Accurate emotion analysis of teaching evaluation texts can help teachers effectively improve the quality of education and teaching. In order to improve the precision and accuracy of emotion analysis, this paper proposes an emotion recognition and analysis method based on deep learning model. First, LTP tool is used to effectively process the teaching evaluation texts data set to improve the completeness and reliability of the data. Based on bidirectional long short-term memory (BiLSTM) network, an emotion analysis model is constructed to enhance the long-term memory ability of the model, so as to learn the emotion feature information more fully. On the basis of this model, the attention interaction mechanism module is introduced to pay attention to the important information in the attribute sequence, mine the deeper emotion feature information, and further ensure the accuracy of emotion recognition of teaching evaluation texts. Experimental simulation results show that the accuracy and precision of emotion recognition of the proposed method are 0.9123 and 0.8214, which can meet the needs of accurate emotion analysis of complex teaching evaluation texts.
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http://dx.doi.org/10.1155/2022/9909209 | DOI Listing |
Support Care Cancer
January 2025
Department of Medical Oncology, Netherlands Cancer Institute - Antoni van Leeuwenhoek, 1066 CX, Amsterdam, the Netherlands.
Purpose: Adolescent and young adult (AYA) malignant brain tumour (BT) survivors are at risk of adverse health outcomes, which may impact their health-related quality of life (HRQoL). This study aimed to investigate the (1) prevalence of physical and psychological adverse health outcomes, (2) the HRQoL, and (3) the association of adverse health outcomes and HRQoL among long-term AYA-BT survivors. Adverse health outcomes and HRQoL were compared to other AYA cancer (AYAC) survivors.
View Article and Find Full Text PDFPhysiol Res
December 2024
Department of Physiology, Faculty of Medicine, Masaryk University, Brno, Czech Republic.
An important part of the side effects of combined oral contraceptives (COC) usage is its psychological impact, which includes mood changes, anxiousness and depression. The psychological impacts are expected to be caused by physiological fluctuations of sex hormone levels during the menstrual cycle; this cycling is, however, suppressed in COC users. In our study, we assessed the differences in emotional awareness and anxiousness between women long term users of anti-androgenic COC (AA) and women with no COC use in their medical history (C).
View Article and Find Full Text PDFJ Pers Assess
January 2025
Department of Psychology, University of Colorado-Colorado Springs.
Emotion acceptance is defined as the willingness to experience pleasant and unpleasant emotions. Extant research suggests that emotion acceptance-and its converse, emotion nonacceptance or rejection-importantly contributes to experiences of negative affect, symptoms of psychopathology, and physiological markers of emotional responding. However, no validated measurement scale is available in English for assessing emotion acceptance.
View Article and Find Full Text PDFPsychol Psychother
January 2025
The Louis & Gabi Weisfeld School of Social Work, Bar-Ilan University, Ramat Gan, Israel.
Purpose: Despite the proliferation of research into evidence based treatment for military PTSD there is little evidence for treatment assignment criterion and military based PTSD still demonstrates low remission rates.
Method: Thirty participants in a randomized control trial comparing Prolonged Exposure (PE) and Somatic Experiencing (SE) were interviewed on their experiences in therapy and their responses assessed using a descriptive phenomenological analysis approach to delineate the central tenets of the two therapeutic approaches.
Results: Results indicated that participants from both therapies covered themes of the experience of change, the experience of the therapeutic relationship and the therapeutic process.
Psychol Res Behav Manag
January 2025
Department of Pediatric Nursing, Faculty of Nursing, Universitas Padjadjaran, Sumedang, West Java, Indonesia.
Background: Cancer diagnosis and treatment can have severe psychological impacts on children that can affect various aspects of their emotional, social and cognitive functioning. Many children with cancer experience long-term psychological distresses. The psychological well-being (PWB) is a critical aspect of their overall health.
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