Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer

Gonzalo Navarrete; Gabriel Martínez; Claudio Barrientos; Rodrigo Venegas; Cecilia Carvacho; Patricio Wolff; Constanza Contreras; Fernán Gómez-Valenzuela; Lilian Solis; Isabel Muñoz; Jocelyn Cofré; Carla Bermudez; Robin Vernooij

doi:10.1016/j.jgo.2026.103031

Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer

Gonzalo Navarrete^*
, Gabriel Martínez
, Claudio Barrientos
, Rodrigo Venegas
, Cecilia Carvacho
, Patricio Wolff
, Constanza Contreras
, Fernán Gómez-Valenzuela
, Lilian Solis
, Isabel Muñoz
, Jocelyn Cofré
, Carla Bermudez
, Robin Vernooij

^*Corresponding author for this work

Central Diagnostic Laboratory

Research output: Contribution to journal › Article › Academic › peer-review

Abstract

This manuscript is expected to be considered as a “Research Letter”; therefore, an Abstract is not mandatory.

Original language	English
Article number	103031
Journal	Journal of geriatric oncology
Volume	17
Issue number	6
Early online date	17 Jun 2026
DOIs	https://doi.org/10.1016/j.jgo.2026.103031
Publication status	Published - Jul 2026

Keywords

Aged
Clinical decision support systems
Geriatric assessment
Machine learning
Oncogeriatrics

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10.1016/j.jgo.2026.103031

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Navarrete, G., Martínez, G., Barrientos, C., Venegas, R., Carvacho, C., Wolff, P., Contreras, C., Gómez-Valenzuela, F., Solis, L., Muñoz, I., Cofré, J., Bermudez, C., & Vernooij, R. (2026). Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer. Journal of geriatric oncology, 17(6), Article 103031. https://doi.org/10.1016/j.jgo.2026.103031

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title = "Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer",

abstract = "This manuscript is expected to be considered as a {\textquotedblleft}Research Letter{\textquotedblright}; therefore, an Abstract is not mandatory.",

keywords = "Aged, Clinical decision support systems, Geriatric assessment, Machine learning, Oncogeriatrics",

author = "Gonzalo Navarrete and Gabriel Mart{\'i}nez and Claudio Barrientos and Rodrigo Venegas and Cecilia Carvacho and Patricio Wolff and Constanza Contreras and Fern{\'a}n G{\'o}mez-Valenzuela and Lilian Solis and Isabel Mu{\~n}oz and Jocelyn Cofr{\'e} and Carla Bermudez and Robin Vernooij",

note = "Publisher Copyright: Copyright {\textcopyright} 2026. Published by Elsevier Ltd.",

year = "2026",

month = jul,

doi = "10.1016/j.jgo.2026.103031",

language = "English",

volume = "17",

journal = "Journal of geriatric oncology",

issn = "1879-4068",

publisher = "Elsevier Limited",

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}

Navarrete, G, Martínez, G, Barrientos, C, Venegas, R, Carvacho, C, Wolff, P, Contreras, C, Gómez-Valenzuela, F, Solis, L, Muñoz, I, Cofré, J, Bermudez, C & Vernooij, R 2026, 'Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer', Journal of geriatric oncology, vol. 17, no. 6, 103031. https://doi.org/10.1016/j.jgo.2026.103031

TY - JOUR

T1 - Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer

AU - Navarrete, Gonzalo

AU - Martínez, Gabriel

AU - Barrientos, Claudio

AU - Venegas, Rodrigo

AU - Carvacho, Cecilia

AU - Wolff, Patricio

AU - Contreras, Constanza

AU - Gómez-Valenzuela, Fernán

AU - Solis, Lilian

AU - Muñoz, Isabel

AU - Cofré, Jocelyn

AU - Bermudez, Carla

AU - Vernooij, Robin

PY - 2026/7

Y1 - 2026/7

N2 - This manuscript is expected to be considered as a “Research Letter”; therefore, an Abstract is not mandatory.

AB - This manuscript is expected to be considered as a “Research Letter”; therefore, an Abstract is not mandatory.

KW - Aged

KW - Clinical decision support systems

KW - Geriatric assessment

KW - Machine learning

KW - Oncogeriatrics

UR - https://www.scopus.com/pages/publications/105042452671

U2 - 10.1016/j.jgo.2026.103031

DO - 10.1016/j.jgo.2026.103031

M3 - Article

AN - SCOPUS:105042452671

SN - 1879-4068

VL - 17

JO - Journal of geriatric oncology

JF - Journal of geriatric oncology

IS - 6

M1 - 103031

ER -

Machine learning models as a supporting tool to decide systemic therapy for older adults with cancer

Abstract

Keywords

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