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1.
Neuroscience Bulletin ; (6): 147-156, 2024.
Article in English | WPRIM | ID: wpr-1010679

ABSTRACT

The prefrontal cortex and hippocampus may support sequential working memory beyond episodic memory and spatial navigation. This stereoelectroencephalography (SEEG) study investigated how the dorsolateral prefrontal cortex (DLPFC) interacts with the hippocampus in the online processing of sequential information. Twenty patients with epilepsy (eight women, age 27.6 ± 8.2 years) completed a line ordering task with SEEG recordings over the DLPFC and the hippocampus. Participants showed longer thinking times and more recall errors when asked to arrange random lines clockwise (random trials) than to maintain ordered lines (ordered trials) before recalling the orientation of a particular line. First, the ordering-related increase in thinking time and recall error was associated with a transient theta power increase in the hippocampus and a sustained theta power increase in the DLPFC (3-10 Hz). In particular, the hippocampal theta power increase correlated with the memory precision of line orientation. Second, theta phase coherences between the DLPFC and hippocampus were enhanced for ordering, especially for more precisely memorized lines. Third, the theta band DLPFC → hippocampus influence was selectively enhanced for ordering, especially for more precisely memorized lines. This study suggests that theta oscillations may support DLPFC-hippocampal interactions in the online processing of sequential information.


Subject(s)
Adult , Female , Humans , Young Adult , Male , Epilepsy , Hippocampus , Memory, Short-Term , Mental Recall , Prefrontal Cortex , Theta Rhythm
2.
Psicol. ciênc. prof ; 43: e244422, 2023. tab, graf
Article in Portuguese | LILACS, INDEXPSI | ID: biblio-1431118

ABSTRACT

Funções executivas (FE) referem-se ao conjunto de habilidades que, de forma integrada, coordenam o comportamento e a cognição. Assim, o comprometimento no desenvolvimento das FE está ligado a vários desfechos negativos ao longo da vida. Portanto, a avaliação dessas habilidades na infância é essencial para identificar e prevenir prejuízos na vida adulta. Este estudo teve como objetivo investigar evidências de validade do Teste Informatizado para Avaliação das Funções Executivas (Tafe) pelo critério de idade e pelo padrão de correlação entre medidas do TAFE e outras medidas de FE. Para isso, foi utilizada uma amostra de 51 crianças, entre 4 e 10 anos de idade, matriculadas em uma escola privada na cidade de Goiânia (GO), da pré-escola ao 4º ano do ensino fundamental. Como instrumentos, foram utilizados, além do Tafe, as tarefas de Bloco de Corsi, Teste de Trilhas A e B, Teste de Trilhas Pré-Escolares, Teste de Stroop Pré-Escolares e Subteste Dígitos da Escala Wechsler de Inteligência. Foram conduzidas análises estatísticas Kruskal Wallis para verificar a evidência de validade por relação com idade e análises de correlação não paramétrica de Spearman para avaliar as evidências de validade convergente. O instrumento investigado mostrou-se efetivo para discriminar entre as diferentes faixas etárias, assim, sensível ao desenvolvimento das FE. Os resultados obtidos no Tafe correlacionaram-se aos obtidos em outros testes que também avaliaram FE, mostrando claros padrões de convergência. Logo, as análises dos resultados fornecem evidências de validade ao Tafe, derivadas a partir de diferentes estratégias de investigação.(AU)


Executive functions (EF) refer to the set of skills that, in an integrated way, coordinate behavior and cognition. Thus, the commitment in developing EF is linked to several negative outcomes throughout life. Therefore, the assessment of these abilities in childhood is essential to identify and prevent possible harm in adult life. This study aimed to investigate evidences of validity of the Computerized Test for Evaluation of Executive Functions (TAFE) by the age criterion and by the pattern of correlation between TAFE measures and other EF measures. To this end, a sample of 51 children, between 4 and 10 years old, enrolled in a private school in the municipality of Goiânia (GO), from preschool to the 4th year of elementary school, was used. As instruments, in addition to TAFE, the tasks of Corsi Block, Trails Test A and B, Preschool Trails Test, Preschool Stroop Test and the Digits Subtest of the Wechsler Intelligence Scale were used. Kruskal Wallis statistical analyzes were conducted to verify the evidence of validity by age criteria and Spearman's nonparametric correlation analysis to assess evidence of convergent validation. The instrument investigated was effective to discriminate between different age groups, thus being sensitive to the development of EF. The results obtained in TAFE were correlated with those obtained in other tests that also assess FE, showing patterns of convergence. Therefore, the analysis of the results provides validation evidence to TAFE, derived from different investigation methods.(AU)


Las funciones ejecutivas (FE) se refieren al conjunto de habilidades que coordinan la conducta y la cognición. Así, el deterioro en el desarrollo de FE está relacionado con varios resultados negativos durante la vida. Por tanto, la valoración de estas habilidades en la infancia es fundamental para identificar y prevenir posibles daños en la vida adulta. Este estudio tuvo como objetivo investigar la evidencia de validez de la Prueba Computarizada para Evaluación de Funciones Ejecutivas (Tafe) por el criterio de edad y convergencia entre las medidas Tafe y otras medidas de FE. Para ello, se utilizó una muestra de 51 niños, de entre 4 y 10 años de edad, matriculados en un colegio privado de Goiânia (Goiás, Brasil) desde la preescolar hasta 4.º de primaria. Como instrumentos, además del Tafe, se utilizaron las tareas de Bloque de Corsi, el Test de los senderos A y B, el Test de los Senderos Preescolares, el Test de Stroop Preescolar y la Subprueba de Dígitos de la Escala Wechsler de Inteligencia. Se realizaron análisis estadísticos de Kruskal Wallis para verificar la validez por criterios de edad y análisis de correlación no-paramétrica de Spearman para evaluar la evidencia de validez convergente. Tafe demostró ser efectivo para discriminar entre diferentes grupos de edad, así es sensible al desarrollo de FE. Los resultados en Tafe se correlacionaron con los obtenidos en otras pruebas de FE, lo que muestra claros patrones de convergencia. Por tanto, el análisis aporta evidencias de validez para Tafe, derivadas de diferentes estrategias de investigación.(AU)


Subject(s)
Humans , Male , Female , Child, Preschool , Child , Cognition , Pliability , Inhibition, Psychological , Memory, Short-Term , Perception , Aptitude Tests , Play and Playthings , Play Therapy , Primary Health Care , Problem Solving , Psychological Phenomena , Psychological Tests , Psychology , Mental Recall , Recreation , Retention, Psychology , Attention , Schools , Auditory Perception , Social Adjustment , Social Support , Speech Perception , Stress, Psychological , Task Performance and Analysis , Technology , Therapeutics , Thinking , Wechsler Scales , Behavior , Behavioral Sciences , Neurosciences , Adaptation, Psychological , Child , Child Care , Child, Preschool , Environmental Monitoring , Organizations , Child Health , Cognitive Dissonance , Statistics, Nonparametric , Consciousness , Intuition , Neurobehavioral Manifestations , Behavioral Disciplines and Activities , Self Efficacy , Creativity , Recognition, Psychology , Personal Autonomy , Access to Information , Comprehension , Growth and Development , Discrimination, Psychological , Education , Emotions , Planning , Cerebrum , Resilience, Psychological , Executive Function , Stroop Test , Mindfulness , Spatial Memory , Self-Control , Metacognition , Wechsler Memory Scale , Memory and Learning Tests , Self-Management , Mentalization , Frustration , Systematic Review , Emotional Regulation , Multidimensional Scaling Analysis , Self-Testing , Functional Status , Social Interaction , Cognitive Training , Processing Speed , Psychological Growth , Higher Nervous Activity , Human Activities , Imagination , Language Development , Language Development Disorders , Learning , Mental Processes , Motor Activity , Neuropsychological Tests , Neuropsychology
3.
Psicol. ciênc. prof ; 43: e246224, 2023.
Article in Portuguese | LILACS, INDEXPSI | ID: biblio-1431120

ABSTRACT

O isolamento social provocado pela pandemia de covid-19 exigiu uma intensificação no estabelecimento de parâmetros para o trabalho do neuropsicólogo com suas especificidades. Assim, o objetivo deste artigo é levantar reflexões sobre a prática neuropsicológica infantil via internet baseada na nossa experiência prática vivenciada no período, relacionando com as referências teóricas da abordagem histórico-cutural e outros trabalhos que discorrem sobre as particularidades dessa modalidade de atendimento. Para isso, foi realizada uma pesquisa bibliográfica em fontes reconhecidas, como SciELO e Google Acadêmico, utilizando-se marcadores como "neuropsicologia on-line" e "teleneuropsicologia", entre outros, em português, inglês e espanhol. Os trabalhos encontrados foram utilizados como fundamento para discutir as ideias aqui apresentadas, a partir da experiência dos autores durante esse período. Considera-se que os neuropsicólogos precisam enfrentar a possível necessidade do trabalho on-line, considerando que as situações vividas durante a pandemia tendem a aumentar a necessidade de avaliações e intervenções neuropsicológicas. Ao mesmo tempo, se prevê que essa via de trabalho deve se intensificar após o isolamento, dentro do que se tem denominado como "o novo normal". Para isso, é essencial que haja esforço por parte da comunidade neuropsicológica para mostrar como essa área de trabalho pode ser útil para crianças, seus pais e professores. Conclui-se que é preciso ter a noção de que nenhuma via ou metodologia de trabalho é absolutamente completa, sendo essencial a instrumentalização das vantagens e desvantagens de todas elas.(AU)


The social isolation caused by the COVID-19 pandemic demanded intensification in the establishment of parameters for the neuropsychologist's work with its specificities. Thus, the aim of this article is to raise reflections on child neuropsychological practice via the internet, based on our practical experience in this period, relating to the theoretical references of the cultural-historical approach and other works that discuss the particularities of this type of care. For this, a bibliographic research was carried out in recognized sources such as SciELO and Google Scholar, using markers such as "online neuropsychology" and teleneuropsychology, among others, in Portuguese, English and Spanish. The works found were used as a basis for discussing the ideas presented here which are based on the authors' experience during this period. It is considered that neuropsychologists need to face the possible need for online work, considering that situations experienced during the pandemic tend to increase the need for neuropsychological assessments and interventions. At the same time, it is expected that this work path should intensify after isolation, within of what has been called "the new normal". For this, an effort by the neuropsychological community is essential to show how this area of work can be useful for children, their parents and teachers. It is concluded that it is necessary to have the notion that no way or work methodology is absolutely complete, being essential the instrumentalization of the advantages and disadvantages of all of them.(AU)


El aislamiento social provocado por la pandemia de Covid-19 exigió una intensificación en el establecimiento de parámetros para el trabajo del neuropsicólogo con sus especificidades. Así, el objetivo de este artículo es plantear reflexiones sobre la práctica neuropsicológica infantil a través de internet, a partir de nuestra experiencia práctica en este período, en relación con los referentes teóricos del enfoque histórico-cultural y otros trabajos que discuten las particularidades de este tipo de cuidado. Para esto, se realizó una investigación bibliográfica en fuentes reconocidas como SciELO y Google Académico, utilizando marcadores como "neuropsicología en línea" y teleneuropsicología, entre otros, en portugués, inglés y español. Los trabajos encontrados sirvieron de base para discutir las ideas aquí presentadas a partir de la experiencia de los autores durante este período. Se considera que los neuropsicólogos necesitan enfrentar la posible necesidad de trabajo en línea, considerando que las situaciones vividas durante la pandemia tienden a incrementar la necesidad de evaluaciones e intervenciones neuropsicológicas. Al mismo tiempo, se espera que esta vía de trabajo se intensifique después del aislamiento, dentro de lo que se ha denominado "la nueva normalidad". Para esto, un esfuerzo de la comunidad neuropsicológica es fundamental para mostrar cómo esta área de trabajo puede ser útil para los niños, sus padres y profesores. Se concluye que es necesario tener la noción de que ninguna vía o metodología de trabajo es absolutamente completa, siendo imprescindible la instrumentalización de las ventajas y desventajas de todas ellas.(AU)


Subject(s)
Humans , Male , Female , Social Isolation , Online Systems , Remote Consultation , Culture , Internet-Based Intervention , History , Neuropsychology , Parent-Child Relations , Aptitude Tests , Practice, Psychological , Problem Solving , Psychological Tests , Psychology , Quality of Life , Attention , Attention Deficit Disorder with Hyperactivity , Wechsler Scales , Behavior , Mainstreaming, Education , Adaptation, Psychological , Family , Child , Child Development , Child Language , Child, Preschool , Parenting , Cognition , Coronavirus Infections , Communication , Competency-Based Education , Compliance , Early Intervention, Educational , Neurobehavioral Manifestations , Recognition, Psychology , Dementia , Growth and Development , Videoconferencing , Evaluation of Research Programs and Tools , Cerebrum , Interdisciplinary Studies , Spatial Memory , Neurodevelopmental Disorders , Behavior Rating Scale , Patient Health Questionnaire , Memory and Learning Tests , Mental Status and Dementia Tests , Frontal Lobe , Egocentrism , Clinical Reasoning , COVID-19 , Cognitive Training , Family Support , Human Development , Information Services , Intelligence Tests , Language Development , Memory , Memory, Short-Term , Mental Processes , Neurologic Examination , Neuronal Plasticity , Neuropsychological Tests
4.
Psicol. ciênc. prof ; 43: e255496, 2023.
Article in Portuguese | LILACS, INDEXPSI | ID: biblio-1529211

ABSTRACT

O presente artigo tem como objetivo apresentar a construção metodológica desenvolvida em uma pesquisa de mestrado, na qual sustentamos a escrita de cenas como método de pesquisa da escuta clínica. As cenas do trabalho em questão foram recolhidas ao longo do tempo, no contorno da experiência de um projeto de extensão universitária de atenção à infância e adolescência em situação de vulnerabilidade social, situado em uma comunidade periférica. Apresentamos, neste texto, as interrogações que se elaboraram em torno da escolha pelo trabalho com cenas, e compartilhamos o resgate histórico dessas como um método de escrever a clínica, bem como a retomada de sua análise a partir da tradição psicanalítica. Amparadas nesta teoria e em leituras e contribuições do filósofo francês Jacques Derrida, embasamos a noção de que a cena se constitui como um lugar de produção, ao engendrar a configuração particular de elementos significantes nos processos de subjetivação e de construção social. A cena não é, então, compreendida aqui como uma representação do que acontece na clínica, mas como um modo de produzir a escuta e os seus processos de investigação.(AU)


This article aims to present the methodological construction developed in a master's research, in which the writing of scenes as a method of clinical listening research was endorsed. The scenes from the study in question were collected over time, from the experience gained in a project conducted within a university extension program on care in childhood and adolescence in social vulnerability, in a peripheral community. In this study, we present some questions that were elaborated surrounding the choices of working with scenes; and we share the historical rescue of this work as a method of writing on clinic practices and resuming their analysis from the psychoanalytic tradition. Based on the psychoanalytic theory and on the readings and contributions of the French philosopher Jacques Derrida, we corroborate the notion that the scene is constituted as a place of production, engendering the particular configuration of significant elements in the processes of subjectivation and social construction. Here, the scene is not a representation of clinical practice but one mode of producing listening and its research processes.(AU)


Este artículo tiene como objetivo presentar la construcción metodológica desarrollada en una investigación de maestría, en la que sostenemos la escritura de escenas como método de investigación de la escucha clínica. Las escenas del trabajo en cuestión se recogieron a lo largo del tiempo desde la experiencia en un proyecto de extensión universitario de atención a la niñez y adolescencia en situación de vulnerabilidad social aplicado en una comunidad periférica. En este texto, presentamos los interrogantes que se elaboraron en torno a la elección por el trabajo con escenas y compartimos el rescate histórico de las mismas como un método de escribir la clínica y la reanudación del análisis a partir de la tradición psicoanalítica. Amparadas en el psicoanálisis y en lecturas y contribuciones del filósofo francés Jacques Derrida, nos basaremos en la noción de que la escena se constituye como un lugar de producción, engendrando la configuración particular de elementos significantes en los procesos de subjetivación y de construcción social. La escena no es aquí una representación de lo que pasa en la clínica, sino un modo de producir escucha y sus procesos de investigación.(AU)


Subject(s)
Humans , Female , Child, Preschool , Psychoanalysis , Child , Child Welfare , Equipment and Supplies , Methodology as a Subject , Meals , Social Vulnerability , Parapsychology , Parent-Child Relations , Parents , Paternity , Play and Playthings , Play Therapy , Poverty , Psychological Phenomena , Psychological Theory , Psychology , Psychology, Clinical , Reality Therapy , Scapegoating , Schools , Sibling Relations , Social Class , Social Isolation , Social Justice , Social Responsibility , Social Support , Social Work , Speech , Superego , Unconscious, Psychology , Behavior , Poverty Areas , Solid Waste Use , Child, Abandoned , Child Abuse , Child Advocacy , Child Care , Child Development , Developmental Disabilities , Residence Characteristics , Hygiene , Child Health , Liability, Legal , Adolescent , Parenting , Clinical Clerkship , Comprehensive Health Care , Consciousness , Life , Crime , Crisis Intervention , Affect , Culture , Narration , Diapers, Infant , Research Subjects , Aggression , Human Rights Abuses , Dreams , Education , Ego , Employment , Job Market , Ethics , Child Nutrition , Bullying , Social Marginalization , Child, Foster , Social Privilege , Freedom , Freudian Theory , Economic Status , Respect , Clinical Decision Rules , Social Inclusion , Housing Instability , Low Socioeconomic Status , History , Human Rights , Id , Functional Laterality , Love , Memory , Memory, Short-Term , Morale , Names
5.
Journal of Biomedical Engineering ; (6): 1142-1151, 2023.
Article in Chinese | WPRIM | ID: wpr-1008944

ABSTRACT

Alzheimer's disease (AD) is a neurodegenerative disease characterized by cognitive impairment, with the predominant clinical diagnosis of spatial working memory (SWM) deficiency, which seriously affects the physical and mental health of patients. However, the current pharmacological therapies have unsatisfactory cure rates and other problems, so non-pharmacological physical therapies have gradually received widespread attention. Recently, a novel treatment using 40 Hz light flicker stimulation (40 Hz-LFS) to rescue the cognitive function of model animals with AD has made initial progress, but the neurophysiological mechanism remains unclear. Therefore, this paper will explore the potential neural mechanisms underlying the modulation of SWM by 40 Hz-LFS based on cross-frequency coupling (CFC). Ten adult Wistar rats were first subjected to acute LFS at frequencies of 20, 40, and 60 Hz. The entrainment effect of LFS with different frequency on neural oscillations in the hippocampus (HPC) and medial prefrontal cortex (mPFC) was analyzed. The results showed that acute 40 Hz-LFS was able to develop strong entrainment and significantly modulate the oscillation power of the low-frequency gamma (lγ) rhythms. The rats were then randomly divided into experimental and control groups of 5 rats each for a long-term 40 Hz-LFS (7 d). Their SWM function was assessed by a T-maze task, and the CFC changes in the HPC-mPFC circuit were analyzed by phase-amplitude coupling (PAC). The results showed that the behavioral performance of the experimental group was improved and the PAC of θ-lγ rhythm was enhanced, and the difference was statistically significant. The results of this paper suggested that the long-term 40 Hz-LFS effectively improved SWM function in rats, which may be attributed to its enhanced communication of different rhythmic oscillations in the relevant neural circuits. It is expected that the study in this paper will build a foundation for further research on the mechanism of 40 Hz-LFS to improve cognitive function and promote its clinical application in the future.


Subject(s)
Humans , Adult , Rats , Animals , Memory, Short-Term/physiology , Rats, Wistar , Neurodegenerative Diseases , Hippocampus , Prefrontal Cortex
6.
Journal of Biomedical Engineering ; (6): 1135-1141, 2023.
Article in Chinese | WPRIM | ID: wpr-1008943

ABSTRACT

With the widespread use of electrical equipment, cognitive functions such as working memory (WM) could be severely affected when people are exposed to 50 Hz electromagnetic fields (EMF) for long term. However, the effects of EMF exposure on WM and its neural mechanism remain unclear. In the present paper, 15 rats were randomly assigned to three groups, and exposed to an EMF environment at 50 Hz and 2 mT for a different duration: 0 days (control group), 24 days (experimental group I), and 48 days (experimental group II). Then, their WM function was assessed by the T-maze task. Besides, their local field potential (LFP) in the media prefrontal cortex (mPFC) was recorded by the in vivo multichannel electrophysiological recording system to study the power spectral density (PSD) of θ and γ oscillations and the phase-amplitude coupling (PAC) intensity of θ-γ oscillations during the T-maze task. The results showed that the PSD of θ and γ oscillations decreased in experimental groups I and II, and the PAC intensity between θ and high-frequency γ (hγ) decreased significantly compared to the control group. The number of days needed to meet the task criterion was more in experimental groups I and II than that of control group. The results indicate that long-term exposure to EMF could impair WM function. The possible reason may be the impaired communication between different rhythmic oscillations caused by a decrease in θ-hγ PAC intensity. This paper demonstrates the negative effects of EMF on WM and reveals the potential neural mechanisms from the changes of PAC intensity, which provides important support for further investigation of the biological effects of EMF and its mechanisms.


Subject(s)
Humans , Rats , Animals , Memory, Short-Term/physiology , Electromagnetic Fields/adverse effects , Prefrontal Cortex , Cognition
7.
Evid. actual. práct. ambul ; 26(4): e007085, 2023.
Article in Spanish | LILACS, UNISALUD, BINACIS | ID: biblio-1526556

ABSTRACT

De la mano del envejecimiento poblacional, la demencia o trastorno neurocognitivo mayor afecta a una cantidad cada vez mayor de personas, lo que implica un alto costo para los servicios de salud. Las guías de práctica clínica recomiendan ofrecer terapias de estimulación cognitiva a las personas afectadas y cada vez es más común el empleo de herramientas tecnológicas que permiten su aplicación a gran escala a pesar de la incertidumbre acerca de su beneficio.En este artículo revisamos la evidencia más actualizada sobre la eficacia de las herramientas computarizadas para el entrenamiento cognitivo de pacientes con demencia. Encontramos algunos estudios que sugieren que podría haber una posible mejora cognitiva en los pacientes con demencia y en la calidad de vida de sus cuidadores. Sin embargo, la mayoría de los estudios no fueron de buena calidad metodológica, fueron realizados con un número limitado de pacientes, en periodos poco prolongados, y los desenlaces fueron evaluados a través de múltiples pruebas de difícil interpretación. (AU)


With the increasing population aging, dementia or major neurocognitive disorder affects a growing number of people,incurring a substantial burden on healthcare services. Clinical practice guidelines recommend providing cognitive stimulation therapies to affected individuals, and the use of technological tools for implementing therapies on a large scale is increasingly common despite the uncertainty about their benefits.In this article, we reviewed the most up-to-date evidence on the effectiveness of computerized tools for cognitive training in patients with dementia. We found some studies that suggest that there could be a possible cognitive improvement in patients with dementia and in the quality of life of their caregivers. However, most studies were not of good methodological quality, were carried out with a limited number of patients, in short periods of time, and the outcomes were evaluated through multiple tests that were difficult to interpret. (AU)


Subject(s)
Humans , Female , Aged, 80 and over , Dementia/therapy , Alzheimer Disease/therapy , Telerehabilitation , Cognitive Training/methods , Randomized Controlled Trials as Topic , Personal Autonomy , Computers, Handheld , Mobile Applications , Memory, Short-Term
8.
Article in Chinese | WPRIM | ID: wpr-971490

ABSTRACT

OBJECTIVE@#To propose a semi-supervised epileptic seizure prediction model (ST-WGAN-GP-Bi-LSTM) to enhance the prediction performance by improving time-frequency analysis of electroencephalogram (EEG) signals, enhancing the stability of the unsupervised feature learning model and improving the design of back-end classifier.@*METHODS@#Stockwell transform (ST) of the epileptic EEG signals was performed to locate the time-frequency information by adaptive adjustment of the resolution and retaining the absolute phase to obtain the time-frequency inputs. When there was no overlap between the generated data distribution and the real EEG data distribution, to avoid failure of feature learning due to a constant JS divergence, Wasserstein GAN was used as a feature learning model, and the cost function based on EM distance and gradient penalty strategy was adopted to constrain the unsupervised training process to allow the generation of a high-order feature extractor. A temporal prediction model was finally constructed based on a bi-directional long short term memory network (Bi-LSTM), and the classification performance was improved by obtaining the temporal correlation between high-order time-frequency features. The CHB-MIT scalp EEG dataset was used to validate the proposed patient-specific seizure prediction method.@*RESULTS@#The AUC, sensitivity, and specificity of the proposed method reached 90.40%, 83.62%, and 86.69%, respectively. Compared with the existing semi-supervised methods, the propose method improved the original performance by 17.77%, 15.41%, and 53.66%. The performance of this method was comparable to that of a supervised prediction model based on CNN.@*CONCLUSION@#The utilization of ST, WGAN-GP, and Bi-LSTM effectively improves the prediction performance of the semi-supervised deep learning model, which can be used for optimization of unsupervised feature extraction in epileptic seizure prediction.


Subject(s)
Humans , Memory, Short-Term , Seizures/diagnosis , Electroencephalography
9.
Dement. neuropsychol ; 16(4): 418-432, Oct.-Dec. 2022. tab, graf
Article in English | LILACS | ID: biblio-1421324

ABSTRACT

ABSTRACT. The working memory (WM) training in older adults can benefit their cognition. However, there is a dearth of literature reviews on the subject. Objective: This study aimed to investigate and evaluate the effects of WM training on the cognition of healthy older adults, in individual and group interventions reported in the literature. Methods: This is a systematic review involving a qualitative analysis of publications on the SciELO, LILACS, and MEDLINE databases carried out between March and June 2021. Results: A total of 47 studies were identified and analyzed, comprising 40 in older adults only and 7 comparing older and younger adults, investigating individual or group WM training or other types of intervention focused on WM effects. Conclusions: Both individual and group intervention contributed to the maintenance and/or improvement of cognition in older adults exploiting brain plasticity to promote mental health and prevent cognitive problems that can negatively impact quality of life of this group.


RESUMO. O treino da memória operacional (WM) com idosos pode gerar benefícios em sua cognição. Entretanto, há escassez de revisões da literatura sobre o tema. Objetivo: Investigar e avaliar, na literatura, os efeitos do treino da WM na cognição de idosos saudáveis, em intervenções individuais e grupais. Métodos: Estudo de revisão sistemática realizado entre março e junho de 2021, utilizando-se as bases Scientific Electronic Library Online (SciELO), Literatura Latino-Americana e do Caribe em Ciências da Saúde (LILACS) e Medical Literature Analysis and Retrieval System Online (MEDLINE). Resultados: Foram identificados e analisados 47 estudos, 40 apenas com idosos, e sete comparativos entre idosos e adultos mais jovens, que realizaram treino individual ou em grupo com foco nos efeitos na WM. Conclusões: Os trabalhos analisados mostraram que ambos os tipos de intervenções podem contribuir para a manutenção e/ou melhoria da cognição de pessoas idosas, aproveitando sua plasticidade cerebral e, portanto, para a promoção de sua saúde mental e para a prevenção de problemas cognitivos que podem interferir em sua qualidade de vida.


Subject(s)
Humans , Aged , Memory, Short-Term , Cognitive Aging
10.
Psico USF ; 27(4): 649-659, Oct.-Dec. 2022. tab, graf
Article in English | LILACS, INDEXPSI | ID: biblio-1422345

ABSTRACT

The goal of this study was to investigate if the selection of external information for storage in visual working memory requires control by the central executive when the categorization of targets is guided by instructions. The design was experimental 3 (concurrent task) x 2 (instruction). Forty-eight university students saw eight colored shapes, four of them surrounded by square outlines. Memory was assessed using a recognition task. Targets varied with instructions: targets were presented within squares in the first block and outside squares in the second block. There were three concurrent tasks: no task, articulatory suppression, and backward counting. Performance was measured by hits, false alarms, corrected recognition, and sensitivity (A'), compared using within-subject ANOVAs. Results showed a main effect only for concurrent task, with lower performance in the backward counting condition for all measures. These results suggest that the central executive does not control the perceptual filter, corroborating earlier results. (AU)


O objetivo deste estudo foi investigar se a seleção de informações externas para manutenção na memória de trabalho visual requer controle do executivo central, quando a categorização de alvos depende de instrução. O delineamento foi experimental três (tarefa concorrente) x duas (instrução). Participaram 48 universitários. Os participantes viam oito formas coloridas, quatro delas dentro de quadrados. A memória foi avaliada por reconhecimento. Os alvos dependiam de instrução: no primeiro bloco estavam dentro de quadrados e no segundo, fora de quadrados. Havia três tarefas concorrentes: sem tarefa, supressão articulatória e contagem inversa. O desempenho foi avaliado por acertos, alarmes falsos, taxa de reconhecimento correto e índice de sensibilidade A', comparados por meio de ANOVAs intrassujeitos. Os resultados mostraram apenas efeito principal da tarefa concorrente, com menor desempenho na condição contagem inversa em todas as medidas. Esse resultado sugere que o executivo central não controla o filtro perceptual, corroborando resultados anteriores. (AU)


El objetivo fue investigar si la selección de información externa para el mantenimiento de la memoria de trabajo visual requiere un control del ejecutivo central, cuando la categorización de los estímulos depende de instrucciones. El diseño fue experimental 3 (tarea concurrente) x 2 (instrucción). Los 48 estudiantes universitarios participantes vieron ocho formas de colores, cuatro de ellas dentro de cuadrados. La memoria se evaluó por reconocimiento. Los estímulos dependían de la instrucción: en el primer bloque estaban dentro de los cuadrados, y en el segundo, fuera de ellos. Hubo tres tareas recurrentes: ninguna tarea, supresión articulatoria y conteo inverso. El rendimiento se evaluó mediante aciertos, falsas alarmas, tasa de reconocimiento correcto e índice de sensibilidad A', mediante ANOVAs intrasujeto Los resultados mostraron solo el efecto principal de la tarea concurrente, con menor rendimiento en la condición de conteo inverso en todas las medidas. Los resultados sugieren que el ejecutivo central no controla el filtro perceptual, corroborando resultados anteriores. (AU)


Subject(s)
Humans , Male , Female , Adolescent , Adult , Young Adult , Attention , Executive Function , Memory, Short-Term , Students/psychology , Universities , Visual Perception , Surveys and Questionnaires , Analysis of Variance , Sociodemographic Factors
11.
Aval. psicol ; 21(2): 227-235, abr.-jun. 2022. ilus, tab
Article in English | LILACS, INDEXPSI | ID: biblio-1447467

ABSTRACT

The Neuropsychological Test for the Assessment of Visuospatial Binding (TNABV) was developed to measure the Working Memory binding for object-location features. This study aimed to provide validity evidence related to the content and internal structure of the TNABV. To investigate the evidence based on internal structure, the sample was composed of 1173 people. Participants were between 18 and 95 years of age. In order to investigate the content-related validity evidence, a judgment was performed through the analysis of seven experts. The data analysis was carried out through exploratory factor analysis, the Internal Consistency Content Validity Index (CVI). The result suggested a one-dimensional model with an explained variation of 41.78% and Cronbach's alpha of .82. The total CVI showed an agreement of .98. The findings indicated that the psychometric properties evaluated in the TNABV are adequate.(AU)


O Teste Neuropsicológico para Avaliação do Binding Visuoespacial (TNABV) foi desenvolvido para avaliar o binding da memória operacional para os recursos de objeto-localização. Este estudo investigou as evidências de validade relacionadas ao conteúdo e estrutura interna do TNABV. Para realizar as evidências baseadas na estrutura interna, a amostra foi composta por 1173 pessoas. Os participantes tinham entre 18 e 95 anos. Para investigar a validade das evidências baseadas no conteúdo, foi realizado um julgamento pela análise de sete especialistas. A análise dos dados foi realizada por meio de análise fatorial exploratória, Índice de Confiabilidade e Validade de Conteúdo (IVC). O resultado sugeriu um modelo unidimensional com uma variação explicada de 41,78% e o alfa de Cronbach de 0,82. O IVC total mostrou uma concordância de 0,98. Os achados indicaram que as propriedades psicométricas avaliadas no TNABV são adequadas.(AU)


El Test Neuropsicológico para la Evaluación de Binding Visuoespacial (TNABV) se desarrolló para evaluar el binding de la memoria operativa para los recursos de objeto-localización. Este estudio investigó las evidencias de validez relacionadas con el contenido y la estructura interna del TNABV. Para explorar las evidencias basadas en la estructura interna, la muestra se compuso por 1173 personas. Los participantes tenían entre 18 y 95 años. Para investigar la validez de las evidencias basadas en el contenido se realizó un juicio mediante la revisión de siete expertos. El análisis de los datos se ejecutó utilizando el análisis factorial exploratorio, el Índice de Confiabilidad y la Validez de Contenido (CVI). El resultado sugirió un modelo unidimensional con una variación explicada del 41,78% y un alfa de Cronbach de 0.82. El CVI total mostró una concordancia de 0,98. Los hallazgos indicaron que las propiedades psicométricas evaluadas en el TNABV son adecuadas.(AU)


Subject(s)
Humans , Male , Female , Adolescent , Adult , Middle Aged , Aged , Aged, 80 and over , Young Adult , Memory, Short-Term , Neuropsychological Tests , Psychometrics , Reproducibility of Results , Factor Analysis, Statistical
12.
Psicol. teor. prát ; 24(2): 13510, 14.06.2022.
Article in English | LILACS | ID: biblio-1434300

ABSTRACT

O objetivo deste estudo foi verificar se existe diferença no desempenho de crianças com Transtorno do Desenvolvimento da Linguagem (TDL) e Desenvolvimento Típico de Linguagem (DTL) em testes de memória operacional fonológica (MOF) e de memória visual de curto prazo (MVCP), e se esse desem-penho está correlacionado com o vocabulário receptivo. Selecionamos 14 crianças com TDL e 28 com DTL. Todos os sujeitos foram submetidos a dois testes de memória de curto prazo e a um teste de vocabulário receptivo. A comparação entre os grupos foi realizada por meio do Teste t de Student e a correlação entre a memória de curto prazo e o vocabulário foi obtida pela correlação de Pearson. Crian-ças com TDL tiveram pior desempenho quando comparadas ao grupo controle, tanto em MOF quanto em MVCP. A correlação positiva entre os testes de memória e vocabulário sugere que tanto a alça fo-nológica quanto a memória visual são importantes para o processamento da linguagem, mesmo que a alça fonológica possa ter maior relevância


The aim of this study was to verify if there is a difference in performance between children with Developmental Language Disorder (DLD) and typical language development (TLD) in phonological working memory (PWM) test and visual short-term memory (VSTM), and if this performance is correlated with the result of a receptive vocabulary test. We selected 14 children with DLD and 28 with TLD. All subjects underwent two short-term memory tests and a receptive vocabulary test. The comparison between the groups was performed using the Student's t-test, and the correlation between the short-term memory and the vocabulary was obtained by Pearson's correlation. Children with DLD had a worse performance when compared with the control group, both in PWM and VSTM. The positive correlation between memory and vocabulary tests suggests that both the phonological loop and visual memory are important for the processing of language, even if the phonological loop may have greater relevance.


El objetivo de este estudio fue verificar si existe una diferencia en el desempeño de los niños con Trastorno del Desarrollo del Lenguaje (TDL) y el desarrollo del lenguaje típico (DLT) en las pruebas de memoria operativa fonológica (MOF) y memoria visual a corto plazo (MVCP), y si ese desempeño es correlacionado con el vocabulario receptivo. Seleccionamos 14 niños con TDL y 28 con DTL. Todos los sujetos se sometieron a dos pruebas de memoria a corto plazo y a una prueba de vocabulario receptivo. La comparación entre grupos se realizó mediante la prueba t de Student y la correlación entre la memoria a corto plazo y el vocabulario se obtuvo mediante la correlación de Pearson. Los niños con TDL tuvieron un peor desempeño en comparación con el grupo de control, tanto en la MOF como en la MVCP. La correlación positiva entre las pruebas de memoria y vocabulario sugiere que tanto el bucle fonológico como la memoria visual son importantes para el procesamiento del lenguaje, aunque el bucle fonológico puede tener mayor relevancia.


Subject(s)
Humans , Male , Female , Vocabulary , Child , Cognition , Language Development Disorders , Memory, Short-Term , Growth and Development , Language Tests
13.
Rev. bras. ativ. fís. saúde ; 27: 1-8, fev. 2022. tab, fig
Article in Portuguese | LILACS | ID: biblio-1418207

ABSTRACT

O objetivo do presente estudo foi avaliar o efeito agudo da prática de uma sessão de futsal com engajamento cognitivo na memória de trabalho e no controle inibitório de crianças. Trata-se de um estudo controlado e randomizado com abordagem quantitativa do tipo Crossover. Foram recrutadas 33 crianças (com idade entre 8 e 10 anos) de ambos os sexos que foram submetidas a duas sessões experimentais: 1) Sessão jogo com duração de 15 min baseada no futsal com maiores demandas de engajamento cognitivo. 2) Sessão controle que consistiu em 15 min de repouso em uma sala. Foram aplicados imediatamente antes e após as sessões o DigitSpan e o Stroop Test para avaliar a memória de trabalho e o controle inibitório, respectivamente. As equações de estimativas generalizadas foram utilizadas para verificar a interação entre o tempo e as intervenções. Os resultados indicaram interação sessão*tempo significativa para a memória de trabalho, precisamente na ordem direta do DigitSpan, indicando aumento significante de pré para pós-intervenção para a sessão jogo com um tamanho de efeito pequeno (p = 0,012; d = 0,38). Após a sessão jogo, as crianças também apresentaram melhora significativa, com tamanho do efeito médio na acurácia da fase incongruente (p = 0,008; d = 0,63) do Stroop Test e menor tempo para resposta em comparação à sessão controle (p = 0,029). O estudo apontou que a atividade física com engajamento cognitivo teve efeito sobre o controle inibitório de crianças


The aim of the present study was to evaluate the acute effect of practicing a futsal session with cognitive engagement on working memory and inhibitory control in children. This is a controlled and randomized study with a quantitative crossover approach. 33 children (aged between 8 and 10 years) of both sexes were recruited and submitted to two experimental sessions: 1) Game session lasting 15 min based on futsal with greater demands for cognitive engagement. 2) Control session consisting of 15 min of rest in a room. The DigitSpan and Stroop Test were applied immediately before and after the sessions to assess working memory and inhibitory control, respectively. Generalized estimating equations were used to verify the interaction between time and interventions. The results indicated a significant session*time interaction for working memory, precisely in the direct order of DigitSpan, indicating a significant increase from pre to post-in-tervention for the game session with a small effect size (p = 0.012; d = 0.38). After the game session, the children also showed significant improvement, with a mean effect size on the accuracy of the incongruous phase (p = 0.008; d = 0.63) of the Stroop Test and a shorter time to respond compared to the control session (p = 0.029). The study pointed out that physical activity with cognitive engagement had an effect on the inhibitory control of children


Subject(s)
Humans , Male , Female , Child , Sports , Students , Exercise , Cognition , Cross-Over Studies , Memory, Short-Term
14.
Audiol., Commun. res ; 27: e2653, 2022. tab
Article in Portuguese | LILACS | ID: biblio-1403544

ABSTRACT

RESUMO Objetivo investigar o desempenho de crianças com histórico de subnutrição de grau leve na primeira infância, em tarefas que avaliam a linguagem oral, processamento fonológico e memória visuoespacial. Método participaram 36 crianças (media de idade 5,3 anos; desvio padrão = 0,57), sendo nove crianças que tiveram diagnóstico de subnutrição entre 0 e 3 anos de idade (G1); nove eutróficas e com atraso de linguagem (G2) e 18 crianças eutróficas com desenvolvimento típico de linguagem (G3). Todas foram submetidas a procedimentos de triagem auditiva, diagnóstico do estado nutricional atual e testes de linguagem, processamento fonológico e de memória operacional - esboço visuoespacial. Foi realizada análise estatística por meio do Teste de Igualdade de Proporções e Kruskal-Wallis (α = 5%). Resultados foram observadas diferenças no desempenho nas tarefas de linguagem receptiva e expressiva de G1 e G2, em relação ao G3. O desempenho nas tarefas de memória de trabalho - esboço visuoespacial foi significativamente diferente entre G1 e G3 e G2 e G3. Não houve diferença entre os grupos no teste de vocabulário emissivo, aspecto fonológico, consciência fonológica e memória operacional fonológica. Conclusão crianças com histórico de subnutrição de grau leve durante o período crítico de desenvolvimento cerebral podem apresentar prejuízos na linguagem, principalmente na área receptiva, e desempenho restrito em outras habilidades cognitivas, tais como memória de trabalho - esboço visuoespacial.


ABSTRACT Purpose To investigate the performance of children with a history of mild malnutrition in early childhood in tasks that assess oral language, phonological processing and visuospatial memory. Methods Thirty-six children participated (mean age 5.3 years; standard deviation = 0.57), with 9 children diagnosed with malnutrition between 0 and 3 years old (G1); 9 eutrophic and with language delay (G2) and; 18 eutrophic children with typical language development (G3). All were submitted to hearing screening procedures, diagnosis of current nutritional status and tests of language, phonological processing and working memory - visuospatial sketch. Statistical analysis was performed using the Test of Equality of Proportions and the Kruskal-Wallis test (α = 5%). Results Differences were observed in the performance in receptive and expressive language tasks of G1 and G2 in relation to G3. Performance on working memory tasks - visuospatial sketch was significantly different between G1 and G3 and G2 and G3. There was no difference between the groups concerning expressivevocabulary, phonological aspect, phonological awareness and phonological working memory. Conclusion Children with a history of mild malnutrition during the critical period of brain development may have language impairments, especially in the receptive area, and restricted performance in other cognitive skills, such as working memory - visuospatial sketch.


Subject(s)
Humans , Child, Preschool , Child , Child Language , Nutritional Status , Malnutrition/complications , Language Development Disorders , Learning Disabilities , Memory, Short-Term , Speech, Language and Hearing Sciences , Language Tests
15.
Psicol. reflex. crit ; 35: 27, 2022. tab, graf
Article in English | LILACS, INDEXPSI | ID: biblio-1406426

ABSTRACT

The study explored the mediating effect of number sense between nonverbal intelligence and children's mathematical performance. The sample consisted of 131 pupils in Shaoxing City of China from grades 1, 3, and 5. The students completed measures of nonverbal intelligence, number sense, basic arithmetic ability, mathematical performance, rapid automatized naming, and working memory. Results show that although all variables significantly relate with each other (all p < .01), only nonverbal intelligence, number sense, and basic arithmetic ability significantly affect children's mathematical performance (all p < .01). According to multiple-mediation model, nonverbal intelligence significantly predicts children's mathematical performance through number sense and basic arithmetic ability. These findings suggest that domain-specific mathematical skills play a prominent role in children's mathematical performance in primary school, rather than domain-general cognitive functions. Educators should pay attention to develop children's number sense in order to improve children's mathematical ability. (AU)


Subject(s)
Humans , Male , Female , Child , Cognition , Intelligence , Learning , Mathematics , Memory, Short-Term , China , Education, Primary and Secondary
16.
Article in Chinese | WPRIM | ID: wpr-940988

ABSTRACT

OBJECTIVE@#To select variables related to mortality risk of stroke patients in intensive care unit (ICU) through long short-term memory (LSTM) with attention mechanisms and Logistic regression with L1 norm, and to construct mortality risk prediction model based on conventional Logistic regression with important variables selected from the two models and to evaluate the model performance.@*METHODS@#Medical Information Mart for Intensive Care (MIMIC)-Ⅳ database was retrospectively analyzed and the patients who were primarily diagnosed with stroke were selected as study population. The outcome was defined as whether the patient died in hospital after admission. Candidate predictors included demogra-phic information, complications, laboratory tests and vital signs in the initial 48 h after ICU admission. The data were randomly divided into a training set and a test set for ten times at a ratio of 8 ∶2. In training sets, LSTM with attention mechanisms and Logistic regression with L1 norm were constructed to select important variables. In the test sets, the mean importance of variables of ten times was used as a reference to pick out the top 10 variables in each of the two models, and then these variables were included in conventional Logistic regression to build the final prediction model. Model evaluation was based on the area under the receiver operating characteristic curve (AUC), sensitivity, specificity, and accuracy. And the model performance was compared with the forward Logistic regression model which hadn't conducted variable selection previously.@*RESULTS@#A total of 2 755 patients with 2 979 ICU admission records were included in the analysis, of which 526 recorded deaths. The AUC of Logistic regression model with L1 norm was statistically better than that of LSTM with attention mechanisms (0.819±0.031 vs. 0.760±0.018, P < 0.001). Age, blood glucose, and blood urea nitrogen were at the top ten important variables in both of the two models. AUC, sensitivity, specificity, and accuracy of Logistic regression models were 0.85, 85.98%, 71.74% and 74.26%, respectively. And the final prediction model was superior to forward Logistic regression model.@*CONCLUSION@#The variables selected by Logistic regression with L1 norm and LSTM with attention mechanisms had good prediction performance, which showed important implications on the mortality prediction of stroke patients in ICU.


Subject(s)
Humans , Critical Care , Intensive Care Units , Logistic Models , Memory, Short-Term , Prognosis , ROC Curve , Retrospective Studies , Stroke
17.
Journal of Biomedical Engineering ; (6): 1089-1096, 2022.
Article in Chinese | WPRIM | ID: wpr-970646

ABSTRACT

Aiming at the problem that the unbalanced distribution of data in sleep electroencephalogram(EEG) signals and poor comfort in the process of polysomnography information collection will reduce the model's classification ability, this paper proposed a sleep state recognition method using single-channel EEG signals (WKCNN-LSTM) based on one-dimensional width kernel convolutional neural networks(WKCNN) and long-short-term memory networks (LSTM). Firstly, the wavelet denoising and synthetic minority over-sampling technique-Tomek link (SMOTE-Tomek) algorithm were used to preprocess the original sleep EEG signals. Secondly, one-dimensional sleep EEG signals were used as the input of the model, and WKCNN was used to extract frequency-domain features and suppress high-frequency noise. Then, the LSTM layer was used to learn the time-domain features. Finally, normalized exponential function was used on the full connection layer to realize sleep state. The experimental results showed that the classification accuracy of the one-dimensional WKCNN-LSTM model was 91.80% in this paper, which was better than that of similar studies in recent years, and the model had good generalization ability. This study improved classification accuracy of single-channel sleep EEG signals that can be easily utilized in portable sleep monitoring devices.


Subject(s)
Memory, Short-Term , Neural Networks, Computer , Sleep , Electroencephalography/methods , Algorithms
18.
Neuroscience Bulletin ; (6): 474-488, 2022.
Article in English | WPRIM | ID: wpr-929086

ABSTRACT

Astrocytes are increasingly recognized to play an active role in learning and memory, but whether neural inputs can trigger event-specific astrocytic Ca2+ dynamics in real time to participate in working memory remains unclear due to the difficulties in directly monitoring astrocytic Ca2+ dynamics in animals performing tasks. Here, using fiber photometry, we showed that population astrocytic Ca2+ dynamics in the hippocampus were gated by sensory inputs (centered at the turning point of the T-maze) and modified by the reward delivery during the encoding and retrieval phases. Notably, there was a strong inter-locked and antagonistic relationship between the astrocytic and neuronal Ca2+ dynamics with a 3-s phase difference. Furthermore, there was a robust synchronization of astrocytic Ca2+ at the population level among the hippocampus, medial prefrontal cortex, and striatum. The inter-locked, bidirectional communication between astrocytes and neurons at the population level may contribute to the modulation of information processing in working memory.


Subject(s)
Animals , Humans , Mice , Astrocytes , Hippocampus/physiology , Memory, Short-Term/physiology , Neurons/physiology , Population Dynamics
19.
Article in Chinese | WPRIM | ID: wpr-928849

ABSTRACT

OBJECTIVE@#Exploring the effectiveness of using EEG linear and nonlinear features for accessing mental workload in different tasks.@*METHODS@#Working memory tasks with different information types and various mental loads were designed based on N-Back paradigm. EEG signals from 18 normal adults were acquired when tasks were being performed. Linear and nonlinear features of EEGs were then extracted. Indices that can effectively reflect mental workload levels were selected by using multivariate analysis of variance statistical approach.@*RESULTS@#With the increment of task load, power of frontal Theta, Theta/Alpha ratio, and sample entropies (scales>10) in parietal regions increased significantly first and decreased slightly then, while the power of central-parietal Alpha decreased significantly first and increased slightly then. No difference in power of frontal Theta, central-parietal Alpha, and sample entropies (scales>10) of parietal regions were found between verbal and object tasks, as well as between two spatial tasks. No difference of frontal Theta/Alpha ratio was found in all the four tasks.@*CONCLUSIONS@#The results can provide evidence for the mental workload evaluation in tasks with different information types.


Subject(s)
Electroencephalography , Memory, Short-Term , Workload
20.
Article in English | WPRIM | ID: wpr-928651

ABSTRACT

To compare the performance of generalized additive model (GAM) and long short-term memory recurrent neural network (LSTM-RNN) on the prediction of daily admissions of respiratory diseases with comorbid diabetes. Daily data on air pollutants, meteorological factors and hospital admissions for respiratory diseases from Jan 1st, 2014 to Dec 31st, 2019 in Beijing were collected. LSTM-RNN was used to predict the daily admissions of respiratory diseases with comorbid diabetes, and the results were compared with those of GAM. The evaluation indexes were calculated by five-fold cross validation. Compared with the GAM, the prediction errors of LSTM-RNN were significantly lower [root mean squared error (RMSE): 21.21±3.30 vs. 46.13±7.60, <0.01; mean absolute error (MAE): 14.64±1.99 vs. 36.08±6.20, <0.01], and the value was significantly higher (0.79±0.06 vs. 0.57±0.12, <0.01). In gender stratification, RMSE, MAE and values of LSTM-RNN were better than those of GAM in predicting female admission (all <0.05), but there were no significant difference in predicting male admission between two models (all >0.05). In seasonal stratification, RMSE and MAE of LSTM-RNN were lower than those of GAM in predicting warm season admission (all <0.05), but there was no significant difference in value (>0.05). There were no significant difference in RMSE, MAE and between the two models in predicting cold season admission (all >0.05). In the stratification of functional areas, the RMSE, MAE and values of LSTM-RNN were better than those of GAM in predicting core area admission (all <0.05). has lower prediction errors and better fitting than the GAM, which can provide scientific basis for precise allocation of medical resources in polluted weather in advance.


Subject(s)
Female , Humans , Male , Beijing/epidemiology , Diabetes Mellitus/epidemiology , Hospitalization , Memory, Short-Term , Neural Networks, Computer
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