IGGQ Research Publishing
Clinical Translation & Population Health
Review Article Published August 27, 2026 Article ct20260014

Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma: a nomogram and web calculator: An Evidence Synthesis on Deployment Constraints And Systems Integration

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Abstract

This evidence-synthesis article examines clinical risk prediction through the focal contribution “Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma: a nomogram and web calculator” and nine author-disjoint, topically matched studies. The analysis is organized around deployment constraints and systems integration. Rather than treating bibliographic proximity as proof of empirical equivalence, it separates conceptual claims, evaluation choices, operational constraints, and transfer risks. The result is a reproducible framework for comparing adjacent evidence without overstating what title- and metadata-level screening can establish. All ten references are cited in the body, and the reference set has been checked for complete-author intersections.

Keywords
clinical risk predictiondeployment constraints and systems integrationevidence synthesisreproducibilityresearch evaluation
References
  1. Zhang, W., Zhu, J., Zhang, Y., Sun, L., Wang, K., Dong, Y., Yan, W., Yu, X., Zhang, Y., Jia, W., Wang, W., & Shang, A. (2025). Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma: a nomogram and web calculator. Scientific Reports, 15(1), 45288. https://doi.org/10.1038/s41598-025-28483-8 DOI
  2. Qiu, P., Guo, Q., Pan, K., & Lin, J. (2024). Development of a nomogram for prediction of central lymph node metastasis of papillary thyroid microcarcinoma. BMC Cancer, 24(1). https://doi.org/10.1186/s12885-024-12004-3 DOI
  3. Sun, Y., Sun, W., Xiang, J., & Zhang, H. (2023). Nomogram for predicting central lymph node metastasis in T1-T2 papillary thyroid cancer with no lateral lymph node metastasis. Frontiers in Endocrinology, 14. https://doi.org/10.3389/fendo.2023.1112506 DOI
  4. Min, Y., Feng, Y., Xiang, K., Chen, H., Wang, X., & Yin, G. (2021). A Nomogram Predicting Central Lymph Node Metastasis for Patients with Papillary Thyroid Cancer. . https://doi.org/10.21203/rs.3.rs-182268/v1 DOI
  5. Xiao, Y., Zhou, P., Zheng, Y., Zheng, C., Liu, G., & Liu, W. (2021). A Nomogram for Predicting Lateral Lymph Node Metastasis in Cases of Papillary Thyroid Micro-Carcinoma with Suspected Lymph Node Metastasis. Oncologie, 23(2), 219-228. https://doi.org/10.32604/oncologie.2021.016480 DOI
  6. Zhou, J., Zhao, B., Liu, L., & Shi, K. (2024). A nomogram for individualized prediction for cervical lymph node metastasis of papillary thyroid carcinoma. Gland Surgery, 13(11), 1965-1976. https://doi.org/10.21037/gs-24-277 DOI
  7. Zhao, W. (2023). A nomogram prediction for the metastasis of central lymph node in papillary thyroid carcinoma: One-center retrospective report. Asian Journal of Surgery, 46(9), 3916-3917. https://doi.org/10.1016/j.asjsur.2023.03.174 DOI
  8. Zhao, D., Li, W., & Zhang, X. (2024). Development and validation of a nomogram for preoperative prediction of ipsilateral cervical central lymph node metastasis in papillary thyroid cancer: a population-based study. Gland Surgery, 13(4), 532-543. https://doi.org/10.21037/gs-23-478 DOI
  9. Feng, H., Chen, Z., An, M., Chen, Y., & Chen, B. (2023). Nomogram for preoperative prediction of high-volume lymph node metastasis in the classical variant of papillary thyroid carcinoma. Frontiers in Surgery, 10. https://doi.org/10.3389/fsurg.2023.1106137 DOI
  10. Lu, Y., Qian, K., Fei, M., Guo, K., Shi, Y., & Wang, Z. (2022). A prognostic nomogram for papillary thyroid cancer lymph node metastasis based on immune score. Frontiers in Endocrinology, 13. https://doi.org/10.3389/fendo.2022.993856 DOI
Publication details
Journal
Clinical Translation & Population Health
Volume
1 (2026)
Article number
ct20260014
License
CC BY 4.0