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Santiago de Leon-Martinez

Santiago de Leon-Martinez
Kempelen institute of Intelligent Technologies

Master of Science
MSCA Eyes4ICU PhD Student at Kempelen Institute of Intelligent Technologies and Brno University of Technology.

About

17
Publications
1,415
Reads
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254
Citations
Introduction
I am a Spanish American PhD student at KInIT in the MSCA Eyes4ICU doctoral network. I have a master’s degree in Health Information Engineering from the University Carlos III of Madrid, with previous research experience in physics, neurobiology, chemistry, and mathematics. I have publications spanning the fields of mathematical number theory, psychiatry, and machine learning. My current research is focused on the evaluation of users and recommender systems through eye tracking analysis
Additional affiliations
June 2010 - August 2010
University of Kentucky
Position
  • Summer Research Technician
Description
  • Study of methods and growth conditions of graphene on silicon nitride chips. Presented at the Center for Advanced Materials Conference
September 2010 - March 2011
University of Kentucky
Position
  • Student Researcher
Description
  • Analysis of aligned growth of carbon nanotubes and graphene on silicon nitride substrates. Presented at Central Kentucky Regional Science and Engineering Fair
January 2011 - April 2012
University of Kentucky
Position
  • Student Researcher
Description
  • The optimization of 1,3-phenylenediamine (mPD) and nafion exclusion layers for selectivity in microelectrode arrays. Presented at Paul Laurence Dunbar Math, Science, and Technology Center Symposium
Education
September 2021 - September 2022
University Carlos III de Madrid
Field of study
  • Information Health Engineering
August 2012 - May 2016
University of Kentucky
Field of study
  • BS in Mathematics , BA in Chemistry, BS in Spanish

Publications

Publications (17)
Article
Full-text available
Background Functional limitations are associated with poor clinical outcomes, higher mortality, and disability rates, especially in older adults. Continuous assessment of patients’ functionality is important for clinical practice; however, traditional questionnaire-based assessment methods are very time-consuming and infrequently used. Mobile sensi...
Article
Full-text available
Wearable devices and mobile sensors enable the real-time collection of an abundant source of physiological and behavioural data unobtrusively. Unlike traditional in-person evaluation or ecological momentary assessment (EMA) questionnaire-based approaches, these data sources open many possibilities in remote patient monitoring. However, defining rob...
Preprint
Carousels (also-known as multilists) have become the standard user interface for e-commerce platforms replacing the ranked list, the previous standard for recommender systems. While the research community has begun to focus on carousels, there are many unanswered questions and undeveloped areas when compared to the literature for ranked lists, whic...
Preprint
Eye tracking in recommender systems can provide an additional source of implicit feedback, while helping to evaluate other sources of feedback. In this study, we use eye tracking data to inform a collaborative filtering model for movie recommendation providing an improvement over the click-based implementations and additionally analyze the area of...
Preprint
BACKGROUND Functional limitations are associated with poor clinical outcomes, higher mortality, and disability rates, especially in older adults. Continuous assessment of patients’ functionality is important for clinical practice; however, traditional questionnaire-based assessment methods are very time-consuming and infrequently used. Mobile sensi...
Article
Full-text available
(1) Background: The present study aimed to investigate the onset of mental disorders in the six months following hospitalization for COVID-19 in people without a previous psychiatric history. (2) Methods: This was a longitudinal study carried out among adults who had been hospitalized due to COVID-19 infection. Six months after discharge, a series...
Article
Full-text available
Introduction Impulsivity is present in a range of mental disorders and has been associated with suicide. Traditional measures of impulsivity have certain limitations, such as the lack of ecological validity. Virtual reality (VR) may overcome these issues. This study aims to validate the VR assessment tool ‘Spheres & Shield Maze Task’ and speech ana...
Preprint
BACKGROUND Functional limitations are associated with poor clinical outcomes, higher mortality, and disability rates, especially in the elderly. Continuous assessment of patients’ functionality is important for clinical practice; however, traditional questionnaire-based assessment methods are very time-consuming and infrequently used. Mobile sensin...
Article
The main aim of the current study is to examine the demographic and clinical factors that predict a continuity of the use of Mental Health Services (MHS) in adulthood by subjects who have engaged in non-suicidal-self-injury behaviors (NSSI) and have been followed in MHS in their teen years. A cohort of 147 participants was selected from an original...
Article
Full-text available
Introduction Mental disorders represent the second cause of years lived with disability worldwide. Suicide mortality has been targeted as a key public health concern by the WHO. Smartphone technology provides a huge potential to develop massive and fast surveys. Given the vast cultural diversity of Mexico and its abrupt orography, smartphone-based...
Article
Introduction Electronic ecological momentary assessment (EMA) can provide precise information regarding day-to-day functioning of patients overcoming some of the limitations of usual clinical evaluation; however adherence to this methodology might be a major threat. Research and application of EMA concerning clinical settings remains scant. Our goa...
Article
Background : Smartphone-based ecological momentary assessment (EMA) is a promising methodology for mental health research. The objective of this study is to determine the feasibility of smartphone-based active and passive EMA in psychiatric outpatients and student controls. Methods : Two smartphone applications —MEmind and eB²— were developed for...
Article
Full-text available
Background: Suicide prevention is one of the greatest challenges in mental health policies. Since a previous suicide attempt is the main predictor of future suicidal behaviour, clinical management of suicide attempters is vital for lowering mortality. Psychopharmacological interventions are still nonspecific, and their effectiveness have often bee...
Article
Ecological momentary assessment is an excellent tool for the measurement of different day-to-day domains in patients and capturing real-world and real-time data. The purpose of this review is to evaluate feasibility in current ecological momentary assessment studies on emotional and behavioral functioning, functional impairments, and quality of lif...

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