Recent papers on Research Generalizability

Sorted by publication year (newest first) via OpenAlex. List regenerates every 24h.

1. Global Generalizability in Educational Research Syntheses: Insights from a Cross-Sectional Survey

   2026 · Buntins, Katja, Bedenlier, Svenja, Händel, Marion et al.

   2026

2. Transcending the “quality improvement report”: Harnessing implementation science to enhance the generalizability of hospital quality improvement research

   2026 · Journal of Healthcare Quality Research · Zhao, D.

   2026

3. Rethinking Meta-Analytic Evidence in TAM-Based Research: From Pooled Effects to Generalizability in E-Banking Contexts

   2026 · Journal of theoretical and applied electronic commerce research · Druică, Elena, Puiu, Andreea-Ionela, Vâlsan, Călin et al.

   2026

4. Erratum for the Research Article “Generalized contact matrices allow integrating socioeconomic variables into epidemic models” by A. Manna <i>et al.</i>

   2026 · Science Advances

   2026

5. Research on a strongly generalizable fault diagnosis method based on adversarial transfer learning

   2026 · Frontiers in Nuclear Engineering · Zhu, Bo, Deng, Zhiguang, Wang, Xuemei et al.

   2026

6. Qualitative Research and Generalizability

   2026 · OSF Preprints (OSF Preprints) · Person, Abby, Syed, Moin

   2026

7. Moving Beyond Symptom Management: A Research Agenda for Exercise as a Primary Intervention in Generalized Anxiety Disorder (GAD) [FUTURE DIRECTIONS v1.0]

   2026 · Zenodo (CERN European Organization for Nuclear Research) · Serna, Juan Moisés de la

   2026

8. Generalized Estimator on Operations Research Guided Sampling (ORGS)

   2026 · International Scientific Journal of Engineering and Management · Kaser, Pranjal

   2026

9. # Entanglement as "access control": a novelty assessment and literature map **The specific thesis that entanglement serves as "access control" for classical discrete information structures has no direct precedent in the published literature.** No peer-reviewed paper or preprint explicitly argues that entanglement is a gating mechanism for classical information rather than a computational resource. However, a rich constellation of work from at least five independent research programs provides substantial adjacent infrastructure—and any paper advancing this thesis must engage carefully with all of them. The Forbes group's 2024–2025 papers on topological classification of OAM entanglement come closest, but frame topology as a robust encoding of *quantum* information generated *by* entanglement, not as evidence that entanglement merely addresses pre-existing classical structures. --- ## The Forbes group's topological program establishes the key empirical foundation Three papers form the core of the most directly relevant body of work: **Ornelas, Nape, de Mello Koch & Forbes, "Non-local skyrmions as topologically resilient quantum entangled states of light," *Nature Photonics* 18, 258–266 (2024).** This landmark paper reports the first non-local quantum entangled state with non-trivial skyrmionic topology. Each individual photon possesses no salient topological structure—**topology emerges exclusively from the entanglement** of the biphoton wavefunction. The skyrmion number *N* (an integer counting wrappings of the Poincaré sphere by the non-local Stokes vector field) serves as a discrete topological invariant that persists under smooth deformations until entanglement itself vanishes. The authors propose skyrmion numbers as a "labelling system for entangled states, akin to an alphabet." **Ornelas, Nape, de Mello Koch & Forbes, "Topological rejection of noise by quantum skyrmions," *Nature Communications* 16, 2934 (2025).** This paper introduces the concept of **"digitization of quantum information"** based on discrete topological observables. The skyrmion number remains constant as concurrence, fidelity, and purity degrade, collapsing only at the maximally mixed state limit. The discrete, integer-valued nature of the invariant means noise must flip the signal between quantized states before registering any effect—directly analogous to digital versus analog signal robustness. No other research group has adopted this "digitization" terminology. **de Mello Koch, Ornelas, Gounden, Lu, Nape & Forbes, "Revealing the topological nature of entangled orbital angular momentum states of light," *Nature Communications* 16, 11095 (2025).** This is the most comprehensive paper and the most relevant to the proposed thesis. For the first time, topology is constructed using OAM alone (without polarization), enabling access to high-dimensional topological structures. The key quantitative results are striking: for *d* = 5, the topological manifold has dimension **24** (matching *d*² − 1) with **2,024 candidate invariants**; for *d* = 7, a **48-dimensional manifold** supports **17,296 candidate invariants**. The framework uses non-Abelian gauge fields of SU(*d*) Yang-Mills theory, decomposing the Lie algebra into Gell-Mann triplets forming SU(2) subalgebras, each supporting an independent topological map—effectively a "sector decomposition" of entanglement topology. A fourth paper, de Mello Koch, Lu, Ornelas, Nape & Forbes, "Quantum skyrmions in general quantum channels," *APL Quantum* 2, 026126 (2025), provides the theoretical framework for topological invariant evolution in general quantum channels, using homotopy arguments to prove topological noise rejection for non-depolarizing channels. Several 2026 preprints extend the program to atmospheric turbulence (arXiv:2603.10618), tripartite entanglement visualization (arXiv:2603.10491), and classical-quantum equivalence of topological behavior (*Nature Communications* 2026, DOI: 10.1038/s41467-026-68751-3). --- ## The *d*² − 1 parameter space and information-theoretic constraints The relationship between state-space dimensionality, accessible information, and topological invariants creates a three-tiered hierarchy that the proposed paper must address. A *d*-dimensional qudit's density matrix requires *d*² − 1 real parameters (the generalized Bloch vector). Comprehensive treatments appear in Bertlmann & Krammer, *J. Phys. A* 41, 235303 (2008) and Loubenets & Kulakov, *J. Phys. A* 54, 195301 (2021). For *d* ≥ 3, the space of valid states is no longer a ball but has nontrivial geometry—a constraint the proposed paper should acknowledge. Hardy's axiomatic framework (*arXiv:quant-ph/0101012*, 2001) shows that quantum state spaces contain *K* = *N*² parameters versus *K* = *N* for classical probability theory, with the Bloch vector functioning as a probability vector in a larger-than-classical space. The **Holevo bound** (1973) constrains extractable classical information to

   2026 · Zenodo (CERN European Organization for Nuclear Research) · Wright, Craig

   2026

10. Research on the Heterogeneous Policy Effects of Green Credit on Green Technology Innovation in Polluting Enterprises: Evidence from the Generalized Random Forest Algorithm

    2026 · ScienceDB · ming, ma

    2026

11. Corpus Callosotomy or Focal Surgery in Children Presenting With Generalized Tonic Seizures: Findings From the Pediatric Epilepsy Research Consortium

    2026 · Pediatric Neurology · Karakas, Cemal, Warren, Aaron E. L., Knowles, Juliet et al.

    2026

12. Research on image dehazing method based on the generalized Gaussian function

    2026 · Du, Xiaoxia, Shen, Yuansen, Liu, Kai et al.

    2026

13. Assessing the Generalizability of Mobile Software Engineering Research Through Combined Systematic Methods

    2026 · Software · Nunkesser, Robin

    2026

14. Research on the impact of U.S. sanctions on Chinese universities’ scientific research cooperation with U.S. universities—institution-level impact estimation based on generalized random forests

    2026 · Higher Education · Li, Daozheng, Fan, Changxin, Liang, Diling et al.

    2026

15. Research on deep hidden mineralization favorable areas based on wide field electromagnetic datasets using generalized inverse inversion technology

    2026 · Applied Geophysics · Liu, G.R., Tian, Hongjun, Zhu, Yun-fu

    2026

16. Research on temperature control in Chinese herbal medicine extraction and concentration process based on generalized predictive fuzzy control strategy

    2026 · Chen, DongDong

    2026

17. How can students’ engagement with instructional videos on generalizing with algebraic expressions be scaffolded? Design research for specifying the content-specific focus of scaffolds

    2026 · The Journal of Mathematical Behavior · Korntreff, Stefan, Prediger, Susanne

    2026

18. Feasibility Study on Microstate Analysis to Enhance Generalizability in EEG Research of Construction Workers’ Cognitive States

    2026 · Lee, Meesung, Shahrokhi, Eren M., Ahmed, Syed Nizam et al.

    2026

19. Assessing the generalizability of prevalence estimates from the <i>All of Us</i> Research Program

    2026 · American Journal of Epidemiology · Montgomery, Barrett, Elkasabi, Mahmoud, Brannock, M Daniel et al.

    2026

20. Data Management and Sharing Plan for: Collaborative Research: Generalized Fiducial Inference in Complex Systems: Causal Inference, Networks, and Normalizing Flows

    2026 · Open MIND · Hannig, Jan

    2026

21. Post Hoc, Sex‐Specific Subgroup Analysis of Efgartigimod in Patients With Generalized Myasthenia Gravis From the <scp>ADAPT</scp> Trial: A Sex and Gender Equity in Research ( <scp>SAGER</scp> ) Guidelines Approach

    2026 · Muscle & Nerve · Hoffmann, Sarah, Zhao, Sihui, Callewaert, Filip et al.

    2026

22. A Systematic Method for Evaluating the Generalizability of Mobile-Specific Research: Green Computing as a Case Study

    2026 · Preprints.org · Nunkesser, Robin

    2026

23. Research on the Design of Carbon Generalized System of Preference Based on Multi-Agent Evolutionary Game

    2026 · Journal of Energy and Climate Change · Su, Xiaoying, Zha, Donglan, Wang, Mei

    2026

24. A research proposal on rank equalities for matrix expressions involving mixed products of generalized inverses

    2026 · Tian, Yongge

    2026

25. Research on the Proximal Gradient Method for Composite Optimization Problems under Generalized Smoothness Assumptions

    2026 · Journal of Applied Mathematics and Physics · Yang, Lin, Xian, Na

    2026

26. A Survey on Wi-Fi Sensing Generalizability: Taxonomy, Techniques, Datasets, and Future Research Prospects

    2026 · IEEE Communications Surveys & Tutorials · Wang, Fei, Zhang, Tingting, Xi, Wei et al.

    2026