[1] Vaccaro, M., Almaatouq, A., & Malone, T. (2024). When combinations of humans and AI are useful: A systematic review and meta-analysis. Nature Human Behaviour, 8, 2293–2303. DOI: 10.1038/s41562-024-02024-1.
[2] Chi, M. T. H., Feltovich, P. J., & Glaser, R. (1981). Categorization and representation of physics problems by experts and novices. Cognitive Science, 5(2), 121–152. DOI: 10.1207/s15516709cog0502_2.
[3] Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285. DOI: 10.1207/s15516709cog1202_4.
[4] Chi, M. T. H., & Wylie, R. (2014). The ICAP framework: Linking cognitive engagement to active learning outcomes. Educational Psychologist, 49(4), 219–243. DOI: 10.1080/00461520.2014.965823.
[5] Hutchins, E. (1995). Cognition in the Wild. MIT Press.
[6] Clark, A., & Chalmers, D. J. (1998). The extended mind. Analysis, 58(1), 7–19. DOI: 10.1093/analys/58.1.7.
[7] Risko, E. F., & Gilbert, S. J. (2016). Cognitive offloading. Trends in Cognitive Sciences, 20(9), 676–688. DOI: 10.1016/j.tics.2016.07.002.
[8] Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakcı, Ö., & Mariman, R. (2025). Generative AI without guardrails can harm learning: Evidence from high school mathematics. Proceedings of the National Academy of Sciences, 122, e2422633122. DOI: 10.1073/pnas.2422633122. 该文另有2025年更正通知,DOI: 10.1073/pnas.2518204122;使用具体数据与细节时应同时核对更正记录。
[9] Kestin, G., Miller, K., Klales, A., Milbourne, T., & Ponti, G. (2025). AI tutoring outperforms in-class active learning: An RCT introducing a novel research-based design in an authentic educational setting. Scientific Reports, 15, 17458. DOI: 10.1038/s41598-025-97652-6.
[10] Lee, H.-P., Sarkar, A., Tankelevitch, L., Drosos, I., Rintel, S., Banks, R., & Wilson, N. (2025). The impact of generative AI on critical thinking: Self-reported reductions in cognitive effort and confidence effects from a survey of knowledge workers. Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems, Article 1121, 1–22. DOI: 10.1145/3706598.3713778.
[11] Roediger, H. L., III, & Karpicke, J. D. (2006). Test-enhanced learning: Taking memory tests improves long-term retention. Psychological Science, 17(3), 249–255. DOI: 10.1111/j.1467-9280.2006.01693.x. [12] Liu 等 (2026). 关于 AI 辅助对后续无援任务中坚持度与表现影响的三组实验。〔经二手文献转引,原始出处待补〕
[13] Making AI Tutoring Productive: Evidence from a Mastery-Based Math Practice Experiment (2026). 美国 Hamilton County 学区 6,997 名六至八年级学生的随机试验。〔经二手报道转引,原始报告出处待补〕
[14] 关于 ChatGPT 对学习成就影响的元分析(35 项实验;中学段 g≈0.928,本科段 g≈0.538)。The International Review of Research in Open and Distributed Learning, 2026.
[15] 关于 ChatGPT 对学习表现、学习感知与高阶思维影响的元分析(51 项实验)。Humanities and Social Sciences Communications, 2026.
以下条目按记忆标注,出处与年份未逐条核验,正式出版前须补齐(对应第三十九章的划界对象):
[16] Bandura, A. 关于观察学习与替代学习的系列工作。
[17] Kapur, M. 生产性失败。
[18] Bjork, R. A. & Bjork, E. L. 合意困难与流畅性错觉。
[19] Koedinger, K. R. 等 助力困境与智能辅导系统中的帮助滥用。
[20] Salomon, G., Perkins, D. N., & Globerson, T. (1991). Partners in cognition: Extending human intelligence with intelligent technologies. Educational Researcher, 20(3), 2–9.
[21] Goodhart, C. / Campbell, D. T. 指标腐蚀。
[22] Cuban, L. (1986). Teachers and Machines: The Classroom Use of Technology Since 1920. Teachers College Press.
[23] Bearman, M., Tai, J., Dawson, P., Boud, D., & Ajjawi, R. (2024). Developing evaluative judgement for a time of generative artificial intelligence. Assessment & Evaluation in Higher Education, 49(6), 893–905.
[1] SODERSTROM N C, BJORK R A. Learning Versus Performance: An Integrative Review[J]. Perspectives on Psychological Science, 2015, 10(2): 176–199. DOI: 10.1177/1745691615569000.
[2] SALOMON G, PERKINS D N, GLOBERSON T. Partners in Cognition: Extending Human Intelligence with Intelligent Technologies[J]. Educational Researcher, 1991, 20(3): 2–9. DOI: 10.3102/0013189X020003002.
[3] LAKENS D. Equivalence Tests: A Practical Primer for t Tests, Correlations, and Meta-Analyses[J]. Social Psychological and Personality Science, 2017, 8(4): 355–362. DOI: 10.1177/1948550617697177.
[4] CLARK A, CHALMERS D J. The Extended Mind[J]. Analysis, 1998, 58(1): 7–19. DOI: 10.1093/analys/58.1.7.
[5] RUNCO M A, JAEGER G J. The Standard Definition of Creativity[J]. Creativity Research Journal, 2012, 24(1): 92–96. DOI: 10.1080/10400419.2012.650092.
[6] FACIONE P A. Critical Thinking: A Statement of Expert Consensus for Purposes of Educational Assessment and Instruction[R]. The Delphi Report, 1990. ERIC: ED315423.
[7] KHOSRAVI H, GASEVIC D, SADIQ S, et al. Building AI Companions that Prioritise Learning over Performance[EB/OL]. arXiv:2605.04816v2, 2026-05-15[2026-09-19]. DOI: 10.48550/arXiv.2605.04816. 本书所引为预印本版本。
[8] DOSHI A R, HAUSER O P. Generative AI enhances individual creativity but reduces the collective diversity of novel content[J]. Science Advances, 2024, 10(28): eadn5290. DOI: 10.1126/sciadv.adn5290.
[9] BASTANI H, BASTANI O, SUNGU A, et al. Generative AI without guardrails can harm learning: Evidence from high school mathematics[J]. Proceedings of the National Academy of Sciences, 2025, 122(26): e2422633122. DOI: 10.1073/pnas.2422633122.
[10] KESTIN G, MILLER K, KLALES A, et al. AI tutoring outperforms in-class active learning: an RCT introducing a novel research-based design in an authentic educational setting[J]. Scientific Reports, 2025, 15: 17458. DOI: 10.1038/s41598-025-97652-6.
[11] LEE H P, SARKAR A, TANKELEVITCH L, et al. The Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects From a Survey of Knowledge Workers[C]//Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems. 2025: Article 1121, 1–22. DOI: 10.1145/3706598.3713778.
[12] BUÇINCA Z, MALAYA M B, GAJOS K Z. To Trust or to Think: Cognitive Forcing Functions Can Reduce Overreliance on AI in AI-assisted Decision-making[J]. Proceedings of the ACM on Human-Computer Interaction, 2021, 5(CSCW1): Article 188, 1–21. DOI: 10.1145/3449287.
[13] SHEN J H, TAMKIN A. How AI Impacts Skill Formation[EB/OL]. arXiv:2601.20245v2, 2026-02-01[2026-09-19]. DOI: 10.48550/arXiv.2601.20245. 本书所引为预印本版本。
[14] KOSMYNA N, HAUPTMANN E, YUAN Y T, et al. Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task[EB/OL]. arXiv:2506.08872v2, 2025-12-31[2026-09-19]. DOI: 10.48550/arXiv.2506.08872. 本书所引为预印本版本。
[15] STANKOVIC M, HIRCHE E, KOLLATZSCH S, et al. Comment on: Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using an AI Assistant for Essay Writing Tasks[EB/OL]. arXiv:2601.00856v1, 2025-12-29[2026-09-19]. DOI: 10.48550/arXiv.2601.00856. 日期为页面所列提交日期;本书所引为预印本版本。
[16] POLDRACK R A. Can cognitive processes be inferred from neuroimaging data?[J]. Trends in Cognitive Sciences, 2006, 10(2): 59–63. DOI: 10.1016/j.tics.2005.12.004.