Skip to main Communities My dashboard Log in Sign up Published April 19, 2026 | Version v1 Working paper Open Beyond Retrieval Interdisciplinary Closure and the Failure of Modern Professional Education Authors/Creators Huang, Jim Yongzhi 1 Show affiliations 1. University of Toronto Description This paper argues that the growing difficulty of contemporary professional problems should be understood not only as a doctrinal or technological issue, but as an educational one. Many modern disputes now arise at points where multiple knowledge systems converge within the same decision space, including law, medicine, psychiatry, digital communication, and institutional governance. Yet higher education remains largely organised around disciplinary separation and preparation-oriented performance. Students are still more reliably trained to retrieve, summarise, analyse, and perform within bounded fields than to decide across converging ones. The paper develops this argument through the concept of interdisciplinary closure, defined here as the capacity to receive heterogeneous forms of knowledge, determine their institutional relevance, translate them into usable terms, control their boundaries, select an appropriate path of handling, and bring the problem to a bounded and accountable conclusion. On this account, the central weakness exposed by complex modern disputes is not simply lack of information, nor simply the limitation of AI, but the absence of systematic training in accountable closure under conditions of convergence. AI matters in this paper not as the primary target of criticism, but as a revealing surface: it makes visible an older educational misalignment between preparation and judgment. The paper further argues that interdisciplinary teaching does not require full mastery of every contributing discipline. A more realistic and teachable model is to train students to grasp selected first principles from adjacent fields and to learn how those principles can be connected, translated, and bounded within one professional problem. The paper concludes that professional education should not be rebuilt by dissolving disciplines, but by reorganising them around the realities of convergence, so that higher education can move beyond disciplinary fluency toward institutionally responsible judgment. Files Beyond Retrieval Interdisciplinary Closure and the Failure of Modern Professional Education.pdf Files (224.3 kB) Name Size Download all Beyond Retrieval Interdisciplinary Closure and the Failure of Modern Professional Education.pdf md5:b8708f7e4e2c74e1a597721ebca67c0b 224.3 kB Preview Download 29 Views 18 Downloads Show more details All versions This version Views Total views 29 29 Downloads Total downloads 18 18 Data volume Total data volume 4.5 MB 4.5 MB More info on how stats are collected.... Versions External resources Indexed in OpenAIRE Communities Details DOI DOI Badge DOI 10.5281/zenodo.19654109 Markdown [](https://doi.org/10.5281/zenodo.19654109) reStructuredText .. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.19654109.svg :target: https://doi.org/10.5281/zenodo.19654109 HTML <a href="https://doi.org/10.5281/zenodo.19654109"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.19654109.svg" alt="DOI"></a> Image URL https://zenodo.org/badge/DOI/10.5281/zenodo.19654109.svg Target URL https://doi.org/10.5281/zenodo.19654109 Resource type Working paper Publisher Zenodo Rights License Creative Commons Attribution 4.0 International The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited. Read more Citation Export Technical metadata Created April 19, 2026 Modified April 19, 2026 Jump up About About Policies Infrastructure Principles Projects Roadmap Contact Blog Blog Support Help FAQ Developers REST API OAI-PMH Contribute GitHub Donate Funded by Powered by CERN Data Centre & InvenioRDM Status Privacy policy Cookie policy Terms of Use This site uses cookies. Find out more on how we use cookies Accept all cookies Accept only essential cookies