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The Third Option: integrating AI training‑data licensing into scholarly publishing workflows Cover

The Third Option: integrating AI training‑data licensing into scholarly publishing workflows

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Open Access
|Jul 2026

References

  1. Bender, E. M., & Friedman, B. (2018). Data statements for natural language processing: Toward mitigating system bias and enabling better science. Transactions of the Association for Computational Linguistics, 6, 587604. 10.1162/tacl_a_00041 (accessed 23 June 2026).
  2. Buneman, P., & Tan, W.‑C. (2019). Data provenance: What next? ACM SIGMOD Record, 47(3), 516. 10.1145/3316416.3316418 (accessed 23 June 2026).
  3. Carter, P., Laurie, G. T., & Dixon‑Woods, M. (2015). The social licence for research: Why care.data ran into trouble. Journal of Medical Ethics, 41(5), 404409. 10.1136/medethics-2014-102374 (accessed 23 June 2026).
  4. Coase, R. H. (1937). The nature of the firm. Economica, 4(16), 386405. 10.1111/j.1468-0335.1937.tb00002.x (accessed 23 June 2026).
  5. Dufour, Q., Pontille, D., & Torny, D. (2023). Supporting diamond open access journals: Interest and feasibility of direct funding mechanisms. Nordic Journal of Library and Information Studies, 4(2), 3555. 10.7146/njlis.v4i2.140344 (accessed 23 June 2026).
  6. Ellers, J., Crowther, T. W., & Harvey, J. A. (2017). Gold open access publishing in mega‑journals: Developing countries pay the price of Western premium academic output. Journal of Scholarly Publishing, 49(1), 89102. 10.3138/jsp.49.1.89 (accessed 23 June 2026).
  7. European Union. (2019). Directive (EU) 2019/790 of the European Parliament and of the Council of 17 April 2019 on copyright and related rights in the Digital Single Market and amending Directives 96/9/EC and 2001/29/EC. Official Journal of the European Union, L 130, 92125. https://eur-lex.europa.eu/eli/dir/2019/790/oj/eng (accessed 23 June 2026).
  8. European Union. (2024). Regulation (EU) 2024/1689 of the European Parliament and of the Council of 13 June 2024 laying down harmonised rules on artificial intelligence (Artificial Intelligence Act). Official Journal of the European Union, OJ L, 2024/1689, 12.7.2024. https://eur-lex.europa.eu/eli/reg/2024/1689/oj/eng (accessed 23 June 2026).
  9. Garfield, E. (2006). The history and meaning of the journal impact factor. JAMA, 295(1), 9093. 10.1001/jama.295.1.90 (accessed 23 June 2026).
  10. Gebru, T., Morgenstern, J., Vecchione, B., Vaughan, J. W., Wallach, H. M., Daumé, H., III., & Crawford, K. (2021). Datasheets for datasets. Communications of the ACM, 64(12), 8692. 10.1145/3458723 (accessed 23 June 2026).
  11. Langham‑Putrow, A., Bakker, C., & Riegelman, A. (2021). Is the open access citation advantage real? A systematic review of the citation of open access and subscription‑based articles. PLoS One, 16(6), e0253129. 10.1371/journal.pone.0253129 (accessed 23 June 2026).
  12. Margoni, T., & Kretschmer, M. (2022). A deeper look into the EU text and data mining exceptions: Harmonisation, data ownership and the future of technology. GRUR International, 71(8), 685701. 10.1093/grurint/ikac054 (accessed 23 June 2026).
  13. McGregor, J. (2005). ‘Undue inducement’ as coercive offers. The American Journal of Bioethics, 5(5), 2425. 10.1080/15265160500245048 (accessed 23 June 2026).
  14. Merton, R. K. (1968). The Matthew effect in science. Science, 159(3810), 5663. 10.1126/science.159.3810.56 (accessed 23 June 2026).
  15. Mitchell, M., Wu, S., Zaldivar, A., Barnes, P., Vasserman, L., Hutchinson, B., Spitzer, E., Raji, I. D., & Gebru, T. (2019). Model cards for model reporting. In Proceedings of the Conference on Fairness, Accountability, and Transparency (pp. 220229). Association for Computing Machinery. 10.1145/3287560.3287596 (accessed 23 June 2026).
  16. Muller, S. H. A., Kalkman, S., van Thiel, G. J. M. W., Mostert, M., & van Delden, J. J. M. (2021). The social licence for data‑intensive health research: Towards co‑creation, public value and trust. BMC Medical Ethics, 22, 110. 10.1186/s12910-021-00677-5 (accessed 23 June 2026).
  17. National Communication Association. (2024, October 12). NCA Executive Committee statement on Taylor & Francis / Microsoft AI agreement. https://www.natcom.org/2024/10/12/ex-statement-taylor-and-francis/ (accessed 23 June 2026).
  18. Piwowar, H., Priem, J., Larivière, V., Alperin, J. P., Matthias, L., Norlander, B., Farley, A., West, J. D., & Haustein, S. (2018). The state of OA: A large‑scale analysis of the prevalence and impact of open access articles. PeerJ, 6, e4375. 10.7717/peerj.4375 (accessed 23 June 2026).
  19. Shaw, J. A., Sethi, N., & Cassel, C. K. (2020). Social license for the use of big data in the COVID‑19 era. npj Digital Medicine, 3, 128. 10.1038/s41746-020-00342-y (accessed 23 June 2026).
  20. Smith, A. C., Merz, L., Borden, J. B., Gulick, C. K., Kshirsagar, A. R., & Bruna, E. M. (2021). Assessing the effect of article processing charges on the geographic diversity of authors using Elsevier’s ‘Mirror Journal’ system. Quantitative Science Studies, 2(4), 11231143. 10.1162/qss_a_00157 (accessed 23 June 2026).
  21. Wiley. (2025, June 17). Research growth, AI licensing and cost reduction drive Wiley’s fiscal 2025 results. https://newsroom.wiley.com/press-releases/press-release-details/2025/Research-Growth-AI-Licensing-and-Cost-Reduction-Drive-Wileys-Fiscal-2025-Results/default.aspx (accessed 23 June 2026).
  22. Williamson, O. E. (2010). Transaction cost economics: The natural progression. American Economic Review, 100(3), 673690. 10.1257/aer.100.3.673 (accessed 23 June 2026).
  23. Xu, H., Zhu, T., Zhang, L., Zhou, W., & Yu, P. S. (2023). Machine unlearning: A survey. ACM Computing Surveys, 56(1), Article 9, 136. 10.1145/3603620 (accessed 23 June 2026).
  24. Ziaja, G. M. (2024). The text and data mining opt‑out in Article 4(3) CDSMD: Adequate veto right for rightholders or a suffocating blanket for European artificial intelligence innovations? Journal of Intellectual Property Law & Practice, 19(5), 453459. 10.1093/jiplp/jpae025 (accessed 23 June 2026).
DOI: https://doi.org/10.1629/uksg.776 | Journal eISSN: 2048-7754
Language: English
Page range: 16 - 16
Submitted on: Feb 25, 2026
Accepted on: Apr 20, 2026
Published on: Jul 17, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services

© 2026 Masaya Ochiai, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.