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Cabello-Collado C, Rodriguez-Juan J, Ortiz-Perez D, Garcia-Rodriguez J, Tomás D, Vizcaya-Moreno MF. Automated Generation of Clinical Reports Using Sensing Technologies with Deep Learning Techniques. SENSORS (BASEL, SWITZERLAND) 2024; 24:2751. [PMID: 38732857 PMCID: PMC11086159 DOI: 10.3390/s24092751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Revised: 04/14/2024] [Accepted: 04/23/2024] [Indexed: 05/13/2024]
Abstract
This study presents a pioneering approach that leverages advanced sensing technologies and data processing techniques to enhance the process of clinical documentation generation during medical consultations. By employing sophisticated sensors to capture and interpret various cues such as speech patterns, intonations, or pauses, the system aims to accurately perceive and understand patient-doctor interactions in real time. This sensing capability allows for the automation of transcription and summarization tasks, facilitating the creation of concise and informative clinical documents. Through the integration of automatic speech recognition sensors, spoken dialogue is seamlessly converted into text, enabling efficient data capture. Additionally, deep models such as Transformer models are utilized to extract and analyze crucial information from the dialogue, ensuring that the generated summaries encapsulate the essence of the consultations accurately. Despite encountering challenges during development, experimentation with these sensing technologies has yielded promising results. The system achieved a maximum ROUGE-1 metric score of 0.57, demonstrating its effectiveness in summarizing complex medical discussions. This sensor-based approach aims to alleviate the administrative burden on healthcare professionals by automating documentation tasks and safeguarding important patient information. Ultimately, by enhancing the efficiency and reliability of clinical documentation, this innovative method contributes to improving overall healthcare outcomes.
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Affiliation(s)
- Celia Cabello-Collado
- Department of Computer Technology, University of Alicante, 03080 Alicante, Spain; (C.C.-C.); (J.R.-J.); (D.O.-P.)
| | - Javier Rodriguez-Juan
- Department of Computer Technology, University of Alicante, 03080 Alicante, Spain; (C.C.-C.); (J.R.-J.); (D.O.-P.)
| | - David Ortiz-Perez
- Department of Computer Technology, University of Alicante, 03080 Alicante, Spain; (C.C.-C.); (J.R.-J.); (D.O.-P.)
| | - Jose Garcia-Rodriguez
- Department of Computer Technology, University of Alicante, 03080 Alicante, Spain; (C.C.-C.); (J.R.-J.); (D.O.-P.)
| | - David Tomás
- Department of Computer Languages, University of Alicante, 03080 Alicante, Spain;
| | - Maria Flores Vizcaya-Moreno
- Unit of Clinical Nursing Research, Faculty of Health Sciences, University of Alicante, 03080 Alicante, Spain;
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Pujol-de Castro A, Valerio-Rao G, Vaquero-Cepeda P, Catalá-López F. [Prevalence of burnout syndrome in physicians working in Spain: systematic review and meta-analysis]. GACETA SANITARIA 2024; 38:102384. [PMID: 38653640 DOI: 10.1016/j.gaceta.2024.102384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 02/29/2024] [Accepted: 03/01/2024] [Indexed: 04/25/2024]
Abstract
OBJECTIVE To analyze the prevalence of burnout syndrome in physicians working in Spain through a systematic review with meta-analysis METHOD: We searched PubMed/MEDLINE, Embase, and PsycINFO (up to June 2023). Observational studies conducted in Spain reporting the prevalence of burnout in physicians were included. From each study, methodological characteristics and results were extracted, and their quality was evaluated. We performed a narrative synthesis with random effects meta-analysis to calculate proportions. RESULTS Sixty-seven studies with 16,076 participants were included. For the primary outcome, the meta-analysis revealed a global prevalence of burnout in physicians of 24% (95%CI: 19%-29%; 46 studies; 8821 participants; I2=97%). From subgroup analysis, differences were observed depending on the diagnostic criteria used: 18% (95%CI: 13%-23%) for three dimensions of burnout, 29% (95%CI: 24%-34%) for two dimensions and 51% (95%CI: 42%-60%) for one dimension. The heterogeneity between studies could not be fully explained through additional analyses where non-statistically significant differences were found with other variables (e.g., study quality, setting, professional category or medical specialty). CONCLUSIONS A high prevalence of burnout syndrome was found in physicians working in Spain. These results can contribute to estimating the burden associated with burnout in physicians at a national level and to the design of future studies. Strategies appear to be necessary to prevent and mitigate this situation. PROTOCOL REGISTRATION Open Science Framework: https://osf.io/b2h4m/.
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Affiliation(s)
| | - Grecia Valerio-Rao
- Servicio de Medicina Preventiva, Hospital Universitario Central de Asturias, Oviedo, España
| | - Pablo Vaquero-Cepeda
- Servicio de Medicina Preventiva, Complejo Asistencial Universitario de Salamanca, Salamanca, España
| | - Ferrán Catalá-López
- Departamento de Planificación y Economía de la Salud, Escuela Nacional de Sanidad, Instituto de Salud Carlos III, Madrid, España; Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, España; Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada
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Pacheco A, Alvarez A, Peñaranda C, Pineda F, Quispe J, Felix-Poicon E, Ruiz M. The effect of burnout syndrome on the job satisfaction of employees in the municipalities of South Lima: a cross-sectional study. Ann Med Surg (Lond) 2023; 85:4731-4738. [PMID: 37811044 PMCID: PMC10552962 DOI: 10.1097/ms9.0000000000000790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 04/30/2023] [Indexed: 10/10/2023] Open
Abstract
Introduction and importance Nowadays, improving the performance of employees is essential to increase productivity and achieve continuous improvement; therefore, it is necessary to achieve job satisfaction among all members of the organisation to avoid negative attitudes, professional burnout, health problems and a lack of commitment. Therefore, our objective was to determine the level of burnout and its relationship with the level of job satisfaction among employees in the municipalities of southern Lima. Methods The research is basic research, with a quantitative approach and a cross-sectional, nonexperimental, correlational design. The survey technique was used and the data collection instrument was a questionnaire addressed to 271 workers of the municipalities of South Lima on the variable burnout syndrome with the dimensions depersonalisation and emotional exhaustion, as well as on the variable job satisfaction with the dimensions work benefits, administrative policies and social relations, with a Cronbach's alpha reliability of 0.801. Results The results show that 50.2% of the employees state that they have an overload of mental effort that causes a high level of emotional exhaustion, 50.2% state that the work develops in them negative and insensitive attitudes that increase their level of depersonalisation and 77.9% state that the company is unable to satisfy the personal demands of the employees through the work benefits it offers. Conclusions These findings reflect that burnout is a common illness in organisations due to workload, poor organisational climate and neglect of employees' emotional health. Therefore, more research is needed on the role of organisations in reducing levels of occupational burnout in order to promote improvements in mental health.
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Affiliation(s)
| | - Ana Alvarez
- Universidad Nacional San Luis Gonzaga - UNICA, Ica
| | | | - Flor Pineda
- Universidad Nacional San Luis Gonzaga - UNICA, Ica
| | | | | | - Mario Ruiz
- Universidad Nacional de Moquegua, Moquegua, Perú
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González-Rodríguez R, Domínguez Alonso J, Verde-Diego C, Frieiro Padín P. Psychometric properties of the Maslach Burnout Inventory - Human Services in Social Work professionals in Spain. HEALTH & SOCIAL CARE IN THE COMMUNITY 2022; 30:949-956. [PMID: 33340376 DOI: 10.1111/hsc.13256] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Revised: 11/10/2020] [Accepted: 11/19/2020] [Indexed: 06/12/2023]
Abstract
The burnout syndrome has traditionally been identified in the service sector professions, among which is Social Work. In order to determine this syndrome, different measuring instruments have emerged, including the Maslach Burnout Inventory. The main objective of this study was to evaluate the psychometric properties of this instrument and to find evidence of its validity (corroborating the original factorial structure and its convergent validity) and reliability (internal consistency). The Spanish adapted version of the Maslach Burnout Inventory was used. Four hundred social workers participated, randomly divided into two samples of 200 individuals (Sample 1: M = 43.06, SD = 9.04 and Sample 2: M = 40.89, SD = 8.78). We carried out principal components exploratory factor analysis with Varimax rotation. The results identified a factorial structure with four factors (Emotional Exhaustion, Depersonalization, Personal Realization, and Interpersonal Psychological Stress) (χ2 /df = 1.73, CFI = 0.929, NNFI = 0.859, SRMR = 0.069, RMSEA = 0.061), different from that of the original questionnaire, which indicated three dimensions. The data also show a high internal consistency (α = 0.882). The four factors were directly and moderately associated with each other (r between 0.328 and 0.534). In conclusion, this study provides new data of a valid and reliable tool for evaluating professional burnout or exhaustion.
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Affiliation(s)
- Rubén González-Rodríguez
- Department of Psycho-socio-educational Analysis and Intervention, Social Work and Social services area, Universidade de Vigo, Ourense, Spain
| | - José Domínguez Alonso
- Department of Psycho-socio-educational Analysis and Intervention, Behavioural science methodology area, Universidade de Vigo, Ourense, Spain
| | - Carmen Verde-Diego
- Department of Psycho-socio-educational Analysis and Intervention, Social Work and Social services area, Universidade de Vigo, Ourense, Spain
| | - Paula Frieiro Padín
- Department of Psycho-socio-educational Analysis and Intervention, Social Work and Social services area, Universidade de Vigo, Ourense, Spain
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BURNOUT SYNDROME IN DENTISTS: WORK-RELATED FACTORS. J Dent 2022; 121:104143. [DOI: 10.1016/j.jdent.2022.104143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2021] [Revised: 04/20/2022] [Accepted: 04/21/2022] [Indexed: 11/18/2022] Open
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Edú-Valsania S, Laguía A, Moriano JA. Burnout: A Review of Theory and Measurement. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:1780. [PMID: 35162802 PMCID: PMC8834764 DOI: 10.3390/ijerph19031780] [Citation(s) in RCA: 196] [Impact Index Per Article: 65.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 01/31/2022] [Accepted: 02/02/2022] [Indexed: 02/06/2023]
Abstract
A growing body of empirical evidence shows that occupational health is now more relevant than ever due to the COVID-19 pandemic. This review focuses on burnout, an occupational phenomenon that results from chronic stress in the workplace. After analyzing how burnout occurs and its different dimensions, the following aspects are discussed: (1) Description of the factors that can trigger burnout and the individual factors that have been proposed to modulate it, (2) identification of the effects that burnout generates at both individual and organizational levels, (3) presentation of the main actions that can be used to prevent and/or reduce burnout, and (4) recapitulation of the main tools that have been developed so far to measure burnout, both from a generic perspective or applied to specific occupations. Furthermore, this review summarizes the main contributions of the papers that comprise the Special Issue on "Occupational Stress and Health: Psychological Burden and Burnout", which represent an advance in the theoretical and practical understanding of burnout.
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Affiliation(s)
- Sergio Edú-Valsania
- Department of Social Sciences, Universidad Europea Miguel de Cervantes (UEMC), C/Padre Julio Chevalier, 2, 47012 Valladolid, Spain;
| | - Ana Laguía
- Department of Social and Organizational Psychology, Faculty of Psychology, Universidad Nacional de Educación a Distancia (UNED), C/Juan del Rosal 10, 28040 Madrid, Spain;
| | - Juan A. Moriano
- Department of Social and Organizational Psychology, Faculty of Psychology, Universidad Nacional de Educación a Distancia (UNED), C/Juan del Rosal 10, 28040 Madrid, Spain;
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Esquerda M, Teres J. COVID-19 pandemic, professionalism, and the social contract. Rev Clin Esp 2021; 221:494-495. [PMID: 34247987 PMCID: PMC8241588 DOI: 10.1016/j.rceng.2021.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 04/21/2021] [Indexed: 11/16/2022]
Affiliation(s)
- M Esquerda
- Comissió de Deontologia Consell de Col.legis de Metges de Catalunya, Barcelona, Spain; Institut Borja de Bioètica, Universitat Ramon Llull, Barcelona, Spain; Hospital Sant Joan de Déu Terres de Lleida, Lleida, Spain.
| | - J Teres
- Comissió de Deontologia Col.legi de Metges de Barcelona, Barcelona, Spain
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Tàpia-Caballero P, Serrano-Fernández MJ, Boada-Cuerva M, Araya-Castillo L, Boada-Grau J. Variables that predict burnout in professional drivers. INTERNATIONAL JOURNAL OF OCCUPATIONAL SAFETY AND ERGONOMICS 2021; 28:1756-1765. [PMID: 33982635 DOI: 10.1080/10803548.2021.1929701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Objectives. Stress maintained over time leads to a state of exhaustion known as burnout syndrome. This syndrome constitutes an occupational health problem, leading to high absenteeism. It can also mean that workers come to the workplace feeling unwell, which increases occupational collisions and injuries at work. In this study, we developed a predictive model of burnout in professional drivers using the following indicators: age, hours worked, seniority, educational level, fatigue, personality, attitudes toward driving, safety behaviors in the vehicle, and work characteristics and content. Method. A total of 523 professional drivers from different transport sectors, obtained through non-probability sampling, participated in the study. We used SPSS version 25.0 to analyze the data. Results. We determined the predictive capacity of certain variables that affect drivers and cause burnout. Exhaustion can be predicted with fatigue (48.8%), professional efficiency with emotional stability (39.8%) and cynicism with lack of motivation (28%) as the best predictors. Conclusions. The results contribute to a better knowledge of those factors that cause burnout in professional drivers. It is important to design individual interventions to reduce burnout, which would help reduce sick leave and possible collisions, in addition to providing greater well-being for drivers.
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Affiliation(s)
- Patricia Tàpia-Caballero
- Faculty of Education Sciences and Psychology, Universitat Rovira i Virgili, Spain.,Department of Economics and Business, Universitat Oberta de Catalunya, Spain
| | - María-José Serrano-Fernández
- Faculty of Education Sciences and Psychology, Universitat Rovira i Virgili, Spain.,Faculty of Education Sciences and Psychology, Universitat Oberta de Catalunya, Spain
| | - Maria Boada-Cuerva
- Department of Economics and Business, Universitat Oberta de Catalunya, Spain
| | | | - Joan Boada-Grau
- Faculty of Education Sciences and Psychology, Universitat Rovira i Virgili, Spain
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Affiliation(s)
- M Esquerda
- Presidenta Comissió de Deontología Consell de Col.legis de Metges de Catalunya, España.,Hospital Sant Joan de Déu Terres de Lleida, Lleida, España.,Institut Borja de Bioètica, Universitat Ramon Llull, Barcelona, España
| | - J Teres
- President Comissió de Deontología Col.legi de Metges de Barcelona, Barcelona, España.,Institut Borja de Bioètica, Universitat Ramon Llull, Barcelona, España
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Blanco-Donoso LM, Moreno-Jiménez J, Hernández-Hurtado M, Cifri-Gavela JL, Jacobs S, Garrosa E. Daily Work-Family Conflict and Burnout to Explain the Leaving Intentions and Vitality Levels of Healthcare Workers: Interactive Effects Using an Experience-Sampling Method. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18041932. [PMID: 33671211 PMCID: PMC7922407 DOI: 10.3390/ijerph18041932] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 01/27/2021] [Accepted: 02/12/2021] [Indexed: 12/18/2022]
Abstract
There is an intensification of work in global health systems, a phenomenon that could increase work-family conflict, exhaustion, and intentions to leave among healthcare workers. The main objective of this study is to analyze if daily work-family conflict and burnout could explain the daily leaving intentions and vitality of healthcare workers. This is a diary study, which employs an experience-sampling methodology (ESM). A total of 56 physicians, nurses, and nursing aides from intensive care and nephrology units filled out various quantitative scales during 5 working days (56 × 5 = 280 observations). Multilevel hierarchical analysis showed that daily work-family conflict and burnout were significantly associated with higher daily intentions of leaving the profession, and with lower levels of daily vitality. In addition, those workers who experienced more work-family conflict and depersonalization on a daily basis were those who showed more intentions to leave and less daily vitality, showing an interactive effect. The results highlight the importance of examining the psychosocial risks experienced by healthcare workers by employing experience-sampling methodologies, which could help us to deepen our understanding of the proximal antecedents of their intentions to leave and their psychological well-being.
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Affiliation(s)
- Luis Manuel Blanco-Donoso
- Faculty of Psychology, Autonomous University of Madrid, 28049 Madrid, Spain; (J.M.-J.); (M.H.-H.); (J.L.C.-G.); (E.G.)
- Correspondence: ; Tel.: +34-91-4975-818
| | - Jennifer Moreno-Jiménez
- Faculty of Psychology, Autonomous University of Madrid, 28049 Madrid, Spain; (J.M.-J.); (M.H.-H.); (J.L.C.-G.); (E.G.)
| | - Mercedes Hernández-Hurtado
- Faculty of Psychology, Autonomous University of Madrid, 28049 Madrid, Spain; (J.M.-J.); (M.H.-H.); (J.L.C.-G.); (E.G.)
| | - José Luis Cifri-Gavela
- Faculty of Psychology, Autonomous University of Madrid, 28049 Madrid, Spain; (J.M.-J.); (M.H.-H.); (J.L.C.-G.); (E.G.)
| | - Stephen Jacobs
- The School of Nursing, University of Auckland, Auckland 1142, New Zealand;
| | - Eva Garrosa
- Faculty of Psychology, Autonomous University of Madrid, 28049 Madrid, Spain; (J.M.-J.); (M.H.-H.); (J.L.C.-G.); (E.G.)
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Armenta-Hernández O, Maldonado-Macías A, Camacho-Alamilla MDR, Serrano-Rosa MÁ, Baez-Lopez YA, Balderrama-Armendariz CO. The Relationship Between the Burnout Syndrome Dimensions and Body Mass Index as a Moderator Variable on Obese Managers in the Mexican Maquiladora Industry. Front Psychol 2021; 12:540426. [PMID: 33613371 PMCID: PMC7889810 DOI: 10.3389/fpsyg.2021.540426] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 01/11/2021] [Indexed: 12/27/2022] Open
Abstract
Burnout syndrome (BS) and obesity are two growing conditions that affect employees' health and company productivity. Recently, several studies have pointed to a possible relationship between both phenomena. However, such a relationship has not been clearly defined. This research analyzes the relationship between BS dimensions and body mass index (BMI), the latter being treated as a moderator variable among obese senior and middle managers in the Mexican maquiladora industry through a structural equation model. A total of 361 senior and middle managers (124 of them classified as obese under the World Health Organization's criteria) completed both the Maslach Burnout Inventory-General Survey [with emotional exhaustion (EE), cynicism, and professional efficacy (PE) as subscale dimensions] and a sociodemographic questionnaire (which included BMI). The results showed a statistically significant relationship between EE and PE (P < 0.001; β = -0.320), with BMI acting as a moderator variable. The results showed that when BMI increases as a moderator variable, the strength of the relationship between EE and PE also changes. For example, although PE had a negative value of 0.14 before the moderator effect, the value increased up to 0.32 when the BMI was factored into the relationship. Therefore, maquiladora industries are being advised to increase their investments on the identification and prevention of employees' EE and obesity. Such interventions would promote a better quality of life and could prevent economic losses resulting from poor employee performance.
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Affiliation(s)
- Oziely Armenta-Hernández
- Electric and Computing Engineering Department, Universidad Autónoma de Ciudad Juárez (Autonomous University of Ciudad Juarez), Ciudad Juarez, Mexico
| | - Aidé Maldonado-Macías
- Industrial Engineering and Manufacturing, Universidad Autonoma de Ciudad Juárez (Autonomous University of Ciudad Juarez, Ciudad Juarez, Mexico
| | - María del Rocío Camacho-Alamilla
- Industrial Engineering and Manufacturing, Universidad Autonoma de Ciudad Juárez (Autonomous University of Ciudad Juarez, Ciudad Juarez, Mexico
| | | | - Yolanda Angélica Baez-Lopez
- Facultad de Arquitectura, Ingeniería y Diseño, Universidad Autónoma de Baja California (Autonomous University of Baja California), Baja California, Mexico
| | - Cesar Omar Balderrama-Armendariz
- Department of Industrial Design, Universidad Autónoma de Ciudad Juárez (Autonomous University of Ciudad Juarez), Ciudad Juarez, Mexico
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