts ten Hyland-style interactive and interactional markers per 15k characters and reports machine-to-human rate ratios together with the conditions under which the scale fails. Companion code for the paper on 'AI flavour' as a kansei object.

AI 驱动的工具，根据特定研究问题分析文章并对其效用进行排序AI-powered tool that analyzes articles and ranks their utility based on a specific research question

论文 "Composite endpoints sharing a name do not always share a definition — a registry-based audit of five systematic reviews, and why heterogeneity statistics do not detect the problem" 的配图与补充材料。Figures and supplementary materials accompanying the manuscript “Composite endpoints sharing a name do not always share a definition — a registry-based audit of five systematic reviews, and why heterogeneity statistics do not detect the problem.

将问题框架视为计算状态的可复现研究框架，包含理论、算法与基准，用于内生探究。A reproducible research framework for treating problem frames as computational states, with theory, algorithms, and benchmarks for endogenous inquiry.