{"title":"Capsule Network Algorithm for Performance Optimization of Text Classification","authors":"J SamuelManoharan","doi":"10.36548/JSCP.2021.1.001","DOIUrl":"https://doi.org/10.36548/JSCP.2021.1.001","url":null,"abstract":"In regions of visual inference, optimized performance is demonstrated by capsule networks on structured data. Classification of hierarchical multi-label text is performed with a simple capsule network algorithm in this paper. It is further compared to support vector machine (SVM), Long Short Term Memory (LSTM), artificial neural network (ANN), convolutional Neural Network (CNN) and other neural and non-neural network architectures to demonstrate its superior performance. The Blurb Genre Collection (BGC) and Web of Science (WOS) datasets are used for experimental purpose. The encoded latent data is combined with the algorithm while handling structurally diverse categories and rare events in hierarchical multi-label text applications.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45635092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Irena Kesselring, Haley E Yaremych, Samantha Pegg, Lindsay Dickey, Autumn Kujawa
{"title":"Zoom or In-Person: An Ecological Momentary Assessment Study of Time with Friends and Depressive Symptoms on Affect in Emerging Adults.","authors":"Irena Kesselring, Haley E Yaremych, Samantha Pegg, Lindsay Dickey, Autumn Kujawa","doi":"10.1521/jscp.2021.40.2.97","DOIUrl":"10.1521/jscp.2021.40.2.97","url":null,"abstract":"<p><strong>Introduction: </strong>Depression is associated with increased negative affect (NA) and low positive affect (PA), as well as interpersonal difficulties. Although most studies examine symptoms and affect at only one time point, ecological momentary assessment (EMA) captures data on affect and activity in real time and across contexts. The present study used EMA to explore the links between in-person and virtual social interactions, depressive symptoms, and momentary affect.</p><p><strong>Methods: </strong>Emerging adults (<i>N</i>=86) completed a self-report measure of both general depression and dysphoria symptoms, followed by EMA surveys 8 times daily for one week, reporting momentary affect (PA and NA) and social context (in-person and virtual interactions with friends).</p><p><strong>Results: </strong>In-person, but not virtual, presence of friends was associated with increased PA overall. Depressive symptoms were linked to less time with in-person friends and elevated NA. There was also a significant interaction between in-person presence of friends and dysphoria in predicting NA, such that presence of in-person friends was associated with lower NA only for those low in dysphoria.</p><p><strong>Discussion: </strong>Findings suggest that time with in-person friends is associated with increased PA overall and decreased NA only for those lower in depressive symptoms, but these effects do not generalize to virtual interactions. Those with greater depressive symptoms may be less responsive to positive stimuli and experience less of an effect of friends' presence on affect. Alternatively, maladaptive social behaviors characteristic of depression may influence the effect of social interactions on affect.</p>","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8320809/pdf/nihms-1673081.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39264540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Johnrev Guilaran, Ian de Terte, K. Kaniasty, C. Stephens
{"title":"Received Social Support and Post-Traumatic Stress Symptoms in New Zealand and Philippine Emergency Responders","authors":"Johnrev Guilaran, Ian de Terte, K. Kaniasty, C. Stephens","doi":"10.1521/JSCP.2021.40.2.153","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.2.153","url":null,"abstract":"Introduction: Emergency responders are at risk of post-traumatic stress symptoms (PTSS). This study investigates the relationship between the different components of received social support (RSS) and PTSS in these occupations. Method: This cross-sectional study involved emergency responders from New Zealand and the Philippines (n=223). Participants answered an online questionnaire measuring social support and PTSS. Results: High amount of total received support was significantly associated with lower levels of PTSS. Analyses of RSS components revealed that co-worker, emotional, and tangible support exhibited salutary main effects on PTSS. Furthermore, high amounts of RSS from supervisors were found to be associated with low levels of PTSS only among participants who reported low trauma exposure. Discussion: Findings were congruent with the main effects model of RSS. Results also underscored the importance of investigating varied manifestations of social support as they may differentially influence the strength of effects of receiving social support by emergency responders.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47444835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Intersectionality, Gender, and the Self-Stigma of Mental Illness","authors":"Rachel E. Dubke, P. Corrigan","doi":"10.1521/JSCP.2021.40.2.145","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.2.145","url":null,"abstract":"Introduction: This study sought to examine self-stigma at the intersection of two identities: mental illness and gender. Methods: Using an MTurk panel, 100 self-identified men and women with and without mental illness (total N = 400) completed the Difference and Disdain Self-Stigma Scale. Results: Significant effects were found for mental illness (participants with mental illness reported greater perceptions of being different from the population and disdain themselves because of that) but not for gender or the interaction. Discussion: Failure to find intersectionality may reflect classic findings from social psychological research that suggests people do not necessarily diminish self-esteem because of socio-demographic identity (I am a woman or African American). Future studies need to test for an intersection effect for public stigma.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45415546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
C. M. Crawford, Julianne M. Griffith, B. Hankin, Jami F. Young
{"title":"Implicit Beliefs About Emotions in Youth: Associations With Temperamental Negative Emotionality and Depression","authors":"C. M. Crawford, Julianne M. Griffith, B. Hankin, Jami F. Young","doi":"10.1521/JSCP.2021.40.2.121","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.2.121","url":null,"abstract":"Introduction: Individual differences in beliefs about the controllability of emotions are associated with a range of psychosocial outcomes, including depressive symptoms. Less is known, however, about factors contributing to individual differences in these beliefs. The current study examined prospective associations between negative emotionality (NE) and implicit beliefs about emotions, as well as the indirect effect of NE on depressive symptoms through implicit beliefs about emotions. Methods: In a sample of children and adolescents, NE was assessed at baseline, implicit beliefs about emotions were assessed 18 months later, and depressive symptoms were assessed at baseline and 36 months later. Results: NE was associated with implicit beliefs about emotions, and an indirect effect of NE on depressive symptoms through implicit beliefs about emotions was observed. Discussion: NE represents a salient dispositional vulnerability factor contributing to individual differences in implicit beliefs about emotions, with implications for the development of depressive symptoms in youth.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46994806","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
J. C. Beerten-Duijkers, C. Vissers, M. Rinck, J. Egger
{"title":"Self-Regulation in Dual Diagnosis: A Multi-Method Approach of Self-Awareness, Error-Monitoring and Emotional Distress","authors":"J. C. Beerten-Duijkers, C. Vissers, M. Rinck, J. Egger","doi":"10.1521/JSCP.2021.40.1.1","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.1.1","url":null,"abstract":"Introduction: Self-regulatory actions direct the achievement of life goals. Awareness of one's state is needed to adequately self-regulate one's life. Methods: The self-regulatory actions of (cognitive/emotional) self-awareness and (error-)monitoring were assessed in patients with Dual Diagnosis and healthy controls. A multi-method approach was applied. Results: Patients with Dual Diagnosis reported lower capacity to identify, verbalize and interpret emotions in a cognitive manner. Both groups reported experiencing arousal of emotions, but patients showed less cognitive elaboration on them and they reported more negatively labeled emotions. Patients with Dual Diagnosis signaled errors less adequately, but did not differ in the number of errors. Discussion: The abundance of negative emotions may overwhelm patients and trigger substance use to handle this negativity. Especially because they do in fact experience the arousal of emotions, but they find it harder to timely identify, interpret and verbalize these emotions. Training self-awareness and emotion regulation may be beneficial.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41520263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Social Support and Psychological Adjustment Among College Adults","authors":"Rachel Wesley, J. Booker","doi":"10.1521/JSCP.2021.40.1.69","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.1.69","url":null,"abstract":"Introduction: We were interested in building on previous studies showing the promotive and buffering roles of social support for emerging adults We tested the associations of multiple domains of social support (i e , family, friends) with measures of adjustment and adversity Methods: Across four studies, U S college adults reported on domains of social support (family, friends, significant other), psychological adjustment (i e , life satisfaction, flourishing), and psychological adversity (i e , recent stress, depressive symptoms) Studies 1 and 4 were cross-sectional, whereas Studies 2 and 3 involved two, monthly survey reports Study 4 was completed against the backdrop of early COVID-19 disruptions for college adults in the Spring of 2020 Results: In each study, each domain of social support was positively correlated with measures of adjustment and negatively correlated with measures of adversity Partial correlations indicated that support from friends was incrementally associated with nearly every outcome, whereas support from family was incrementally associated with a majority of outcomes Multiphase studies supported unidirectional, but not bidirectional, effects from earlier adjustment onto later social support Discussion: Overall, findings reinforce the importance of social support for young adults and highlight the distinct importance of family and friends Findings also suggest that a lack of perceived social support may contribute to risks fitting views such as the stress generation theory among emerging adults [ABSTRACT FROM AUTHOR] Copyright of Journal of Social & Clinical Psychology is the property of Guilford Publications Inc and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission However, users may print, download, or email articles for individual use This abstract may be abridged No warranty is given about the accuracy of the copy Users should refer to the original published version of the material for the full abstract (Copyright applies to all Abstracts )","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41540630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sophie I. Leib, Emma C. Faith, Samuel R. Vincent, Steven A Miller
{"title":"Police Interactions, Perceived Respect, and Longitudinal Changes in Depression in African Americans","authors":"Sophie I. Leib, Emma C. Faith, Samuel R. Vincent, Steven A Miller","doi":"10.1521/JSCP.2021.40.1.27","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.1.27","url":null,"abstract":"Introduction: We examined police exchanges' and feelings of discrimination's impact on changes in adolescent depression symptoms. Relative to other races, police speak more disrespectfully to African Americans and often exert unnecessary force. We investigated the impact of these exchanges on depression. Methods: Adolescent Health Study data were analyzed. Latent growth curve modeling with mediation illustrated relationships between police exchanges, perceived discrimination, and depression changes. Results: African American adolescents had significantly higher levels of initial depression than other racial/ethnic identity groups. For African Americans, police exchanges predicted depression changes. Perceived respect predicted levels and changes of depression for both groups, but mediated the relationship between police exchanges and depression changes only in the “other” racial/ethnic identity group. Discussion: Police stoppings impacted depression changes for African Americans independent of perceived respect. Findings highlight a potentially unique relationship between depression and police exchanges among African Americans. Future studies may investigate roles of individual differences.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48562944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Too Much of a Good Thing: Who We Follow, What We Do, And How Much Time We Spend on Social Media Affects Well-Being","authors":"M. Hunt, K. All, Brenna T. Burns, K. Li","doi":"10.1521/JSCP.2021.40.1.46","DOIUrl":"https://doi.org/10.1521/JSCP.2021.40.1.46","url":null,"abstract":"Introduction: Given previous experimental research on the benefits of limiting time spent on social media and correlational research linking active use to better well-being, we designed an experimental study to investigate the effects of limiting time and increasing active use on social media on well-being. Method: After completing a survey on who they followed on social media and undergoing a week of baseline monitoring, 88 undergraduates at a private university were randomly assigned to either limit Facebook, Instagram, Twitter, and Snapchat use to 30 minutes in total per day and increase their active use, just limit their use to 30 minutes per day, or continue to use social media as usual for three weeks. Results: The initial survey revealed that following more friends was negatively correlated with loneliness whereas following more strangers was positively correlated with depression. Highly depressed participants in the limited use group showed significant reductions in depression compared to the control group, but the active group did not show similar benefits. Highly active participants in the active group reported greater loneliness and anxiety and lower self-esteem at week 4 compared to less active participants in the active group, whereas the most passive participants in the control group showed the worst depression overall. Discussion: Our findings suggest that following friends rather than strangers and limiting time spent on social media may lead to significant improvements in well-being, and that moderately active engagement may be the most adaptive.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45872152","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Internet of Things (IoT) Authentication and Access Control by Hybrid Deep Learning Method - A Study","authors":"J. Chen, Kong-Long Lai","doi":"10.36548/JSCP.2020.4.005","DOIUrl":"https://doi.org/10.36548/JSCP.2020.4.005","url":null,"abstract":"In the history of device computing, Internet of Things (IoT) is one of the fastest growing field that facing many security challenges. The effective efforts should have been made to address the security and privacy issues in IoT networks. The IoT devices are basically resource control device which provide routine attract impression for cyber attackers. The IoT participation nodes are increasing rapidly with more resource constrained that creating more challenging conditions in the real time. The existing methods provide an ineffective response to the tasks for effective IoT device. Also, it is an insufficient to involve the complete security and safety spectrum of the IoT networks. Because of the existing algorithms are not enriched to secure IoT bionetwork in the real time environment. The existing system is not enough to detect the proxy to the authorized person in the embedding devices. Also, those methods are believed in single model domain. Therefore, the effectiveness is dropping for further multimodal domain such as combination of behavioral and physiological features. The embedding intelligent technique will be securitizing for the IoT devices and networks by deep learning (DL) techniques. The DL method is addressing different security and safety problems arise in real time environment. This paper is highlighting hybrid DL techniques with Reinforcement Learning (RL) for the better performance during attack and compared with existing one. Also, here we discussed about DL combined with RL of several techniques and identify the higher accuracy algorithm for security solutions. Finally, we discuss the future direction of decision making of DL based IoT security system.","PeriodicalId":48202,"journal":{"name":"Journal of Social and Clinical Psychology","volume":null,"pages":null},"PeriodicalIF":1.7,"publicationDate":"2021-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42877761","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}