2026PresenterHCII 2026 · Montreal, Canada
“Patient Experience Segmentation Using Unsupervised Clustering Under Waiting and Access Constraints.”
2026External ReviewerANID · FONDECYT Initiation 2026
Peer review of a research proposal within ANID’s official evaluation process.
2026Peer ReviewerBMC Health Services Research
Peer review of a scientific manuscript.
2026Peer ReviewerHealth Policy and Technology
Review of “Beyond Resources: Determinants of Surgical Waiting Times in Spain’s Decentralized Healthcare”.
2026Peer ReviewerData
Peer review of a scientific manuscript.
2026Peer ReviewerMathematics
Peer review of a scientific manuscript.
2025External ReviewerANID · FONDECYT Initiation 2025
Peer review of a research proposal within ANID’s official evaluation process.
2025Presenter2025 IEEE International Conference on Emerging Innovation and Digital Technology (ICEIDT)
“Reducing Vulnerability and Waiting Times in Surgical Scheduling Using Mathematical Optimization.”
2025PresenterXVI INFONOR 2025
“Rule-Based Decision Tree for Surgical Priorization in Otolaringology.”
2025PresenterConferencias CLEI, JCC, CHILECON 2025
“Reducing Waiting Times to Improve Patient Satisfaction: A Hybrid Strategy for Decision Support Management.” Track: Best of Our Research.
2025PresenterHCI INTERNATIONAL 2025 · Gothenburg, Sweden
“Key Factors in Patient Satisfaction: A Random Forest Strategy.”
2025Scientific Committee2025 IEEE International Conference on Emerging Innovation and Digital Technology (ICEIDT)
Paper reviewer.
2025Scientific CommitteeXVI INFONOR 2025
Paper reviewer.
2025Scientific CommitteeConferencias CLEI, JCC, CHILECON 2025
Paper reviewer.
2025ChairConferencias CLEI, JCC, CHILECON 2025
Served as Chair.
2025Peer ReviewerSensors
Review of “Clinical Validation of a Video-Otoscopy-Based Medical Device for the Remote Diagnosis of Ear Complaints”.
2025Peer ReviewerSensors
Review of “A Comparative Analysis of IoT Machine Learning Methods for Effective Diabetes Prediction”.
2025Peer ReviewerSystems
Review of “A Multi-Objective Simulation–Optimization Framework for Emergency Department Efficiency Using RSM and Goal Programming”.
2025Peer ReviewerApplied Sciences
Review of “Machine Learning in Clinical Decision Making: Algorithmic Challenges, Data Limitations and Multidisciplinary Perspectives”.
2025Guest EditorSustainability
Special Issue: “Service Experience and Servicescape in Sustainable Consumption”.
2024PresenterHCI International · Washington D.C., USA · Washington Hilton Hotel
“Use of Artificial Intelligence as a Mechanism to Evaluate Costumer Experience. Literature Review.”
2024Keynote SpeakerXV International Conference on Computing and Informatics of Northern Chile (INFONOR) · September 4–6 · Copiapó, Chile · University of Atacama
“Management of non-GES surgical waiting lists in the Chilean public health system.”
2024Academic Committee MemberXV INFONOR · Copiapó, Chile
Participation in the academic committee.
2024Co-authorIEEE Chilean Computing Conference (JCC) · October 28–30 · Temuco, Chile · University of La Frontera
“Digital Skills in Higher Education: Strategies Adopted by Universities to Promote their Development in Students and Professors.”
2024Peer ReviewerExpert Systems with Applications
Review of “Prioritization of Transfer Centers Using GIS and Fuzzy Dombi Bonferroni Weighted Assessment (DOBAS) Model”.
2023ChairASFAE-ENEFA Conference · Catholic University of the Most Holy Conception · Concepción, Chile
Review and evaluation of scientific papers in the “Information Systems for Decision-Making” track.
2023PresenterASFAE-ENEFA Conference · Concepción, Chile
Presentation of “A Hybrid Algorithm of ML and XAI to Prevent Breast Cancer: A Strategy to Support Decision Making”.
2023Peer ReviewerExpert Systems with Applications
Review of the article “Prioritization of Transfer Centers Using GIS and Fuzzy Dombi Bonferroni Weighted Assessment (DOBAS) Model”.
2023Peer ReviewerExpert Systems with Applications
Review of the article “Intelligent Framework for the Classification of Skewed Multiclass Biomass Feedstock”.
OtherPresenterCPA School Research Seminar · Catholic University of Maule · Talca, Chile
Presentation of a research study.
OtherInternational TrainingINTECAP · Guatemala
International teaching in data analytics for decision-making.
Other (2025–present)Doctoral Program Faculty MemberPhD Program in Translational Biotechnology · Catholic University of Maule
Participation in academic committees and doctoral faculty meetings.