{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,13]],"date-time":"2026-05-13T18:16:57Z","timestamp":1778696217182,"version":"3.51.4"},"reference-count":59,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T00:00:00Z","timestamp":1776816000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0"},{"start":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T00:00:00Z","timestamp":1776816000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0"}],"funder":[{"name":"Fujian Provincial Health Science and Technology Program\uff08CN\uff09","award":["2024CXB007"],"award-info":[{"award-number":["2024CXB007"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pain Ther"],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1007\/s40122-026-00836-9","type":"journal-article","created":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T16:01:43Z","timestamp":1776873703000},"page":"817-851","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Multicenter Prospective Study to Develop a Prediction Model for Postherpetic Neuralgia Using Clinical and Laboratory Indicators"],"prefix":"10.1007","volume":"15","author":[{"given":"Jiaqi","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanbing","family":"Yao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Honggeng","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiaxiong","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shulin","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shiyuan","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziheng","family":"Xiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiewei","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunmei","family":"Fan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,4,22]]},"reference":[{"issue":"1","key":"836_CR1","first-page":"55","volume":"18","author":"GE Gross","year":"2020","unstructured":"Gross GE, Eisert L, Doerr HW, Fickenscher H, Knuf M, Maier P, et al. S2k guidelines for the diagnosis and treatment of herpes zoster and postherpetic neuralgia. JDDG. 2020;18(1):55\u201378.","journal-title":"JDDG"},{"issue":"3","key":"836_CR2","first-page":"161","volume":"22","author":"SY Yu","year":"2016","unstructured":"Yu SY, Wan Y, Wan Q, Ma K, Wang JS, Lu ZH, et al. Diagnosis and treatment of postherpetic neuralgia in China: experts\u2019 consensus. Zhongguo Tengtong Yixue Zazhi. 2016;22(3):161\u20137.","journal-title":"Zhongguo Tengtong Yixue Zazhi"},{"key":"836_CR3","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2022.948024","volume":"13","author":"L Chen","year":"2022","unstructured":"Chen L, Qing A, Zhu T, Yang P, Ye L. Effect and safety of extracorporeal shockwave therapy for postherpetic neuralgia: a randomized single-blind clinical study. Front Neurol. 2022;13:948024.","journal-title":"Front Neurol"},{"key":"836_CR4","doi-asserted-by":"publisher","DOI":"10.1016\/j.neulet.2021.136233","volume":"765","author":"CL Stucky","year":"2021","unstructured":"Stucky CL, Mikesell AR. Cutaneous pain in disorders affecting peripheral nerves. Neurosci Lett. 2021;765:136233.","journal-title":"Neurosci Lett"},{"key":"836_CR5","doi-asserted-by":"publisher","DOI":"10.3390\/jpm13091286","author":"JS Chae","year":"2023","unstructured":"Chae JS, Im J, Choi YJ, Lee HJ, Kim WJ. Comparison of the severity of zoster-associated pain and incidence of postherpetic neuralgia in patients with and without pre-existing spinal disorders at the same spinal nerve level: a retrospective multicenter study. J Personal Med. 2023. https:\/\/doi.org\/10.3390\/jpm13091286.","journal-title":"J Personal Med"},{"issue":"1","key":"836_CR6","doi-asserted-by":"publisher","first-page":"51","DOI":"10.36076\/ppj.2024.27.51","volume":"27","author":"J Tang","year":"2024","unstructured":"Tang J, Zhang Z, Yao M. Predictive value of blood glucose coefficient of variation for prognoses in patients with diabetes mellitus-associated herpes zoster. Pain Physician. 2024;27(1):51\u20138.","journal-title":"Pain Physician"},{"issue":"5","key":"836_CR7","first-page":"552","volume":"46","author":"WT Xu","year":"2018","unstructured":"Xu WT, Wang QF. [Advances in epidemiology and economic burden of herpes zoster and postherpetic neuralgia]. Tianjin Yiyao. 2018;46(5):552\u20136.","journal-title":"Tianjin Yiyao"},{"issue":"3","key":"836_CR8","doi-asserted-by":"publisher","DOI":"10.1080\/21645515.2023.2268990","volume":"19","author":"P Chen","year":"2023","unstructured":"Chen P, Chen Z, Xiao Y, Chen X, Li J, Tang Y, et al. Characteristics and economic burden of hospitalized patients with herpes zoster in China, before vaccination. Hum Vaccin Immunother. 2023;19(3):2268990.","journal-title":"Hum Vaccin Immunother"},{"issue":"8","key":"836_CR9","first-page":"603","volume":"26","author":"YF Zeng","year":"2020","unstructured":"Zeng YF, Jin Y. [Research progress on risk factors for postherpetic neuralgia]. Zhongguo Tengtong Yixue Zazhi. 2020;26(8):603\u20137.","journal-title":"Zhongguo Tengtong Yixue Zazhi"},{"issue":"5","key":"836_CR10","doi-asserted-by":"publisher","first-page":"502","DOI":"10.1684\/ejd.2024.4749","volume":"34","author":"T Gambichler","year":"2024","unstructured":"Gambichler T, Beilenhoff M, Abu Rached N, Susok L. Prognostic clinical characteristics and systemic immune inflammatory biomarkers in 520 inpatients with herpes zoster: a retrospective analysis based on tertiary care hospitals. Eur J Dermatol. 2024;34(5):502\u20138.","journal-title":"Eur J Dermatol"},{"issue":"3","key":"836_CR11","doi-asserted-by":"publisher","first-page":"572","DOI":"10.1016\/j.jaad.2016.03.050","volume":"75","author":"YT Chen","year":"2016","unstructured":"Chen YT, Wang HH, Wang TJ, Li YC, Chen TJ. Early application of low-level laser may reduce the incidence of postherpetic neuralgia (PHN). J Am Acad Dermatol. 2016;75(3):572\u20137.","journal-title":"J Am Acad Dermatol"},{"issue":"2","key":"836_CR12","doi-asserted-by":"publisher","first-page":"375.e1","DOI":"10.1016\/j.ajem.2018.10.028","volume":"37","author":"E Tekin","year":"2019","unstructured":"Tekin E, Ahiskalioglu A, Aydin ME, Sengun E, Bayramoglu A, Alici HA. High-thoracic ultrasound-guided erector spinae plane block for acute herpes zoster pain management in emergency department. Am J Emerg Med. 2019;37(2):375.e1-.e3.","journal-title":"Am J Emerg Med"},{"key":"836_CR13","doi-asserted-by":"publisher","DOI":"10.3389\/fphar.2024.1470772","volume":"15","author":"L Wang","year":"2024","unstructured":"Wang L, Xu S, Jiang Z, He R. Ultrasound-guided thoracic paravertebral injection of dexamethasone palmitate combined with ropivacaine for the treatment of thoracic herpes zoster-related pain: protocol for a prospective, randomized controlled, single-center study. Front Pharmacol. 2024;15:1470772.","journal-title":"Front Pharmacol"},{"key":"836_CR14","doi-asserted-by":"crossref","unstructured":"Xue S, Yang WJ, Cao ZX, Sun T. Comparing the efficacy and safety of short-term spinal cord stimulation and pulsed radiofrequency for zoster-related pain: a systematic review and meta-analysis. Medicine (Baltimore). 2022;101(11).","DOI":"10.1097\/MD.0000000000029073"},{"key":"836_CR15","doi-asserted-by":"publisher","first-page":"4805","DOI":"10.2147\/IJGM.S480411","volume":"17","author":"D Wu","year":"2024","unstructured":"Wu D, Li F, Yang F, Liu J. Validity of plasma Neuropeptide Y in combination with clinical factors in predicting neuralgia following herpes zoster. Int J Gen Med. 2024;17:4805\u201314.","journal-title":"Int J Gen Med"},{"issue":"2","key":"836_CR16","doi-asserted-by":"publisher","first-page":"157","DOI":"10.4103\/0019-5154.177748","volume":"61","author":"YC Lai","year":"2016","unstructured":"Lai YC, Yew YW. Risk of herpes zoster and family history: a meta-analysis of case-control studies. Indian J Dermatol. 2016;61(2):157\u201362.","journal-title":"Indian J Dermatol"},{"issue":"3","key":"836_CR17","doi-asserted-by":"publisher","first-page":"251","DOI":"10.4103\/ijdvl.IJDVL_1021_16","volume":"84","author":"E Koshy","year":"2018","unstructured":"Koshy E, Mengting L, Kumar H, Jianbo W. Epidemiology, treatment and prevention of herpes zoster: a comprehensive review. Indian J Dermatol Venereol Leprol. 2018;84(3):251\u201362.","journal-title":"Indian J Dermatol Venereol Leprol"},{"key":"836_CR18","doi-asserted-by":"publisher","DOI":"10.1016\/j.cca.2025.120181","volume":"569","author":"TS Pillay","year":"2025","unstructured":"Pillay TS, Topcu D, Yenice S. Harnessing AI for enhanced evidence-based laboratory medicine (EBLM). Clin Chim Acta. 2025;569:120181.","journal-title":"Clin Chim Acta"},{"issue":"10","key":"836_CR19","doi-asserted-by":"publisher","first-page":"1622","DOI":"10.1111\/1346-8138.16091","volume":"48","author":"M Kinouchi","year":"2021","unstructured":"Kinouchi M, Igawa S, Ohtsubo S, Doi H, Honma M. Easy-to-use prediction model for postherpetic neuralgia. J Dermatol. 2021;48(10):1622\u20133.","journal-title":"J Dermatol"},{"issue":"8","key":"836_CR20","doi-asserted-by":"publisher","first-page":"E843","DOI":"10.36076\/ppj.2024.7.E843","volume":"27","author":"HM Hu","year":"2024","unstructured":"Hu HM, Mao P, Liu X, Zhang YJ, Li C, Zhang Y, et al. A nomogram model for predicting postherpetic neuralgia in patients with herpes zoster: a prospective study. Pain Physician. 2024;27(8):E843\u201350.","journal-title":"Pain Physician"},{"key":"836_CR21","doi-asserted-by":"publisher","first-page":"2299","DOI":"10.2147\/JPR.S466939","volume":"17","author":"M Cai","year":"2024","unstructured":"Cai M, Yin J, Zeng Y, Liu H, Jin Y. A prognostic model incorporating relevant peripheral blood inflammation indicator to predict postherpetic neuralgia in patients with acute herpes zoster. J Pain Res. 2024;17:2299\u2013309.","journal-title":"J Pain Res"},{"issue":"8","key":"836_CR22","doi-asserted-by":"publisher","first-page":"3924","DOI":"10.1002\/jmv.27781","volume":"94","author":"T Oskay","year":"2022","unstructured":"Oskay T, Keskin C, \u00d6zen M. Antioxidant and inflammatory biomarkers in herpes zoster. J Med Virol. 2022;94(8):3924\u20139.","journal-title":"J Med Virol"},{"key":"836_CR23","doi-asserted-by":"crossref","unstructured":"Gu J, Yuan Y, Wang J, Liu H, Zhang Z, Yan Y. Serum inflammatory cytokine levels in herpes zoster patients and their association with postherpetic neuralgia: a prospective study. Med Sci Monit. 2023;29.","DOI":"10.12659\/MSM.941878"},{"key":"836_CR24","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/8730918","author":"T Wang","year":"2020","unstructured":"Wang T, Fei Y, Yao M, Tao J, Deng J, Huang B. Correlation between galectin-3 and early herpes zoster neuralgia and postherpetic neuralgia: a retrospective clinical observation. Pain Res Manage. 2020. https:\/\/doi.org\/10.1155\/2020\/8730918.","journal-title":"Pain Res Manage"},{"issue":"7","key":"836_CR25","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0132855","volume":"10","author":"W Liu","year":"2015","unstructured":"Liu W, Sigdel KR, Wang Y, Su Q, Huang Y, Zhang YL, et al. High level serum procalcitonin associated gouty arthritis susceptibility: from a southern Chinese Han population. PLoS ONE. 2015;10(7):e0132855.","journal-title":"PLoS ONE"},{"key":"836_CR26","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2024.1411541","author":"Y Wang","year":"2024","unstructured":"Wang Y, Jia T. Causal links between blood inflammation markers and postherpetic neuralgia risk: insights from a two-sample Mendelian randomization study. Front Neurol. 2024. https:\/\/doi.org\/10.3389\/fneur.2024.1411541.","journal-title":"Front Neurol"},{"key":"836_CR27","doi-asserted-by":"publisher","DOI":"10.3389\/fimmu.2023.1183378","author":"X Liang","year":"2023","unstructured":"Liang X, Fan Y. Bidirectional two-sample Mendelian randomization analysis reveals a causal effect of interleukin-18 levels on postherpetic neuralgia risk. Front Immunol. 2023. https:\/\/doi.org\/10.3389\/fimmu.2023.1183378.","journal-title":"Front Immunol"},{"issue":"1","key":"836_CR28","first-page":"5","volume":"30","author":"DS Wu","year":"2024","unstructured":"Wu DS, Tao W, Zhu Q. [Chinese guidelines for assessment and management of neuropathic pain (2024)]. Zhongguo Tengtong Yixue Zazhi. 2024;30(1):5\u201314.","journal-title":"Zhongguo Tengtong Yixue Zazhi"},{"issue":"1","key":"836_CR29","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1186\/s13040-021-00281-8","volume":"14","author":"M Sharifi","year":"2021","unstructured":"Sharifi M, Khatibi T, Emamian MH, Sadat S, Hashemi H, Fotouhi A. Development of glaucoma predictive model and risk factors assessment based on supervised models. BioData Min. 2021;14(1):48.","journal-title":"BioData Min"},{"key":"836_CR30","doi-asserted-by":"publisher","first-page":"9551","DOI":"10.2147\/JIR.S488676","volume":"17","author":"Z Zhu","year":"2024","unstructured":"Zhu Z, Wang C, Shi L, Li M, Li J, Liang S, et al. Integrating machine learning and the SHapley Additive exPlanations (SHAP) framework to predict lymph node metastasis in gastric cancer patients based on inflammation indices and peripheral lymphocyte subpopulations. J Inflamm Res. 2024;17:9551\u201366.","journal-title":"J Inflamm Res"},{"issue":"1","key":"836_CR31","doi-asserted-by":"publisher","first-page":"17675","DOI":"10.1038\/s41598-020-74703-8","volume":"10","author":"GD Hou","year":"2020","unstructured":"Hou GD, Zheng Y, Zheng WX, Gao M, Zhang L, Hou NN, et al. A novel nomogram predicting the risk of positive biopsy for patients in the diagnostic gray area of prostate cancer. Sci Rep. 2020;10(1):17675.","journal-title":"Sci Rep"},{"issue":"2","key":"836_CR32","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1002\/clc.23957","volume":"46","author":"R Li","year":"2023","unstructured":"Li R, Shen L, Ma W, Yan B, Chen W, Zhu J, et al. Use of machine learning models to predict in-hospital mortality in patients with acute coronary syndrome. Clin Cardiol. 2023;46(2):184\u201394.","journal-title":"Clin Cardiol"},{"key":"836_CR33","doi-asserted-by":"publisher","DOI":"10.1177\/15330338251368956","volume":"24","author":"J Zhang","year":"2025","unstructured":"Zhang J, Hao L, Zhang Q, Zheng L, Xu Q, Gao F. Development and validation of predictive models for differentiating resectable Stage III peripheral SCLC from NSCLC using radiomic features and clinical parameters. Technol Cancer Res Treat. 2025;24:15330338251368956.","journal-title":"Technol Cancer Res Treat"},{"key":"836_CR34","doi-asserted-by":"publisher","first-page":"1771","DOI":"10.2147\/JIR.S408929","volume":"16","author":"H Yu","year":"2023","unstructured":"Yu H, Xue W, Yu H, Gu H, Qin L, Peng A. Joint application of multiple inflammatory cytokines in diagnosis of gout flare. J Inflamm Res. 2023;16:1771\u201382.","journal-title":"J Inflamm Res"},{"key":"836_CR35","doi-asserted-by":"publisher","DOI":"10.1016\/j.ebiom.2025.106010","volume":"122","author":"S Li","year":"2025","unstructured":"Li S, Cen Z, Chen Y, et al. AI-driven breath biopsy from a case-control study assists in the early detection of paediatric brain tumours. EBioMedicine. 2025;122:106010.","journal-title":"EBioMedicine"},{"key":"836_CR36","doi-asserted-by":"publisher","first-page":"1629329","DOI":"10.3389\/fphys.2025.1629329","volume":"16","author":"Z Liu","year":"2025","unstructured":"Liu Z, Huang Y, Li L, Xu Y, Wu P, Zhang Z, et al. Development and clinical application of an automated machine learning-based delirium risk prediction model for emergency polytrauma patients. Front Physiol. 2025;16:1629329.","journal-title":"Front Physiol"},{"key":"836_CR37","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2025.1522868","volume":"16","author":"K Guo","year":"2025","unstructured":"Guo K, Zhu B, Zha L, Shao Y, Liu Z, Gu N, et al. Interpretable prediction of stroke prognosis: SHAP for SVM and nomogram for logistic regression. Front Neurol. 2025;16:1522868.","journal-title":"Front Neurol"},{"key":"836_CR38","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcha.2025.101765","volume":"60","author":"C Li","year":"2025","unstructured":"Li C, Zhao C, Wu B, Zhu F, Yang C, Xu B. Association between epicardial adipose tissue imaging characteristics and left atrial appendage thrombus in patients with atrial fibrillation. IJC Heart Vasc. 2025;60:101765.","journal-title":"IJC Heart Vasc"},{"issue":"2","key":"836_CR39","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1007\/s40122-020-00196-y","volume":"9","author":"XX Wang","year":"2020","unstructured":"Wang XX, Zhang Y, Fan BF. Predicting postherpetic neuralgia in patients with herpes zoster by machine learning: a retrospective study. Pain Ther. 2020;9(2):627\u201335.","journal-title":"Pain Ther"},{"key":"836_CR40","doi-asserted-by":"crossref","unstructured":"Adriaansen EJM, Jacobs JG, Vernooij LM, van Wijck AJM, Cohen SP, Huygen F, et al. 8. Herpes zoster and post herpetic neuralgia. Pain Pract. 2024;25(1).","DOI":"10.1111\/papr.13423"},{"key":"836_CR41","doi-asserted-by":"publisher","DOI":"10.1007\/s40122-025-00796-6","author":"D Wu","year":"2025","unstructured":"Wu D, Peng B, Hua Y, Geng W, Huang B, Lu S, et al. Prediction of postherpetic neuralgia in patients with acute and subacute herpetic neuralgia using structural magnetic resonance imaging: a retrospective study. Pain Ther. 2025. https:\/\/doi.org\/10.1007\/s40122-025-00796-6.","journal-title":"Pain Ther"},{"issue":"1","key":"836_CR42","doi-asserted-by":"publisher","first-page":"378","DOI":"10.4103\/jfmpc.jfmpc_1187_23","volume":"13","author":"MZ Ansari","year":"2024","unstructured":"Ansari MZ, Singh R, Mohanty B, Kumari S, Sunder A. Hyponatremia-induced worsening of trigeminal neuralgia- when the sodium plays the game. J Family Med Prim Care. 2024;13(1):378\u201380.","journal-title":"J Family Med Prim Care"},{"issue":"8","key":"836_CR43","volume":"14","author":"M Fatima","year":"2022","unstructured":"Fatima M, Patel RS, Brunworth JR, Gupta KA, Roach WE, Webeler PL, et al. A case of rapidly progressive coccidioidal meningitis in an immunocompetent patient. Cureus. 2022;14(8):e28643.","journal-title":"Cureus"},{"key":"836_CR44","doi-asserted-by":"publisher","DOI":"10.1186\/s12974-025-03620-2","author":"Y Han","year":"2025","unstructured":"Han Y, Zhang T, Wang D, Yang S, Jiang Y, Zhang Y, et al. Urea functions as a risk signal driving astrocyte-mediated neuroinflammation following stroke. J Neuroinflammation. 2025. https:\/\/doi.org\/10.1186\/s12974-025-03620-2.","journal-title":"J Neuroinflammation"},{"key":"836_CR45","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1016\/j.jad.2025.04.168","volume":"383","author":"X Zhu","year":"2025","unstructured":"Zhu X, Wang X, Wu S, Guan C, Yuan H, Gu W, et al. Gray matter atrophy in the middle frontal gyrus mediates post-traumatic stress symptoms in post-kidney transplant patients: the role of elevated urea levels. J Affect Disord. 2025;383:401\u20139.","journal-title":"J Affect Disord"},{"issue":"23-24","key":"836_CR46","doi-asserted-by":"publisher","first-page":"2094","DOI":"10.1016\/j.cca.2011.07.018","volume":"412","author":"JM Lapp\u00e9","year":"2011","unstructured":"Lapp\u00e9 JM, Horne BD, Shah SH, May HT, Muhlestein JB, Lapp\u00e9 DL, et al. Red cell distribution width, C-reactive protein, the complete blood count, and mortality in patients with coronary disease and a normal comparison population. Clin Chim Acta. 2011;412(23\u201324):2094\u20139.","journal-title":"Clin Chim Acta"},{"key":"836_CR47","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.cca.2014.08.025","volume":"438","author":"Q Liu","year":"2015","unstructured":"Liu Q, Dang AM, Chen BW, Lv NQ, Wang X, Zheng DY. The association of red blood cell distribution width with anemia and inflammation in patients with Takayasu arteritis. Clin Chim Acta. 2015;438:205\u20139.","journal-title":"Clin Chim Acta"},{"key":"836_CR48","doi-asserted-by":"publisher","DOI":"10.3389\/fimmu.2022.1041356","volume":"13","author":"B Xu","year":"2022","unstructured":"Xu B, Zhang Y, Chen G, Feng J, Gan L. Association of mean platelet volume\/lymphocyte ratio with inflammation in non-dialysis patients with chronic kidney disease stages 1-4: a retrospective study. Front Immunol. 2022;13:1041356.","journal-title":"Front Immunol"},{"issue":"4","key":"836_CR49","doi-asserted-by":"publisher","first-page":"883","DOI":"10.1007\/s40122-024-00612-7","volume":"13","author":"Z Lin","year":"2024","unstructured":"Lin Z, Yu LY, Pan SY, Cao Y, Lin P. Development of a prediction model and corresponding scoring table for postherpetic neuralgia using six machine learning algorithms: a retrospective study. Pain Ther. 2024;13(4):883\u2013907.","journal-title":"Pain Ther"},{"issue":"1","key":"836_CR50","doi-asserted-by":"publisher","first-page":"20140","DOI":"10.1038\/s41598-020-76974-7","volume":"10","author":"JS Kang","year":"2020","unstructured":"Kang JS, Lee C, Song W, Choo W, Lee S, Lee S, et al. Risk prediction for malignant intraductal papillary mucinous neoplasm of the pancreas: logistic regression versus machine learning. Sci Rep. 2020;10(1):20140.","journal-title":"Sci Rep"},{"issue":"8","key":"836_CR51","doi-asserted-by":"publisher","DOI":"10.1002\/jmv.29874","volume":"96","author":"PNT Tran","year":"2024","unstructured":"Tran PNT, Siranart N, Sukmark T, Limothai U, Tachaboon S, Tantawichien T, et al. A simple nomogram to predict dengue shock syndrome: a study of 4522 south east Asian children. J Med Virol. 2024;96(8):e29874.","journal-title":"J Med Virol"},{"key":"836_CR52","doi-asserted-by":"publisher","DOI":"10.1200\/CCI-24-00303","volume":"9","author":"V Lee","year":"2025","unstructured":"Lee V, Moore NS, Doyle J, Hicks D, Oh P, Bodofsky S, et al. Prediction of lymph node metastasis in non-small cell lung carcinoma using primary tumor somatic mutation data. JCO Clin Cancer Inform. 2025;9:e2400303.","journal-title":"JCO Clin Cancer Inform"},{"key":"836_CR53","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1016\/j.cca.2019.08.007","volume":"498","author":"SH Gawel","year":"2019","unstructured":"Gawel SH, Lucht M, Gomer H, Treado P, Christensen IJ, Nielsen HJ, et al. Evaluation of algorithm development approaches: development of biomarker panels for early detection of colorectal lesions. Clin Chim Acta. 2019;498:108\u201315.","journal-title":"Clin Chim Acta"},{"issue":"1","key":"836_CR54","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1186\/s12911-021-01558-y","volume":"21","author":"A Larsson","year":"2021","unstructured":"Larsson A, Berg J, Gellerfors M, Gerdin W\u00e4rnberg M. The advanced machine learner XGBoost did not reduce prehospital trauma mistriage compared with logistic regression: a simulation study. BMC Med Inform Decis Mak. 2021;21(1):192.","journal-title":"BMC Med Inform Decis Mak"},{"issue":"3","key":"836_CR55","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2020-043880","volume":"11","author":"A Phillips","year":"2021","unstructured":"Phillips A, Glover C, Leeb A, Cashman P, Fathima P, Crawford N, et al. Safety of live attenuated herpes zoster vaccine in Australian adults 70\u201379 years of age: an observational study using active surveillance. BMJ Open. 2021;11(3):e043880.","journal-title":"BMJ Open"},{"issue":"4","key":"836_CR56","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1111\/pme.12058","volume":"14","author":"MJ Cousins","year":"2013","unstructured":"Cousins MJ, Pickthorn K, Huang S, Critchley L, Bell G. The safety and efficacy of KAI-1678- an inhibitor of epsilon protein kinase C (\u03b5PKC)-versus lidocaine and placebo for the treatment of postherpetic neuralgia: a crossover study design. Pain Med. 2013;14(4):533\u201340.","journal-title":"Pain Med"},{"key":"836_CR57","doi-asserted-by":"publisher","DOI":"10.1155\/2024\/1588891","volume":"2024","author":"R Islam","year":"2024","unstructured":"Islam R, Imran A, Rabbi MF. Prostate cancer detection from MRI using efficient feature extraction with transfer learning. Prostate Cancer. 2024;2024:1588891.","journal-title":"Prostate Cancer"},{"issue":"4","key":"836_CR58","first-page":"470","volume":"6","author":"G Shimada","year":"2023","unstructured":"Shimada G, Nakabayashi R, Komatsu Y. Short-term all-cause in-hospital mortality prediction by machine learning using numeric laboratory results. JMA J. 2023;6(4):470\u201380.","journal-title":"JMA J"},{"key":"836_CR59","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2024.104666","volume":"155","author":"M Piccininni","year":"2024","unstructured":"Piccininni M, Wechsung M, Van Calster B, Rohmann JL, Konigorski S, van Smeden M. Understanding random resampling techniques for class imbalance correction and their consequences on calibration and discrimination of clinical risk prediction models. J Biomed Inform. 2024;155:104666.","journal-title":"J Biomed Inform"}],"container-title":["Pain and Therapy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s40122-026-00836-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s40122-026-00836-9","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s40122-026-00836-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,13]],"date-time":"2026-05-13T18:04:41Z","timestamp":1778695481000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s40122-026-00836-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,22]]},"references-count":59,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2026,6]]}},"alternative-id":["836"],"URL":"https:\/\/doi.org\/10.1007\/s40122-026-00836-9","relation":{},"ISSN":["2193-8237","2193-651X"],"issn-type":[{"value":"2193-8237","type":"print"},{"value":"2193-651X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,22]]},"assertion":[{"value":"1 February 2026","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 March 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 April 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Jiaqi Wang, Yanbing Yao, Honggeng Wang, Jiaxiong Chen, Shulin Huang, Shiyuan Li, Ziheng Xiao, Jiewei Huang, and Chunmei Fan declare that they have no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of Interest"}},{"value":"This study was conducted in accordance with the Declaration of Helsinki. Ethical approval was obtained from the Ethics Committee of The Second Affiliated Hospital of Fujian Medical University (Approval number: [2024] Fuyi Fu Er Ethics Review No. (249)). All participating centers accepted this ethical approval. Written informed consent was obtained from all patients for study participation and publication.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical Approval"}}]}}