Assisted Parkinsonism Diagnosis Using Multimodal MRI—The Role of Clinical Insights by Tobias Meindl, Alexander Hapfelmeier, Tobias Mantel, Angela Jochim, Jonas Deppe, Silke Zwirner, Jan S. Kirschke, Yong Li, Bernhard Haslinger

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Designing an intervention to improve cognitive evaluations in primary care by Kyra S. O’Brien, Kristin Harkins, MaryAnne Peifer, Melanie Kleid, Cameron Coykendall, Judy Shea, Jason Karlawish, Robert E. Burke

“…Results Twenty PCPs were interviewed and mentioned barriers included lack of expertise to perform or interpret an assessment, time pressures, lack of incentives, competing priorities, lack of decision-making supports, and limited access to dementia specialists. …”
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Factors influencing role preferences in decision-making of healthy women with BRCA1/2 pathogenic variants: subanalysis from a randomised controlled decision coaching trial by Sibylle Kautz-Freimuth, Arim Shukri, Claudia Stracke, Anna Isselhard, Birte Berger-Höger, Anke Steckelberg, Frank Vitinius, Nicola Dikow, Marion Kiechle, Cornelia Meisel, Achim Wöckel, Marion Tina von Mackelenbergh, Rita Schmutzler, Kerstin Rhiem, Stephanie Stock

“…Those returning the baseline questionnaires (T1) were randomly assigned to the intervention or control group (IG, CG). The IG completed a decision-coaching (DC) programme, the CG received standard care. …”
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Predicting online shopping addiction: a decision tree model analysis by Xueli Wan, Jie Zeng, Ling Zhang

“…BackgroundOnline shopping addiction has been identified as a detrimental behavioral pattern, necessitating the development of effective mitigation strategies.ObjectiveThis study aims to elucidate the psychological mechanisms underlying online shopping addiction through constructing and analyzing a C5.0 decision tree model, with the ultimate goal of facilitating more efficient intervention methods.MethodologyA comprehensive survey was conducted among 457 university students in Sichuan, China, utilizing validated psychometric instruments, including the Online shopping addiction Scale, College Academic Self-Efficacy Scale, College Students’ Sense of Life Meaning Scale, Negative Emotion Scale, Social Anxiety Scale, Sense of Place Scale, and Tuckman Procrastination Scale.ResultsThe predictive model demonstrated an accuracy of 79.45%, identifying six key factors predictive of online shopping addiction: academic procrastination (49.0%), sense of place (26.1%), social anxiety (10.1%), college students’ sense of life meaning (7.0%), negative emotions (7.0%), and college academic self-efficacy (0.9%).ConclusionThis pioneering study in online shopping addictiononline shopping addiction prediction offers valuable tools and research support for identifying and understanding this behavioral addiction, potentially informing future intervention strategies and research directions. …”
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End-of-life decisions and palliative care in surgical intensive care units by Polona Gams, Anja Kramarič Lozar, Primož Gradišek, Maja Šoštarič

“…Decision making on withholding and withdrawing of life-sustaining therapies in ICU varies from country to country. …”
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Advancements in Predictive Analytics: Machine Learning Approaches to Estimating Length of Stay and Mortality in Sepsis by Houssem Ben Khalfallah, Mariem Jelassi, Jacques Demongeot, Narjès Bellamine Ben Saoud

“…These findings highlight the potential of ML-driven clinical decision support systems (CDSSs) to enhance early risk assessment, optimize ICU resource planning, and support timely interventions. …”
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The Impact of Parental Verbal Abuse on Adolescent Decision-Making in North Binjai, Indonesia by Sabrina Dwi Putri, Muhammad Putra Dinata Saragi

“…These findings underscore the need for interventions and support systems to help adolescents develop resilience and decision-making skills in the face of verbal abuse.…”
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Career intervention program to promote academic adjustment and success in higher education by Célia Sampaio, Célia Sampaio, Catarina Luzia de Carvalho, Maria do Céu Taveira, Maria do Céu Taveira, Ana Daniela Silva, Ana Daniela Silva

“…To mitigate these risks, career interventions have emerged as an essential support, helping students to develop personal resources such as resilience, time management, and decision-making capacity. …”
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Web-based platform to collect, share and manage technical data of historical systemic architectures: the Telegraphic Towers along the Madrid-Valencia path by Margherita Lasorella, Pasquale de-Dato, Elena Cantatore

“…Their choice is motivated by the high level of knowledge about the cases reached in the last years by the authors, allowing them to test rules within the decision support systems and innovative techniques for their decay mapping. …”
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Beyond the current state of just-in-time adaptive interventions in mental health: a qualitative systematic review by Claire R. van Genugten, Claire R. van Genugten, Melissa S. Y. Thong, Melissa S. Y. Thong, Melissa S. Y. Thong, Wouter van Ballegooijen, Wouter van Ballegooijen, Wouter van Ballegooijen, Annet M. Kleiboer, Annet M. Kleiboer, Donna Spruijt-Metz, Arnout C. Smit, Mirjam A. G. Sprangers, Mirjam A. G. Sprangers, Yannik Terhorst, Yannik Terhorst, Heleen Riper, Heleen Riper, Heleen Riper

“…s framework were incorporated in the JITAIs, essential elements (e.g., adaptivity and receptivity) within the core components were missing and the core components were only partly substantiated by empirical evidence (e.g., interventions were supported, but the decision rules and points were not). …”
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Co-creation as a Methodology to Integrate Mental Health and Psychosocial Support and Peacebuilding by Yvonne Sliep, Marian Tankink, Friederike Bubenzer

“…The integration of peacebuilding and mental health and psychosocial support (MHPSS) is a new field that is receiving increased attention from policy makers, local and international civil society organisations and donors. …”
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Artificially intelligent nursing homes: a scoping review of palliative care interventions by Isabel Ronan, Sabin Tabirca, Sabin Tabirca, David Murphy, Nicola Cornally, Mohamad M. Saab, Patrice Crowley

“…There are key issues to address in future research surrounding palliative definitions, data accessibility, and stakeholder involvement.DiscussionThis paper presents the first review to consolidate research on palliative care interventions in nursing homes. The findings of this review indicate that integrated intelligent physical systems and decision support systems have yet to be explored. …”
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Home-Based Intervention Tool for Cardiac Telerehabilitation: Protocol for a Controlled Trial by Francesca Mastorci, Maria Francesca Lodovica Lazzeri, Lamia Ait-Ali, Paolo Marcheschi, Paola Quadrelli, Massimiliano Mariani, Rafik Margaryan, Wanda Pennè, Marco Savino, Giuseppe Prencipe, Alina Sirbu, Paolo Ferragina, Corrado Priami, Alessandro Tommasi, Cesare Zavattari, Pierluigi Festa, Stefano Dalmiani, Alessandro Pingitore

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Investigation of the Role of Machine Learning and Deep Learning in Improving Clinical Decision Making for Musculoskeletal Rehabilitation by Madhu Yadav, Pushpendra Kumar Verma, Sumaiya Ansari

“…In this investigation, we explore the various applications of machine learning and deep learning in musculoskeletal rehabilitation, including image analysis, predictive modelling, and decision support systems. We also examine the challenges and limitations associated with implementing these techniques in clinical practice and the ethical considerations surrounding their use. …”
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Workplace Well-Being Through Nature-Based Solutions: A Fuzzy Framework for Decision-Making by Adriano Bressane, Marcos Vinícius de Castro

“…The framework demonstrated flexibility in managing uncertainties, optimizing resource allocation, and providing targeted interventions for workplace conditions. These results highlight the framework’s potential as a robust decision-support tool for improving workplace health and well-being through systematic and evidence-based strategies.…”
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Effectiveness of interventions on healthcare professionals’ understanding and use of conscience: a systematic review protocol by Alex Clark, Megan Kennedy, Christina Lamb, Edith Pituskin, Ken Kirkwood, Yolanda Babenko-Mould

“…The objective of this review is to critically analyse the scholarly evidence available to ascertain the effectiveness of interventions that support healthcare professionals to understand and use their conscience in care practice.Methods and analyses At least two reviewers will systematically review 10 interdisciplinary, scholarly databases to examine qualitative, quantitative and mixed-methods studies including clinical trials pertaining to interventions related to conscience for healthcare professionals. …”
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Communication interventions in adult and pediatric oncology: A scoping review and analysis of behavioral targets. by Bryan A Sisk, Ginny L Schulz, Jennifer W Mack, Lauren Yaeger, James DuBois

“…This study is limited by only including interventions that directly facilitated communication interactions, which excluded stand-alone educational interventions and decision-aids. …”
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Digital Health Technology Interventions for Improving Medication Safety: Systematic Review of Economic Evaluations by Widya Norma Insani, Neily Zakiyah, Irma Melyani Puspitasari, Muhammad Yorga Permana, Kankan Parmikanti, Endang Rusyaman, Auliya Abdurrohim Suwantika

“…Of the included studies, more than half (n=7, 53.9%) evaluated a clinical decision support system (CDSS)/computerized provider order entry (CPOE), 4 (30.8%) examined automated medication-dispensing systems, and 2 (15.4%) focused on pharmacist-led outreach programs targeting health care professionals. …”
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Development and usability testing of a multifaceted intervention to reduce low-value injury care by Mélanie Bérubé, Alexandra Lapierre, Michael Sykes, Jeremy Grimshaw, Alexis F. Turgeon, François Lauzier, Monica Taljaard, Henry Thomas Stelfox, Holly Witteman, Simon Berthelot, Éric Mercier, Catherine Gonthier, Jérôme Paquet, Robert Fowler, Natalie Yanchar, Barbara Haas, Paule Lessard-Bonaventure, Patrick Archambault, Belinda Gabbe, Jason R. Guertin, Yougdong Ouyang, Lynne Moore, the Canadian Traumatic Brain Injury Research Consortium

“…Accordingly, the following intervention strategies were selected: involving governing structures and leaders, distributing audit & feedback reports on performance, and providing educational materials, de-implementation support tools and educational/facilitation visits. …”
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Evolutionary Path and Influences on Marine Ecological Farming: Dual Perspective of Government Intervention and Enterprise Participation by Qun Zhang, Junjie Lin, Wenyue Wei, Yuanzhu Wei

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