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Correspondence to Author: Costa Santos, L. Eduardo¹, González Romero,Francisco Javier², Del Valle-Mendoza, Juana Mercedes³, Ponce-Benavente, Luis³, Rojas-Pinelo,Patricia³, Aguilar-Luis, Miguel Angel³, PalomaresReyes, Carlos³, Becerra-Goicochea, Lorena⁴, Pinillos-Vilca, Luis⁴, Silva-Caso, Wilmer³, Weig,Pablo³, Alvitrez-Arana, Juan³, Bazán-Mayra, Jorge⁵. 

¹ Universidad Viña del Mar, Escuela de Ciencias, Viña del Mar, Chile. Email: lcosta@uvm.cl
²Universidad Viña del Mar, Escuela de Ciencias, Viña del Mar, Chile. Email: f.gonzalez@uvm.cl
³Universidad Peruana de Ciencias Aplicadas. Escuela de Medicina. Lima, Perú Email: juana.delvalle@upc.pe
³Universidad Peruana de Ciencias Aplicadas. Escuela de Medicina. Lima, Perú Wilmer Silva‑Caso
³Universidad Peruana de Ciencias Aplicadas. Escuela de Medicina. Lima, Perú Pablo Weilg
³Universidad Peruana de Ciencias Aplicadas. Escuela de Medicina. Lima, Perú Juan Alvitrez‑Arana
⁴Hospital Regional Docente de Cajamarca, Cajamarca, Perú. Lorena Becerra‑Goicochea
⁴Hospital Regional Docente de Cajamarca, Cajamarca, Perú. Luis Pinillos‑Vilca
⁵Dirección Regional de Salud de Cajamarca (DIRESA), Cajamarca, Perú. Jorge Bazán‑Mayra

DOI: 10.52338/jwhi.2025.4345

INTRODUCTION:

Cervical cancer is a public health problem that accounts for 36% of all cancers in women. Of these, 99.7% show the presence of HPV (human papillomavirus) DNA, its main aetiological agent, with viral genotypes 16 and 18 being the most common. Although cervical can-cers originate from cells with precancerous changes (precancers), only some women with precancerous cells will develop the disease (American Cancer Society 2014). Progression from precancer to cancer usually takes several years, although it can sometimes happen in less than a year. In some women, precancerous cells may remain unchanged or even disap-pear without treatment. However, in some cases, precancerous cells develop into full-blown (invasive) cancers. However, in some cases, precancerous lesions become full-blown (invasive) cancers. According to the Coordinator of the Cancer Prevention and Control Directorate of the Peruvian Ministry of Health, “75% of cancer cases in Peru are diagnosed at an advanced stage, which leads to a higher risk of death from this disease. For this reason, it is necessary to reduce the mortality from cancer by promoting that people themselves take care of early detection, with preventive evaluations and access to timely care for specialised The aim of this work is to develop predictive models by correlating additional risk factors with the presence of highrisk human papillomavirus in healthy women.

Citation:

Luis Eduardo Costa-Santos , Search For Models Under The Machine Learning Philosophy Of Predictors Of High-Risk HPV Infection In Healthy Women. Journal of Women’s Health Issues 2025.