Marcelo Matias
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Research Interests
Marcelo Matias has a total of 22 co-authors. Here are the top co-authors by number of shared publications:
- Jorge Oliveira
HEI-Lab: Digital Human-Environment Interaction Labs, Lusófona University, Lisbon/Porto, Portugal, Lisbon, Portugal, Portugal
3 shared publications - Paulo Lopes
School of Psychology and Life Sciences, Lusófona University, Lisboa, Portugal
3 shared publications - Pedro Gamito
HEI-Lab: Digital Human-Environment Interaction Labs, Lusófona University, Campo Grande 376, 1749-024 Lisboa, Portugal
3 shared publications - Pedro Joel Rosa
HEI-Lab: Digital Human-Environment Interaction Labs, Lusófona University, Campo Grande, 376, 1749-024 Lisboa, Portugal
3 shared publications - Rodrigo Brito
School of Psychology and Life Sciences, Lusophone University of Humanities and Technologies, Lisbon, Portugal
3 shared publications - Alberto Deus
Casa de Saúde do Telhal, Instituto São João de Deus, Sintra, Portugal
2 shared publications
Latest Publications
- Open Access
- 5 October 2026
- Published by MDPI AG in Behavioral Sciences
- Vol. 16 (10) , 1821
Prospective Acceptability and Implementation Considerations of a Proposed Brief Online Mindfulness-Based Cognitive Therapy Intervention Among Military Personnel
Burnout constitutes a critical psychological and operational challenge in military environments, with potential implications for well-being and occupational functioning. Mindfulness-Based Cognitive Therapy has shown beneficial effects on stress and burnout across different populations; however, little is known about how brief online adaptations are perceived by active-duty military personnel prior to implementation. This qualitative study explored the prospective acceptability of a proposed brief online Mindfulness-Based Cognitive Therapy program and identified perceived implementation considerations within the Portuguese Army. Fifteen participants (11 men and 4 women) took part in semi-structured interviews, which were analyzed using reflexive thematic analysis within a constructivist framework. Five themes were identified: previous experiences with psychological services, prospective acceptability of the proposed program, practical and cultural barriers, conditions for implementation, and preferences regarding format and facilitation. Participants generally viewed the proposed program favorably and identified brevity, confidentiality, scheduling flexibility, digital access, leadership support, and facilitator credibility as potentially important for future implementation, while stigma and workload were perceived as relevant barriers. These findings reflect prospective perceptions rather than actual intervention feasibility or effectiveness. Public Significance Statement: This study identifies key factors influencing how active-duty military personnel perceive a proposed brief online mindfulness-based intervention before implementation.
- 5 October 2026
- Published by MDPI AG in Behavioral Sciences
- Vol. 16 (10) , 1821
Open AccessProspective Acceptability and Implementation Considerations of a Proposed Brief Online Mindfulness-Based Cognitive Therapy Intervention Among Military Personnel
Burnout constitutes a critical psychological and operational challenge in military environments, with potential implications for well-being and occupational functioning. Mindfulness-Based Cognitive Therapy has shown beneficial effects on stress and burnout across different populations; however, little is known about how brief online adaptations are perceived by active-duty military personnel prior to implementation. This qualitative study explored the prospective acceptability of a proposed brief online Mindfulness-Based Cognitive Therapy program and identified perceived implementation considerations within the Portuguese Army. Fifteen participants (11 men and 4 women) took part in semi-structured interviews, which were analyzed using reflexive thematic analysis within a constructivist framework. Five themes were identified: previous experiences with psychological services, prospective acceptability of the proposed program, practical and cultural barriers, conditions for implementation, and preferences regarding format and facilitation. Participants generally viewed the proposed program favorably and identified brevity, confidentiality, scheduling flexibility, digital access, leadership support, and facilitator credibility as potentially important for future implementation, while stigma and workload were perceived as relevant barriers. These findings reflect prospective perceptions rather than actual intervention feasibility or effectiveness. Public Significance Statement: This study identifies key factors influencing how active-duty military personnel perceive a proposed brief online mindfulness-based intervention before implementation.
- Open Access
- 22 May 2026
- Published by Springer Nature in Current Psychology
- Vol. 45 (10) , 984
Exploring burnout profiles in military personnel: a latent profile analysis approach
Previous research has reported a low prevalence of burnout syndrome in the Portuguese Army. However, it did not explore the internal heterogeneity within the army. Since burnout can manifest in qualitatively different ways among army personnel, overall averages may conceal distinct profiles. This study employed latent profile analysis to identify distinct person-centered profiles along the burnout–engagement continuum based on the three dimensions of the Maslach Burnout Inventory–Human Services Survey. A total of 430 active-duty military personnel completed the instrument and a sociodemographic-organizational questionnaire. Results revealed three profiles: ineffective (33%), engagement (45.6%), and burnout (21.4%). Multinomial logistic regression identified significant predictors of profile membership. Feeling valued by the unit commander strongly increased the likelihood of being in the Engagement profile. Performing ≥ 9 monthly duty shifts significantly raised the odds of being in the Ineffective profile. Older age was a protective factor. These findings highlight the role of recognition, workload, and age in shaping burnout vulnerability in military settings. Public Significance Statement : Nearly one in three Portuguese Army personnel exhibit moderate to high levels of burnout symptoms. This is closely linked to feeling undervalued by leadership, high monthly duty shifts, and younger age. Promoting supportive leadership, recognizing individual contributions, and adjusting workload intensity may help reduce burnout. These actions can foster mental well-being, increase morale, and support long-term operational effectiveness and retention within the military.
- 22 May 2026
- Published by Springer Nature in Current Psychology
- Vol. 45 (10) , 984
Open AccessExploring burnout profiles in military personnel: a latent profile analysis approach
Previous research has reported a low prevalence of burnout syndrome in the Portuguese Army. However, it did not explore the internal heterogeneity within the army. Since burnout can manifest in qualitatively different ways among army personnel, overall averages may conceal distinct profiles. This study employed latent profile analysis to identify distinct person-centered profiles along the burnout–engagement continuum based on the three dimensions of the Maslach Burnout Inventory–Human Services Survey. A total of 430 active-duty military personnel completed the instrument and a sociodemographic-organizational questionnaire. Results revealed three profiles: ineffective (33%), engagement (45.6%), and burnout (21.4%). Multinomial logistic regression identified significant predictors of profile membership. Feeling valued by the unit commander strongly increased the likelihood of being in the Engagement profile. Performing ≥ 9 monthly duty shifts significantly raised the odds of being in the Ineffective profile. Older age was a protective factor. These findings highlight the role of recognition, workload, and age in shaping burnout vulnerability in military settings. Public Significance Statement : Nearly one in three Portuguese Army personnel exhibit moderate to high levels of burnout symptoms. This is closely linked to feeling undervalued by leadership, high monthly duty shifts, and younger age. Promoting supportive leadership, recognizing individual contributions, and adjusting workload intensity may help reduce burnout. These actions can foster mental well-being, increase morale, and support long-term operational effectiveness and retention within the military.
- 1 September 2025
- Published by Associacao Portuguesa de Sociologia in SOCIOLOGIA ON LINE
- No. 37,p. 1-24
A marca do Exército Português no século XXI: recrutamento e a perceção dos jovens candidatos
Inserido desde 2004 no mercado de recrutamento de recursos humanos, o Exército Português tem enfrentado inúmeros desafios na alimentação das suas fileiras nomeadamente na categoria de Praças. A introdução do modelo de profissionalização no ambiente militar impôs desde logo normas que até ao momento eram exclusivas ao Quadro Permanente. Com um diagnóstico já identificado tanto ao nível externo como interno, a quebra acentuada de jovens em concorrer para o Exército encontra-se interligado a uma variedade de condicionantes que são o produto da sociedade atual. A investigação aqui apresentada pertence a um projeto iniciado em 2018, apoiado e financiado pelo Military Academy Research Center, com o objetivo de compreender em profundidade a problemática, focando-se na conceção da “marca” do Exército e no seu impacto nos possíveis candidatos ao serviço militar. A investigação focou-se nos jovens inscritos no Instituto de Emprego e Formação Profissional da região de Lisboa, Setúbal e Leiria com idade recrutável. A informação foi recolhida durante o período do COVID-19 (setembro 2020 a abril 2021) tendo sido obtida uma amostra de 210 indivíduos. As conclusões deste estudo apontam para campos de oportunidade que poderão contribuir para o melhoramento da brand do Exército, destacando a importância de ações de comunicação interna e externa alinhadas ao marketing, focadas na perceção positiva junto dos jovens e no fortalecimento da cultura organizacional.
- 1 September 2025
- Published by Associacao Portuguesa de Sociologia in SOCIOLOGIA ON LINE
- No. 37,p. 1-24
A marca do Exército Português no século XXI: recrutamento e a perceção dos jovens candidatos
Inserido desde 2004 no mercado de recrutamento de recursos humanos, o Exército Português tem enfrentado inúmeros desafios na alimentação das suas fileiras nomeadamente na categoria de Praças. A introdução do modelo de profissionalização no ambiente militar impôs desde logo normas que até ao momento eram exclusivas ao Quadro Permanente. Com um diagnóstico já identificado tanto ao nível externo como interno, a quebra acentuada de jovens em concorrer para o Exército encontra-se interligado a uma variedade de condicionantes que são o produto da sociedade atual. A investigação aqui apresentada pertence a um projeto iniciado em 2018, apoiado e financiado pelo Military Academy Research Center, com o objetivo de compreender em profundidade a problemática, focando-se na conceção da “marca” do Exército e no seu impacto nos possíveis candidatos ao serviço militar. A investigação focou-se nos jovens inscritos no Instituto de Emprego e Formação Profissional da região de Lisboa, Setúbal e Leiria com idade recrutável. A informação foi recolhida durante o período do COVID-19 (setembro 2020 a abril 2021) tendo sido obtida uma amostra de 210 indivíduos. As conclusões deste estudo apontam para campos de oportunidade que poderão contribuir para o melhoramento da brand do Exército, destacando a importância de ações de comunicação interna e externa alinhadas ao marketing, focadas na perceção positiva junto dos jovens e no fortalecimento da cultura organizacional.
- 25 June 2025
- Published by Taylor & Francis in Military Psychology
- Vol. 38 (4) , 361-373
Prevalence of burnout syndrome in the Portuguese Army
Burnout, characterized by Emotional Exhaustion (EE), Depersonalization (DP), and Reduced Personal Accomplishment (PA), is a significant occupational hazard. Although extensively studied in other contexts, its prevalence and predictors among Portuguese military personnel have not been explored. This study investigates burnout prevalence and its sociodemographic and organizational predictors within the Portuguese Army. A total of 437 active-duty personnel completed the Maslach Burnout Inventory-Human Services Survey (MBI-HSS) alongside sociodemographic and organizational questionnaires. Results revealed that 2.3% of participants exhibited burnout across all dimensions, while 25.2% demonstrated engagement (low scores in all dimensions). High EE, DP, and PA were reported by 35.7%, 13.7%, and 45.5% of respondents, respectively. Logistic regression identified key burnout predictors: feeling undervalued by superiors, being enlisted, and being single significantly increased burnout risk. These findings align with the Job Demands-Resources model, highlighting how low support, high workload, and job insecurity exacerbate burnout, while marital support and stability mitigate it. Despite relatively low burnout prevalence, the study emphasizes the need for targeted interventions. Promoting supportive leadership, recognition, and preventive strategies is essential to improve well-being and operational performance in the military.
- 25 June 2025
- Published by Taylor & Francis in Military Psychology
- Vol. 38 (4) , 361-373
Prevalence of burnout syndrome in the Portuguese Army
Burnout, characterized by Emotional Exhaustion (EE), Depersonalization (DP), and Reduced Personal Accomplishment (PA), is a significant occupational hazard. Although extensively studied in other contexts, its prevalence and predictors among Portuguese military personnel have not been explored. This study investigates burnout prevalence and its sociodemographic and organizational predictors within the Portuguese Army. A total of 437 active-duty personnel completed the Maslach Burnout Inventory-Human Services Survey (MBI-HSS) alongside sociodemographic and organizational questionnaires. Results revealed that 2.3% of participants exhibited burnout across all dimensions, while 25.2% demonstrated engagement (low scores in all dimensions). High EE, DP, and PA were reported by 35.7%, 13.7%, and 45.5% of respondents, respectively. Logistic regression identified key burnout predictors: feeling undervalued by superiors, being enlisted, and being single significantly increased burnout risk. These findings align with the Job Demands-Resources model, highlighting how low support, high workload, and job insecurity exacerbate burnout, while marital support and stability mitigate it. Despite relatively low burnout prevalence, the study emphasizes the need for targeted interventions. Promoting supportive leadership, recognition, and preventive strategies is essential to improve well-being and operational performance in the military.
- Open Access
- 29 January 2021
- Published by JMIR Publications Inc. in Journal of Medical Internet Research
- Vol. 23 (1) , e18482
Virtual Reality Cognitive Training Among Individuals With Alcohol Use Disorder Undergoing Residential Treatment: Pilot Randomized Controlled Trial
Background: Alcohol use disorder (AUD) has been associated with diverse physical and mental morbidities. Among the main consequences of chronic and excessive alcohol use are cognitive and executive deficits. Some of these deficits may be reversed in specific cognitive and executive domains with behavioral approaches consisting of cognitive training. The advent of computer-based interventions may leverage these improvements, but randomized controlled trials (RCTs) of digital interactive-based interventions are still scarce. Objective: The aim of this study is to explore whether a cognitive training approach using VR exercises based on activities of daily living is feasible for improving the cognitive function of patients with AUD undergoing residential treatment, as well as to estimate the effect size for this intervention to power future definitive RCTs. Methods: This study consisted of a two-arm pilot RCT with a sample of 36 individuals recovering from AUD in a therapeutic community; experimental group participants received a therapist-guided, VR-based cognitive training intervention combined with treatment as usual, and control group participants received treatment as usual without cognitive training. A comprehensive neuropsychological battery of tests was used both at pre- and postassessments, including measurement of global cognition, executive functions, attention, visual memory, and cognitive flexibility. Results: In order to control for potential effects of global cognition and executive functions at baseline, these domains were controlled for in the statistical analysis for each individual outcome. Results indicate intervention effects on attention in two out of five outcomes and on cognitive flexibility in two out of six outcomes, with effect sizes in significant comparisons being larger for attention than for cognitive flexibility. Patient retention in cognitive training was high, in line with previous studies. Conclusions: Overall, the data suggest that VR-based cognitive training results in specific contributions to improving attention ability and cognitive flexibility of patients recovering from AUD. Trial Registration: ClinicalTrials.gov NCT04505345; https://clinicaltrials.gov/show/NCT04505345
- 29 January 2021
- Published by JMIR Publications Inc. in Journal of Medical Internet Research
- Vol. 23 (1) , e18482
Open AccessVirtual Reality Cognitive Training Among Individuals With Alcohol Use Disorder Undergoing Residential Treatment: Pilot Randomized Controlled Trial
Background: Alcohol use disorder (AUD) has been associated with diverse physical and mental morbidities. Among the main consequences of chronic and excessive alcohol use are cognitive and executive deficits. Some of these deficits may be reversed in specific cognitive and executive domains with behavioral approaches consisting of cognitive training. The advent of computer-based interventions may leverage these improvements, but randomized controlled trials (RCTs) of digital interactive-based interventions are still scarce. Objective: The aim of this study is to explore whether a cognitive training approach using VR exercises based on activities of daily living is feasible for improving the cognitive function of patients with AUD undergoing residential treatment, as well as to estimate the effect size for this intervention to power future definitive RCTs. Methods: This study consisted of a two-arm pilot RCT with a sample of 36 individuals recovering from AUD in a therapeutic community; experimental group participants received a therapist-guided, VR-based cognitive training intervention combined with treatment as usual, and control group participants received treatment as usual without cognitive training. A comprehensive neuropsychological battery of tests was used both at pre- and postassessments, including measurement of global cognition, executive functions, attention, visual memory, and cognitive flexibility. Results: In order to control for potential effects of global cognition and executive functions at baseline, these domains were controlled for in the statistical analysis for each individual outcome. Results indicate intervention effects on attention in two out of five outcomes and on cognitive flexibility in two out of six outcomes, with effect sizes in significant comparisons being larger for attention than for cognitive flexibility. Patient retention in cognitive training was high, in line with previous studies. Conclusions: Overall, the data suggest that VR-based cognitive training results in specific contributions to improving attention ability and cognitive flexibility of patients recovering from AUD. Trial Registration: ClinicalTrials.gov NCT04505345; https://clinicaltrials.gov/show/NCT04505345
- Open Access
- 28 February 2020
- Published by JMIR Publications Inc. in JMIR Preprints
Virtual Reality Cognitive Training Among Individuals With Alcohol Use Disorder Undergoing Residential Treatment: Pilot Randomized Controlled Trial (Preprint)
BACKGROUND Alcohol use disorder (AUD) has been associated with diverse physical and mental morbidities. Among the main consequences of chronic and excessive alcohol use are cognitive and executive deficits. Some of these deficits may be reversed in specific cognitive and executive domains with behavioral approaches consisting of cognitive training. The advent of computer-based interventions may leverage these improvements, but randomized controlled trials (RCTs) of digital interactive-based interventions are still scarce. OBJECTIVE The aim of this study is to explore whether a cognitive training approach using VR exercises based on activities of daily living is feasible for improving the cognitive function of patients with AUD undergoing residential treatment, as well as to estimate the effect size for this intervention to power future definitive RCTs. METHODS This study consisted of a two-arm pilot RCT with a sample of 36 individuals recovering from AUD in a therapeutic community; experimental group participants received a therapist-guided, VR-based cognitive training intervention combined with treatment as usual, and control group participants received treatment as usual without cognitive training. A comprehensive neuropsychological battery of tests was used both at pre- and postassessments, including measurement of global cognition, executive functions, attention, visual memory, and cognitive flexibility. RESULTS In order to control for potential effects of global cognition and executive functions at baseline, these domains were controlled for in the statistical analysis for each individual outcome. Results indicate intervention effects on attention in two out of five outcomes and on cognitive flexibility in two out of six outcomes, with effect sizes in significant comparisons being larger for attention than for cognitive flexibility. Patient retention in cognitive training was high, in line with previous studies. CONCLUSIONS Overall, the data suggest that VR-based cognitive training results in specific contributions to improving attention ability and cognitive flexibility of patients recovering from AUD. CLINICALTRIAL ClinicalTrials.gov NCT04505345; https://clinicaltrials.gov/show/NCT04505345
- 28 February 2020
- Published by JMIR Publications Inc. in JMIR Preprints
Open AccessVirtual Reality Cognitive Training Among Individuals With Alcohol Use Disorder Undergoing Residential Treatment: Pilot Randomized Controlled Trial (Preprint)
BACKGROUND Alcohol use disorder (AUD) has been associated with diverse physical and mental morbidities. Among the main consequences of chronic and excessive alcohol use are cognitive and executive deficits. Some of these deficits may be reversed in specific cognitive and executive domains with behavioral approaches consisting of cognitive training. The advent of computer-based interventions may leverage these improvements, but randomized controlled trials (RCTs) of digital interactive-based interventions are still scarce. OBJECTIVE The aim of this study is to explore whether a cognitive training approach using VR exercises based on activities of daily living is feasible for improving the cognitive function of patients with AUD undergoing residential treatment, as well as to estimate the effect size for this intervention to power future definitive RCTs. METHODS This study consisted of a two-arm pilot RCT with a sample of 36 individuals recovering from AUD in a therapeutic community; experimental group participants received a therapist-guided, VR-based cognitive training intervention combined with treatment as usual, and control group participants received treatment as usual without cognitive training. A comprehensive neuropsychological battery of tests was used both at pre- and postassessments, including measurement of global cognition, executive functions, attention, visual memory, and cognitive flexibility. RESULTS In order to control for potential effects of global cognition and executive functions at baseline, these domains were controlled for in the statistical analysis for each individual outcome. Results indicate intervention effects on attention in two out of five outcomes and on cognitive flexibility in two out of six outcomes, with effect sizes in significant comparisons being larger for attention than for cognitive flexibility. Patient retention in cognitive training was high, in line with previous studies. CONCLUSIONS Overall, the data suggest that VR-based cognitive training results in specific contributions to improving attention ability and cognitive flexibility of patients recovering from AUD. CLINICALTRIAL ClinicalTrials.gov NCT04505345; https://clinicaltrials.gov/show/NCT04505345
- Open Access
- 4 May 2016
- Published by JMIR Publications Inc. in JMIR Rehabilitation and Assistive Technologies
- Vol. 3 (1) , e5
Systemic Lisbon Battery: Normative Data for Memory and Attention Assessments
Journal of Medical Internet Research - International Scientific Journal for Medical Research, Information and Communication on the Internet
- 4 May 2016
- Published by JMIR Publications Inc. in JMIR Rehabilitation and Assistive Technologies
- Vol. 3 (1) , e5
Open AccessSystemic Lisbon Battery: Normative Data for Memory and Attention Assessments
Journal of Medical Internet Research - International Scientific Journal for Medical Research, Information and Communication on the Internet