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1.
Aggress Behav ; 50(1): e22129, 2024 01.
Artículo en Inglés | MEDLINE | ID: mdl-38268389

RESUMEN

The Dula Dangerous Driving Index (DDDI) is a widely used questionnaire that measures the tendency to drive dangerously on the road through three different types of behaviors: aggressive driving, risky driving, and experiencing negative emotions while driving. This study aimed to develop a Spanish version of the DDDI and verify the reliability and validity of this questionnaire in the Spanish population. A community sample of 2174 Spanish participants (51.1% male; age range: 18-79 years) completed the 28-item Spanish version of the DDDI. Confirmatory factor analysis revealed that a three-factor model fitted adequately to the data. Analysis of internal consistency, test-retest reliability, and convergent validity showed that the Spanish adaptation of the DDDI had good psychometric properties and retains the theoretical consistency of the original scale. Gender and age differences were observed. The Spanish version of the DDDI can be considered a good instrument for assessing dangerous driving behavior, thus contributing to the cross-cultural study of these types of behaviors and the possible development of intervention programs aimed at reducing road traffic accidents.


Asunto(s)
Comparación Transcultural , Conducta Peligrosa , Humanos , Masculino , Adolescente , Adulto Joven , Adulto , Persona de Mediana Edad , Anciano , Femenino , Reproducibilidad de los Resultados , Psicometría
2.
Sensors (Basel) ; 22(22)2022 Nov 17.
Artículo en Inglés | MEDLINE | ID: mdl-36433482

RESUMEN

This article introduces a systematic review on arousal classification based on electrodermal activity (EDA) and machine learning (ML). From a first set of 284 articles searched for in six scientific databases, fifty-nine were finally selected according to various criteria established. The systematic review has made it possible to analyse all the steps to which the EDA signals are subjected: acquisition, pre-processing, processing and feature extraction. Finally, all ML techniques applied to the features of these signals for arousal classification have been studied. It has been found that support vector machines and artificial neural networks stand out within the supervised learning methods given their high-performance values. In contrast, it has been shown that unsupervised learning is not present in the detection of arousal through EDA. This systematic review concludes that the use of EDA for the detection of arousal is widely spread, with particularly good results in classification with the ML methods found.


Asunto(s)
Respuesta Galvánica de la Piel , Aprendizaje Automático , Nivel de Alerta , Redes Neurales de la Computación , Máquina de Vectores de Soporte
3.
4.
Parasitol Res ; 118(4): 1307-1309, 2019 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-30627807

RESUMEN

Several studies have been performed to determine specific antigens for the diagnosis of tapeworms. One of these antigens is Tso31, which is used to differentiate Taenia solium and Taenia saginata in human feces. The aim of the present work was the molecular characterization of this protein in different tapeworm specimens collected in Peru: T. omisa (n = 6), T. hydatigena (n = 7), T. taeniaeformis (n = 4), T. pisiformes (n = 1), T. multiceps (n = 7), and T. solium (n = 10). Total DNA was extracted from each proglottid using a commercial DNA kit for tissue. A nested PCR was used to amplify a fragment of the previously described oncosphere-specific protein Tso31 gene. The nested PCR products were analyzed by 1.5% agarose gel electrophoresis and visualized after ethidium bromide staining. All nested PCR-positive products were sequenced and their sequences were compared. Of all the tapeworms analyzed, only T. solium and T. multiceps amplified the Tso31 gene. All sequences were identical for each species. Our T. solium Tso31 showed 100% similarity when compared with published GenBank sequences. The difference between T. solium and T. multiceps Tso31 samples was 8.1%. In conclusion, our results show that the tsol31 gene is not exclusive to T. solium.


Asunto(s)
Antígenos Helmínticos/genética , Taenia saginata/genética , Taenia solium/genética , Teniasis/diagnóstico , Animales , Secuencia de Bases , ADN , ADN de Helmintos/genética , Heces/parasitología , Humanos , Perú , Reacción en Cadena de la Polimerasa , Análisis de Secuencia de ADN , Taenia , Taenia saginata/metabolismo , Taenia solium/metabolismo , Teniasis/parasitología
5.
Sensors (Basel) ; 18(5)2018 May 03.
Artículo en Inglés | MEDLINE | ID: mdl-29751584

RESUMEN

Many researchers have explored the relationship between recurrent neural networks and finite state machines. Finite state machines constitute the best-characterized computational model, whereas artificial neural networks have become a very successful tool for modeling and problem solving. The neurally-inspired lateral inhibition method, and its application to motion detection tasks, have been successfully implemented in recent years. In this paper, control knowledge of the algorithmic lateral inhibition (ALI) method is described and applied by means of finite state machines, in which the state space is constituted from the set of distinguishable cases of accumulated charge in a local memory. The article describes an ALI implementation for a motion detection task. For the implementation, we have chosen to use one of the members of the 16-nm Kintex UltraScale+ family of Xilinx FPGAs. FPGAs provide the necessary accuracy, resolution, and precision to run neural algorithms alongside current sensor technologies. The results offered in this paper demonstrate that this implementation provides accurate object tracking performance on several datasets, obtaining a high F-score value (0.86) for the most complex sequence used. Moreover, it outperforms implementations of a complete ALI algorithm and a simplified version of the ALI algorithm—named “accumulative computation”—which was run about ten years ago, now reaching real-time processing times that were simply not achievable at that time for ALI.

6.
Cardiol Young ; 27(5): 1022-1025, 2017 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-28260546

RESUMEN

The arterial switch operation is currently the gold standard technique for repair of transposition of the great arteries. Some atypical coronary patterns such as intramural, interarterial, and a unique posterior button are associated with more complexity and surgical risk. We report a successful Aubert operation for transposition of the great arteries associated with a single and interarterial coronary artery arising from a posterior sinus.


Asunto(s)
Operación de Switch Arterial/métodos , Anomalías de los Vasos Coronarios/cirugía , Transposición de los Grandes Vasos/cirugía , Aorta/diagnóstico por imagen , Ecocardiografía Doppler en Color , Humanos , Recién Nacido , Masculino , Arteria Pulmonar/diagnóstico por imagen
7.
Sensors (Basel) ; 17(10)2017 Oct 12.
Artículo en Inglés | MEDLINE | ID: mdl-29023403

RESUMEN

This article introduces a new and unobtrusive wearable monitoring device based on electrodermal activity (EDA) to be used in health-related computing systems. This paper introduces the description of the wearable device capable of acquiring the EDA of a subject in order to detect his/her calm/distress condition from the acquired physiological signals. The lightweight wearable device is placed in the wrist of the subject to allow continuous physiological measurements. With the aim of validating the correct operation of the wearable EDA device, pictures from the International Affective Picture System are used in a control experiment involving fifty participants. The collected signals are processed, features are extracted and a statistical analysis is performed on the calm/distress condition classification. The results show that the wearable device solely based on EDA signal processing reports around 89% accuracy when distinguishing calm condition from distress condition.


Asunto(s)
Biorretroalimentación Psicológica/instrumentación , Técnicas Biosensibles/instrumentación , Emociones , Respuesta Galvánica de la Piel , Humanos , Procesamiento de Señales Asistido por Computador
8.
J Biomed Inform ; 64: 55-73, 2016 12.
Artículo en Inglés | MEDLINE | ID: mdl-27678301

RESUMEN

This paper introduces an architecture as a proof-of-concept for emotion detection and regulation in smart health environments. The aim of the proposal is to detect the patient's emotional state by analysing his/her physiological signals, facial expression and behaviour. Then, the system provides the best-tailored actions in the environment to regulate these emotions towards a positive mood when possible. The current state-of-the-art in emotion regulation through music and colour/light is implemented with the final goal of enhancing the quality of life and care of the subject. The paper describes the three main parts of the architecture, namely "Emotion Detection", "Emotion Regulation" and "Emotion Feedback Control". "Emotion Detection" works with the data captured from the patient, whereas "Emotion Regulation" offers him/her different musical pieces and colour/light settings. "Emotion Feedback Control" performs as a feedback control loop to assess the effect of emotion regulation over emotion detection. We are currently testing the overall architecture and the intervention in real environments to achieve our final goal.


Asunto(s)
Sistemas de Computación , Emociones , Expresión Facial , Color , Retroalimentación , Femenino , Humanos , Masculino , Salud Mental , Música , Calidad de Vida
9.
Neuropathol Appl Neurobiol ; 41(4): 507-19, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24606172

RESUMEN

AIMS: As cystatin C (CysC) is involved in some forms of neurodegeneration, we investigated the possible relationship between CysC and multiple system atrophy (MSA), including its parkinsonian (MSAp) and cerebellar (MSAc) phenotypes. METHODS: Cystatin C gene (CST3) haplotypes were determined by PCR followed by KspI digestion in 50 MSA patients and 108 controls. CST3 and cathepsins B, D and L1 mRNA levels were studied in frozen post-mortem caudate nucleus and cerebellar samples of eight MSAp, four MSAc and 18 control brains and analysed by the ΔΔCt method. CysC immunohistochemistry was performed on three MSAp, three MSAc and three control cerebella. Additionally, determination of CST3 and cathepsins B, D and L1 mRNA levels and immunohistochemistry for CysC were carried out in cerebella from three patients with paraneoplastic cerebellar degeneration, three with spinocerebellar ataxia (type 3, SCA3) and three with cerebellar ischaemia (CI). RESULTS: In the set of blood samples, the CST3 B-haplotype was associated with MSAp (OR 4.86, confidence interval 1.84-13.3). High CST3 mRNA levels were found in MSAp caudate nuclei [expression change: 3.08 (2.98-3.18)] and MSAc cerebella [expression change: 2.44 (2.14-2.88)]. In the latter there was CysC over-expression in Purkinje cells, Bergmann glia and dentate nucleus neurones. No cathepsin increase was detected in MSA cerebella. High mRNA levels of CST3 and cathepsins B and L1 were observed in SCA3 and CI brains. CONCLUSIONS: CysC changes are differentially present in the parkinsonian and cerebellar forms of MSA and may play an important role in the pathogenesis of this neurodegenerative condition.


Asunto(s)
Cistatina C/genética , Atrofia de Múltiples Sistemas/genética , Anciano , Anciano de 80 o más Años , Catepsina B/metabolismo , Catepsina D/metabolismo , Núcleo Caudado/metabolismo , Enfermedades Cerebelosas/genética , Enfermedades Cerebelosas/patología , Cerebelo/metabolismo , Cerebelo/patología , Femenino , Haplotipos , Humanos , Masculino , Persona de Mediana Edad , Atrofia de Múltiples Sistemas/patología , Trastornos Parkinsonianos/genética , Trastornos Parkinsonianos/patología , Fenotipo , ARN Mensajero/metabolismo
10.
Br J Nutr ; 113(5): 709-17, 2015 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-25735740

RESUMEN

A number of prospective cohort studies have investigated the associations between consumption of sugar-sweetened beverages (SSB) and the risk of hypertension, CHD and stroke, but revealed mixed results. In the present study, we aimed to perform a dose-response meta-analysis of these prospective studies to clarify these associations. A systematic literature search was conducted using the PubMed and Embase databases up to 5 May 2014. Random- or fixed-effects models were used to calculate the pooled relative risks (RR) with 95 % CI for the highest compared with the lowest category of SSB consumption, and to conduct a dose-response analysis. A total of six prospective studies (240 726 participants and 80 411 incident cases of hypertension) from four publications on hypertension were identified. A total of four prospective studies (194 664 participants and 7396 incident cases of CHD) from four publications on CHD were identified. A total of four prospective studies (259 176 participants and 10 011 incident cases of stroke) from four publications on stroke were identified. The summary RR for incident hypertension was 1·08 (95 % CI 1·04, 1·12) for every additional one serving/d increase in SSB consumption. The summary RR for incident CHD was 1·17 (95 % CI 1·10, 1·24) for every serving/d increase in SSB consumption. There was no significant association between SSB consumption and total stroke (summary RR 1·06, 95 % CI 0·97, 1·15) for every serving/d increase in SSB consumption. The present meta-analysis suggested that a higher consumption of SSB was associated with a higher risk of hypertension and CHD, but not with a higher risk of stroke.


Asunto(s)
Bebidas/efectos adversos , Enfermedad Coronaria/epidemiología , Sacarosa en la Dieta/efectos adversos , Medicina Basada en la Evidencia , Hipertensión/epidemiología , Estudios de Cohortes , Enfermedad Coronaria/etiología , Sacarosa en la Dieta/administración & dosificación , Humanos , Hipertensión/etiología , Estudios Prospectivos , Riesgo , Accidente Cerebrovascular/epidemiología , Accidente Cerebrovascular/etiología
11.
Cardiol Young ; 25(7): 1421-4, 2015 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-25400110

RESUMEN

Atrioventricular valve regurgitation is widely known as a risk factor for Fontan completion in patients with univentricular physiology. To date, indications and timing for atrioventricular valve repair remain unclear and different surgical techniques have been advocated. Since 2013, 50 consecutive patients underwent extracardiac Fontan completion in our institution. Atrioventricular valve repair, by avoiding the use of a prosthetic ring, was performed as a concomitant procedure in three of them, with excellent short-term results. Beating-heart repair was performed in one of the patients with hypoplastic left heart syndrome as the underlying disease. Valve repair when moderate or severe regurgitation is present may be performed at a low risk. Both the staged approach of atrioventricular valve repair followed by the Fontan as a separate operation and the combined approach of simultaneous atrioventricular valve repair and Fontan have a role in the management of these complex patients. We highlight the importance of the use of "easy and simple" surgical techniques for repairing the atrioventricular valve in order to provide a better life prognosis in Fontan patients.


Asunto(s)
Procedimiento de Fontan/efectos adversos , Defectos de los Tabiques Cardíacos/cirugía , Síndrome del Corazón Izquierdo Hipoplásico/cirugía , Insuficiencia de la Válvula Tricúspide/cirugía , Niño , Preescolar , Ventrículos Cardíacos/cirugía , Humanos , Factores de Riesgo , Válvula Tricúspide/cirugía
12.
Sensors (Basel) ; 14(4): 6666-76, 2014 Apr 10.
Artículo en Inglés | MEDLINE | ID: mdl-24727500

RESUMEN

This paper investigates the robustness of a new thermal-infrared pedestrian detection system under different outdoor environmental conditions. In first place the algorithm for pedestrian ROI extraction in thermal-infrared video based on both thermal and motion information is introduced. Then, the evaluation of the proposal is detailed after describing the complete thermal and motion information fusion. In this sense, the environment chosen for evaluation is described, and the twelve test sequences are specified. For each of the sequences captured from a forward-looking infrared FLIR A-320 camera, the paper explains the weather and light conditions under which it was captured. The results allow us to draw firm conclusions about the conditions under which it can be affirmed that it is efficient to use our thermal-infrared proposal to robustly extract human ROIs.


Asunto(s)
Algoritmos , Rayos Infrarrojos , Movimiento (Física) , Termografía/métodos , Caminata/fisiología , Ambiente , Humanos , Grabación en Video
13.
Psychol Res Behav Manag ; 17: 147-156, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38223310

RESUMEN

Background: During the confinement, there was an increase in the incidence of mental disorders such as depression and anxiety. In this regard, affectivity is of particular interest, as emotions play a fundamental role in overall mental health. The literature on COVID-19 in this population has often focused on the analysis of risk factors for mental health, while less attention has been paid to protective factors. In this paper, we propose an inclusive model of risk and protective factors for adolescent mental health through the indirect effect of negative and positive affect. Methods: This was a cross-sectional study with a Spanish community sample of 477 adolescents (Mage = 16.23, range:14 to 20 years old; 43.4% were boys; response rate: 100%). We measured the perceived hardness of confinement, worrying about contagion, quality of relationships at home, pleasant activities, affect (positive and negative), and mental health. Results: The results revealed a positive relationship between the perceived hardness of confinement and worrying about contagion with mental health, through the indirect effect of negative affect, and a positive relationship between home relationships and pleasant activities with mental health through an indirect effect of positive affect. Conclusion: Our results suggest that different types of emotions generated by the various contextual variables associated with COVID-19 may have a differential impact on mental health. These findings support the inclusive model of risk and protective factors for adolescent mental health. Practical implications, future studies, and limitations are discussed.

14.
Br J Nutr ; 110(9): 1722-31, 2013 Nov 14.
Artículo en Inglés | MEDLINE | ID: mdl-23534417

RESUMEN

The incidence of the metabolic syndrome (MetS) is increasing and lifestyle behaviours may play a role. The aim of the present study was to prospectively assess the association between changes in the consumption of sugar-sweetened beverages (SSB) and the incidence of the MetS and its components in a Spanish cohort of university graduates. We included 8157 participants initially free of the MetS and followed up during at least 6 years. SSB consumption was collected by a FFQ previously validated in Spain. The change in SSB consumption was calculated as the difference between SSB consumption at a 6-year follow-up and baseline consumption. The MetS was defined according to the International Diabetes Federation and the American Heart Association/National Heart, Lung, and Blood Institute's new definition of the MetS that had harmonised previous definitions. The associations between changes in SSB intake and the MetS were examined using multiple logistic regression. We observed 361 incident cases of the MetS. Participants who increased their consumption of SSB (upper v. lower quintile) had a significantly higher risk of developing the MetS (adjusted OR 2·2, 95 % CI 1·4, 3·5; P for trend = 0·003). Similarly, they presented a significantly higher risk of developing high blood pressure (adjusted OR 1·6, 95 % CI 1·3, 2·1), central obesity (adjusted OR 2·3, 95 % CI 1·9, 2·7), hypertriacylglycerolaemia (adjusted OR 1·7, 95 % CI 1·1, 2·6) or impaired fasting glucose (adjusted OR 1·6, 95 % CI 1·1, 2·2). In conclusion, an increase in SSB consumption was associated with a higher risk of developing the MetS and other metabolic disorders after 6 years of follow-up in a Mediterranean cohort of university graduates.


Asunto(s)
Dieta , Sacarosa en la Dieta/farmacología , Conducta Alimentaria , Síndrome Metabólico/etiología , Adulto , Bebidas , Presión Sanguínea , Encuestas sobre Dietas , Sacarosa en la Dieta/administración & dosificación , Femenino , Estudios de Seguimiento , Intolerancia a la Glucosa/etiología , Humanos , Hiperlipidemias/etiología , Hipertensión/etiología , Incidencia , Masculino , Región Mediterránea/epidemiología , Síndrome Metabólico/epidemiología , Persona de Mediana Edad , Obesidad Abdominal/etiología , Oportunidad Relativa , Estudios Prospectivos , Factores de Riesgo , Encuestas y Cuestionarios , Adulto Joven
15.
BMC Psychol ; 11(1): 386, 2023 Nov 09.
Artículo en Inglés | MEDLINE | ID: mdl-37946304

RESUMEN

BACKGROUND: Better abilities in emotional intelligence (EI) have been linked to a decreased tendency to engage in health-related risk behaviour. However, the processes underlying this relationship are still unclear. The aim of this research was to examine the role of impulsivity and sensitivity to reward as mediating factors in the relationship between EI and health risk-taking. METHODS: Two hundred and fifty participants (Mage = 23.60, age range = 18-59; SD = 6.67; 71.60% women) were assessed on ability EI levels, risk-taking in health contexts, impulsivity, and sensitivity to reward. Unlike previous studies in the literature, we employed a performance-based ability measure to assess EI (Mayer-Salovey-Caruso Emotional Intelligence Test, MSCEIT). RESULTS: The results confirmed the negative relationship between EI and health risk-taking and revealed the existence of a significant negative indirect effect of EI on health-risk taking through various dimensions of impulsivity and sensitivity to reward. EI abilities -particularly the ability to manage emotions- were associated with lower levels of impulsivity under positive and negative emotional states, a better management of the tendency towards sensation seeking, and a decreased emotional reactivity to rewards. CONCLUSIONS: The present research provides a better understanding of the processes underlying the negative relationship between EI and health risk-taking. Our findings suggest that having higher levels of EI abilities would allow for a more objective evaluation of risk scenarios and a more appropriate and safer decision making through its influence on the levels of impulsivity and emotional reactivity to rewards. Practical implications, limitations, and future lines of research are discussed.


Asunto(s)
Inteligencia Emocional , Análisis de Mediación , Humanos , Femenino , Adolescente , Adulto Joven , Adulto , Persona de Mediana Edad , Masculino , Universidades , Conducta Impulsiva , Asunción de Riesgos , Estudiantes
16.
Accid Anal Prev ; 174: 106760, 2022 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-35792476

RESUMEN

Road safety represents one of the main public health issues worldwide, and risky driving behaviour is one of the most predominant factors in traffic road accidents. The primary objective of this research was to clarify the relationship between emotional intelligence (EI) abilities and the probability of engaging in risky behaviour during driving. Previous literature linking these constructs is limited, and research has yielded mixed findings. In the present study, 555 drivers from a Spanish community sample (Mage = 39.34, ranging from 18 to 79 years old; 49.19% women) were assessed on risky driving behaviour using the Dula Dangerous Driving Index while self-reported ability EI was measured using the Wong and Law Emotional Intelligence Scale. Gender, age, and driving experience were controlled. The results of this study revealed that a higher self-reported ability EI, particularly the ability to regulate emotions, was related to a lower tendency to engage in risky driving behaviours. In turn, self-reported ability EI was negatively and indirectly related to the number of road accidents and traffic tickets through the mediating effect of risky driving. The regulation of emotions (via direct and indirect effect) and the appraisal of the emotions of others (via direct effect) were the EI abilities that better predicted the number of accidents and traffic tickets. We discuss the practical implications of these findings, along with suggested future lines of research.


Asunto(s)
Accidentes de Tránsito , Conducción de Automóvil , Accidentes de Tránsito/psicología , Adolescente , Adulto , Anciano , Conducción de Automóvil/psicología , Inteligencia Emocional , Femenino , Humanos , Masculino , Persona de Mediana Edad , Asunción de Riesgos , Autoinforme , Adulto Joven
17.
Psicothema ; 34(3): 402-409, 2022 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-35861002

RESUMEN

BACKGROUND: It is widely accepted that emotions exert a strong influence on risk decision-making. Despite this, the literature studying the role of emotional intelligence (EI) on the tendency to engage in risky behaviour is scarce, and the results appear to be inconclusive. The present study delves into the relationship between EI and risk behaviour through various risk contexts (Ethical, Health, Financial, Social, and Recreational domains). We also examined whether this relationship is age and gender-dependent. METHOD: A Spanish sample of 1435 participants (Mage = 29.84, from 18 to 70; 61.9% women) was assessed for levels of EI and risk-taking by the TMMS and DOSPERT scales. RESULTS: The results revealed that EI was negatively related to risk behaviour in the Ethical and Health domains and positively related to the Social and Recreational domains. Moreover, we confirmed the influence of gender and age on both EI and risk behaviour. CONCLUSIONS: EI is differentially related to risk behaviour depending on the risk domain studied, supporting the idea that risk is a domain-specific construct. We suggest that higher levels of EI could be adaptive for risk behaviour regardless of the direction of the relationship. Practical implications and future lines of research are discussed.


Asunto(s)
Inteligencia Emocional , Emociones , Femenino , Humanos , Masculino , Asunción de Riesgos
18.
Front Psychol ; 13: 810012, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35222197

RESUMEN

The aim of the present study was to carry out a qualitative and quantitative synthesis of the existing literature studying the relationship between emotional intelligence and risk behavior. We conducted a systematic review and meta-analysis of the scientific evidence available relating both constructs. Particular attention was paid to identifying possible differences in this relationship as a function of the different conceptualizations of EI and the risk domain. The study was conducted following the Cochrane and PRISMA guidelines. Our results revealed a significant negative relationship between EI and health-related risk behaviors. However, this relationship was not observed in other risk domains such as finance and gambling. The relationship between EI and risk behavior differed according to the risk domain studied, which supports the notion that risk is a domain-specific construct. The results associated with the health-related risk behaviors are consistent with existing literature about the positive impact of emotional abilities on the health domain. A more complete understanding of the emotional mechanisms that underlie risk behavior could help to establish action guidelines and improve programmes to prevent and reduce the negative effects of risk behavior on our society.

19.
Int J Neural Syst ; 30(7): 2050031, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32507059

RESUMEN

Early detection of stress condition is beneficial to prevent long-term mental illness like depression and anxiety. This paper introduces an accurate identification of stress/calm condition from electrodermal activity (EDA) signals. The acquisition of EDA signals from a commercial wearable as well as their storage and processing are presented. Several time-domain, frequency-domain and morphological features are extracted over the skin conductance response of the EDA signals. Afterwards, a classification is undergone by using several classical support vector machines (SVMs) and deep support vector machines (D-SVMs). In addition, several binary classifiers are also compared with SVMs in the stress/calm identification task. Moreover, a series of video clips evoking calm and stress conditions have been viewed by 147 volunteers in order to validate the classification results. The highest F1-score obtained for SVMs and D-SVMs are 83% and 92%, respectively. These results demonstrate that not only classical SVMs are appropriate for classification of biomarker signals, but D-SVMs are very competitive in comparison to other classification techniques. In addition, the results have enabled drawing useful considerations for the future use of SVMs and D-SVMs in the specific case of stress/calm identification.


Asunto(s)
Aprendizaje Profundo , Electrodiagnóstico/métodos , Respuesta Galvánica de la Piel , Estrés Psicológico/diagnóstico , Máquina de Vectores de Soporte , Adulto , Respuesta Galvánica de la Piel/fisiología , Humanos , Estrés Psicológico/fisiopatología , Dispositivos Electrónicos Vestibles
20.
Acta Physiol (Oxf) ; 226(2): e13244, 2019 06.
Artículo en Inglés | MEDLINE | ID: mdl-30589509

RESUMEN

AIM: We aimed to investigate whether a dysregulated maternal diet during gestation and lactation induces long-lasting changes in the hypothalamic control of feeding behavior in the offspring and whether this effect is sex specific. METHODS: The study included an analysis of appetite-regulating metabolic hormones and hypothalamic signaling in male and female offspring in adulthood after exposure to a free-choice high-calorie palatable low-protein (P) diet or standard chow (C) during (pre)gestation/lactation (maternal) and/or postweaning (offspring). RESULTS: Maternal exposure to the P diet resulted in decreased protein intake and body weight gain in dams and decreased body weight gain in offspring during lactation. The maternal P diet (PC) specifically increased feed efficacy and decreased body weight and cholesterol levels in the female offspring in adulthood, but no changes in adiposity or leptin levels were found. In contrast, P diet exposure after weaning (CP and PP) increased caloric intake, adiposity and circulating levels of leptin in the male and female offspring in adulthood. The hypothalami of the female offspring exposed to the maternal P diet (PC and PP) expressed high levels of the phospho-leptin receptor and low levels of SOCS3, phospho-IRS1 and phospho-AMPK, regardless of the postweaning diet. The hypothalami of the female rats in the PC group also showed increased levels of STAT3 and the orexigenic neuropeptide Agrp. CONCLUSIONS: Maternal exposure to a free-choice high-calorie low-protein diet induces a long-term feed efficacy associated with changes in leptin signaling through IRS-1 and AMPK dephosphorylation in the hypothalami of female offspring in adulthood.


Asunto(s)
Conducta Animal/efectos de los fármacos , Dieta con Restricción de Proteínas/efectos adversos , Leptina/farmacología , Efectos Tardíos de la Exposición Prenatal , Proteínas Quinasas Activadas por AMP/efectos de los fármacos , Proteínas Quinasas Activadas por AMP/metabolismo , Animales , Conducta Animal/fisiología , Conducta Alimentaria/efectos de los fármacos , Conducta Alimentaria/fisiología , Femenino , Hipotálamo/efectos de los fármacos , Hipotálamo/metabolismo , Leptina/metabolismo , Embarazo , Efectos Tardíos de la Exposición Prenatal/metabolismo , Ratas Wistar , Receptores de Leptina/efectos de los fármacos , Transducción de Señal/efectos de los fármacos
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