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Delineating Mastitis Cases in Dairy Cows: Development of an IoT-Enabled Intelligent Decision Support System for Dairy Farms
No full textThe International Sustainability Standards Board’s (ISSB) past, present, and future: critical reflections and a research agenda
No full textAn optimized neural network with AdaHessian for cryptojacking attack prediction for Securing Crypto Exchange Operations of MEC applications
No full textBitcoin exchange security is crucial because of MEC's widespread use. Cryptojacking has compromised MEC app security and bitcoin exchange ecosystem functionality. This paper propose a cutting-edge neural network and AdaHessian optimization technique for cryptojacking prediction and defense. We provide a cutting-edge deep neural network (DNN) cryptojacking attack prediction approach employing pruning, post-training quantization, and AdaHessian optimization. To solve these problems, this paper apply pruning, post-training quantization, and AdaHessian optimization. A new framework for quick DNN training utilizing AdaHessian optimization can detect cryptojacking attempts with reduced computational cost. Pruning and post-training quantization improve the model for low-CPU on-edge devices. The proposed approach drastically decreases model parameters without affecting Cryptojacking attack prediction. The model has Recall 98.72%, Precision 98.91%, F1-Score 99.09%, MSE 0.0140, RMSE 0.0137, and MAE 0.0139. Our solution beats state-of-the-art approaches in precision, computational efficiency, and resource consumption, allowing more realistic, trustworthy, and cost-effective machine learning models. We address increasing cybersecurity issues holistically by completing the DNN optimization-security loop. Securing Crypto Exchange Operations delivers scalable and efficient Cryptojacking protection, improving machine learning, cybersecurity, and network management
How do we know whether treatment has failed? Paradoxical outcomes in counseling with young people
Get PDFBackground: In both routine practice contexts and research studies, evidence from standardized self-report symptom measures, administered pre- and post-treatment, is predominantly used to determine whether psychotherapy has been successful. Understanding the nature of unsuccessful psychotherapy requires an ability to evaluate the credibility of outcome data generated by such techniques. An important body of research has identified discrepancies between outcomes assessed through symptom measures and those obtained from other sources. However, not enough is known about the extent to which such paradoxical outcomes exist. Objective: This study analyzes the relationship between outcomes, as assessed by a standardized self-report measure, and as assessed by ratings of young people’s descriptions of change at post-counseling interviews. Methods: Participants were 50 young people (13–16 years old) who had taken part in a trial of up to 10 weeks of school-based humanistic counseling. Our primary standardized measure was the Young Person’s CORE (YP-CORE). To assess young people’s experiences of counseling change, three independent raters scrutinized transcripts of post-counseling interviews, and scored levels of helpfulness on a 1 (Not at all helpful) to 10 (Extremely helpful) scale. Inter-rater reliabilities were 0.94 (Cronbach’s Alpha) and 0.96 (McDonald’s Omega). Sensitivity analyses were conducted to explore relationships between helpfulness ratings and other outcome measures, i.e., satisfaction with counseling (ESQ) and the Goal-Based-Outcome Tool (GBO), and process measures, i.e., the Working Alliance Inventory (WAI-S) and the Barret Lennard Relationship Inventory (BLRI). Results: Multilevel analysis indicated that helpfulness ratings were not significantly associated with changes in YP-CORE scores. Analyzed categorically, 38% of those showing reliable improvement on the standardized measure were below the median for self-described helpfulness, and 47% of those not showing reliable change were at or above the median for self-described helpfulness. Sensitivity analyses demonstrated closer correlations between helpfulness ratings and other outcome measures (ESQ and GBO), and between helpfulness ratings and process measures (WAI-S and BLRI). Discussion: Our results raise questions about reliance on symptom change outcome measures for defining treatment success and failure, given their disparity with clients’ own descriptions of the helpfulness of therapy. Implications for practice and research are discussed
Integrating Sex Therapy with Emotionally Focused Therapy to Treat Sexual Desire Discrepancy
No full textMuch has been written about the need for greater integration between the fields of sex therapy and couples therapy, as sex is an integral part of many intimate relationships. Sexual desire discrepancy (SDD) is a common relationship issue that couples therapists are likely to encounter; however, they receive limited and varying degrees of training on how to approach and treat sexual issues like SDD. Emotionally focused therapy (EFT) is an empirically supported approach to couples therapy that offers a structure for strengthening relational bonds. The current literature on using EFT for sexual issues in general, and desire discrepancy specifically, focuses on adapting EFT to treat sexual issues by mapping out the sexual cycle and using an attachment lens to increase emotional safety. The PLISSIT model and its extension the Ex-PLISSIT model are multi-pronged approaches commonly used in sex therapy that provide a guide for how to initiate and progress therapeutic treatment of sexual issues. This article explores how incorporating the PLISSIT and Ex-PLISSIT models into EFT can offer additional benefits to clients and practitioners alike
Exploring the therapeutic potential of brown seaweed extracts (Ascophyllum nodosum and Fucus vesiculosus) in the management of metabolic disorders, inflammation, and gastrointestinal health
Get PDFThe embodied experiences of dance movement psychotherapist practitioners working with clients living with medically unexplained symptoms (MUS)
No full text“You Will Do Well”: But How, Exactly? A Curious Ending to the Apostolic Letter of Acts 15
Get PDFIn this paper, I focus on the puzzling ending of the apostolic letter in Acts 15 in which the ad-dressees are told that if they hold to four “essential” prohibitions, they will “do well” (εὖ πράξετε, v. 29). The question as to how, exactly, can destabilise some understandings of the decree, with alternative translations creating different problems, and particularly so where theological com-mitments are at play. Following Danker’s call for greater attention to this phrase, I undertake a fresh, stratified survey of Greek usage across corpora ranging from the arguably less to the more proximate and bring this into dialogue with the senses given in various literary and social ap-proaches to the decree involving epistolary rhetoric, reciprocity theory, and intertextuality. This reveals how purely linguistic data can stand in tension with compositional arguments in different ways and require a more complex arbitration between possibility, likelihood and coherence when both lexical and discourse-level constraints are applied. Whilst not solving the problem of the decree outright, observing the impacts of different readings of εὖ πράξετε on the delicate balances involved presses some oblique but productive questions into the interpretive task
