Artificial intelligence-supported assessment in higher education systematic review dataset

Lens Scholarly Works aggregating and harmonising records primarily from Crossref, PubMed, and Microsoft Academic (MAG), with enhancements from OpenAlex, Unpaywall, and CORE containing 295,632,815 scholarly works.Date last searched: 20 January 2026.Search strategy: The Lens query used was:Scholarly Works (3,588) = ( “artificial intelligence” OR ( AI OR ( “large language model*” OR ( LLM OR ( “generative AI” OR “machine learning” ) ) ) ) ) AND ( assessment OR ( testing OR ( examination OR ( grading OR ( evaluation OR ( feedback OR ( “academic integrity” OR “student performance” ) ) ) ) ) ) )Filters: Year Published = ( 2020 - ) Publication Type = ( journal article, preprint, conference proceedings article, book chapter, dissertation, book, conference proceedings ) Field of Study = ( Higher education )The query excluded n = 295629229 records.Two screeners worked independently at each stage. Screening and inclusion counts were:● Query results retrieved: 3,588;● Metadata assessment (first pass) with n = 529 records excluded;● First pass records retrieved n = 3057;● Abstract text assessment (second pass) with n = 2749 records excluded;● Second pass records retrieved n = 308;● Full-text assessment (third pass) with n = 90 records excluded; and● Third pass records retrieved for inclusion: 218.Lens学术文献库整合并标准化收录主要来自Crossref、PubMed、微软学术（Microsoft Academic，MAG）的记录，并辅以OpenAlex、Unpaywall和CORE提供的补充数据，共计收录295,632,815篇学术文献。末次检索日期：2026年1月20日。 检索策略：本次采用的Lens检索式为：学术文献（3588条）=（“人工智能” OR（AI OR（“大语言模型*” OR（LLM OR（“生成式AI（Generative AI）” OR“机器学习”）））））AND（评估 OR（测试 OR（检查 OR（评分 OR（评价 OR（反馈 OR（“学术诚信” OR“学生学业表现”））））））） 筛选条件：发表年份=2020年及以后；文献类型=（期刊论文、预印本、会议论文集论文、图书章节、学位论文、专著、会议论文集）；研究领域=（高等教育） 本次检索共排除295,629,229条记录。 每一轮筛选均由两名筛选员独立开展。最终筛选及纳入记录明细如下： ● 初获检索结果：3588条； ● 第一轮元数据评估：排除529条，剩余3057条； ● 第二轮摘要文本评估：排除2749条，剩余308条； ● 第三轮全文评估：排除90条； ● 最终纳入符合要求的记录：218条。