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37 pages, 1044 KB  
Article
Exploring Key Factors Influencing Generation Z Users’ Continuous Use Intention on Human-AI Collaboration in Secondhand Fashion E-Commerce Platforms
by Keyun Deng, Chuyi Zhang, Mingliang Song and Xin Hu
Sustainability 2026, 18(2), 964; https://doi.org/10.3390/su18020964 (registering DOI) - 17 Jan 2026
Abstract
With the increasing prominence of sustainable consumption and the rising influence of Generation Z in the fashion market, secondhand fashion e-commerce platforms have become essential carriers of green fashion. Although AI-assisted recommendation mechanisms are widely embedded in these platforms, their psychological and behavioral [...] Read more.
With the increasing prominence of sustainable consumption and the rising influence of Generation Z in the fashion market, secondhand fashion e-commerce platforms have become essential carriers of green fashion. Although AI-assisted recommendation mechanisms are widely embedded in these platforms, their psychological and behavioral effects on users’ continuous use and social engagement remain insufficiently examined. To address this gap, this study incorporates the Stimulus–Organism–Response (SOR) framework to investigate the psychological reaction pathways and behavioral intentions of Generation Z users within Human-AI Collaboration-enabled green e-commerce environments. Three AI-driven service stimuli—Human-AI Collaborative Recommendation Perception, AI Interaction Transparency, and Perceived Personalization—were conceptualized as stimulus variables; Psychological Immersion, Emotional Triggering, Cognitive Engagement, and Platform Trust were modeled as organism variables; and Continuous Use Intention and Social Sharing Intention served as behavioral response variables. Based on 498 valid samples analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM), the results demonstrate strong empirical support for all proposed hypotheses. Specifically, AI-driven stimuli significantly and positively influence psychological responses, which subsequently strengthen users’ continuous usage and social sharing intentions. This research provides theoretical insights for developing Human-AI Collaboration-enabled service systems that balance efficiency and emotional resonance on green e-commerce platforms, and offers practical implications for promoting sustainable fashion values among younger consumers. Full article
(This article belongs to the Special Issue Research on Sustainable E-commerce and Supply Chain Management)
23 pages, 950 KB  
Article
Who Teaches Older Adults? Pedagogical and Digital Competence of Facilitators in Mexico and Spain
by Claudia Isabel Martínez-Alcalá, Julio Cabero-Almenara and Alejandra Rosales-Lagarde
Soc. Sci. 2026, 15(1), 47; https://doi.org/10.3390/socsci15010047 (registering DOI) - 16 Jan 2026
Abstract
Digital inclusion has become an essential component in ensuring the autonomy, social participation, and well-being of older adults. However, their learning of digital skills depends to a large extent on the quality of support provided by the facilitator, whose age, training, and experience [...] Read more.
Digital inclusion has become an essential component in ensuring the autonomy, social participation, and well-being of older adults. However, their learning of digital skills depends to a large extent on the quality of support provided by the facilitator, whose age, training, and experience directly influence teaching processes and how older adults relate to technology. This study compares the digital competences, and ICT skills of 107 facilitators of digital literacy programs, classified into three groups: peer educators (PEERS), young students without gerontological training (YOS), and young gerontology specialists (YGS). A quantitative design was used. Statistical analyses included non-parametric tests (Kruskal–Wallis, Mann–Whitney, Kendall’s Tau) and parametric tests (ANOVA, t-tests), to examine associations between socio-demographic variables, the level of digital competence, and ICT skills for teachers (technological and pedagogical). The results show clear differences between profiles. YOS achieved the highest scores in digital competence, especially in problem-solving and tool handling. The YGS achieved a balanced profile, combining competent levels of digital skills with pedagogical strengths linked to their gerontological training. In contrast, PEERS recorded the lowest levels of digital competence, particularly in security and information management; nevertheless, their role remains relevant for fostering trust and closeness in training processes among people of the same age. It was also found that educational level is positively associated with digital competence in all three profiles, while age showed a negative relationship only among PEERS. The findings highlight the importance of creating targeted training courses focusing on digital, technological, and pedagogical skills to ensure effective, tailored teaching methods for older adults. Full article
(This article belongs to the Special Issue Educational Technology for a Multimodal Society)
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32 pages, 990 KB  
Review
Perceptions to Precision: Bridging the Gap Between Behavioral Drivers and Digital Tools for Sustainable Pesticide Use in Europe
by Carmen Adriana Cocian and Cristina Bianca Pocol
Agronomy 2026, 16(2), 214; https://doi.org/10.3390/agronomy16020214 - 15 Jan 2026
Viewed by 41
Abstract
Reducing dependency on chemical pesticides is a core ambition of the European Green Deal, yet adoption of low-input practices remains uneven. This systematic review synthesizes evidence on the behavioural determinants of European farmers’ knowledge, attitudes, and practices (KAP) regarding sustainable pesticide use and [...] Read more.
Reducing dependency on chemical pesticides is a core ambition of the European Green Deal, yet adoption of low-input practices remains uneven. This systematic review synthesizes evidence on the behavioural determinants of European farmers’ knowledge, attitudes, and practices (KAP) regarding sustainable pesticide use and evaluates the role of digital tools in facilitating Integrated Pest Management (IPM). Following PRISMA 2020 guidelines, we analysed 65 peer-reviewed articles published between 2011 and 2025, which were identified through Scopus and Web of Science. The synthesis reveals that while pro-environmental attitudes drive the intention to change, actual behaviour is frequently inhibited by loss aversion, ‘clean field’ social norms, and perceived economic risks. Digital tools—specifically Decision Support Systems (DSSs) and precision technologies—demonstrate technical potential to reduce pesticide loads but are constrained by the same behavioural barriers: a lack of trust in models, perceived complexity, and costs. Consequently, we propose a Psycho-Digital Integration Framework which posits that digital innovation acts as a catalyst only when embedded in systemic enablers—specifically green insurance schemes and independent advisory networks. These mechanisms are critical to redistribute perceived agricultural risk and bridge the gap between technical potential and behavioral adoption. Full article
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19 pages, 1349 KB  
Article
Silent Witness as Civic Theology: Zurab Kiknadze and the Ethics of Public Religion in Post-Soviet Georgia
by Gül Mükerrem Öztürk
Societies 2026, 16(1), 30; https://doi.org/10.3390/soc16010030 - 15 Jan 2026
Viewed by 32
Abstract
In post-Soviet Georgia, the renewed visibility of religion in the public sphere has generated ambivalent effects, fostering both social cohesion and identity-based exclusion. This article focuses on the work I Am the Way by Georgian Orthodox thinker Zurab Kiknadze to explore how a [...] Read more.
In post-Soviet Georgia, the renewed visibility of religion in the public sphere has generated ambivalent effects, fostering both social cohesion and identity-based exclusion. This article focuses on the work I Am the Way by Georgian Orthodox thinker Zurab Kiknadze to explore how a non-instrumental, ethics-based conception of public religion can be sociologically conceptualized. Drawing on a qualitative, hermeneutic-narrative method, the analysis identifies two core motifs in Kiknadze’s thought—“spiritual journey” and “silent witness”—and interprets them through the lenses of public religion theory (Casanova), lived religion paradigms (McGuire, Ammerman), and post-secular debates (Habermas). The findings indicate that Kiknadze understands faith not as a marker of dogmatic or ethno-political belonging but as a practice contributing to ethical continuity and the reconstruction of social trust. Within this framework, “silent witness” is defined as a form of faith grounded in consistency, humility, and action-oriented conviction; it is proposed as a transferable sociological mechanism that supports trust, reconciliation, and inclusive citizenship in transitional societies. Centering on the Georgian case, this article offers a conceptual contribution to rethinking the public role of religion in post-authoritarian contexts within an ethical framework. Full article
21 pages, 2145 KB  
Article
The Effects of Time and Exposure on Coastal Community Opinions on Multi-Use Offshore Installations Combining Fish Farms with Renewable Energy Generation
by Suzannah-Lynn Billing, Paul Tett, George Charalambides, Carlo Ruzzo, Felice Arena, Anita Santoro, Adam Wyness, Giulio Brizzi and Fabrizio Lagasco
Sustainability 2026, 18(2), 874; https://doi.org/10.3390/su18020874 - 15 Jan 2026
Viewed by 55
Abstract
Multi-use of sea space is increasingly seen as a tool for efficient marine resource management, renewable energy utilisation, and sustainable food production. Multi-use Offshore Installations combine two or more production technologies on a single platform at sea. However, achieving commercial viability faces several [...] Read more.
Multi-use of sea space is increasingly seen as a tool for efficient marine resource management, renewable energy utilisation, and sustainable food production. Multi-use Offshore Installations combine two or more production technologies on a single platform at sea. However, achieving commercial viability faces several challenges: social, technical, environmental, and economic. This research focuses on the social aspect, investigating community perceptions of a multi-use offshore installations over three years from 2019 to 2021. Our research was conducted in Reggio Calabria, Italy, where a prototype was deployed in 2021, and Islay, Scotland, suitable for a full-scale multi-use offshore installation but with no deployment, using community surveys. We used the theories of Social License to Operate and Institutional Analysis and Development to frame our analysis. Our findings indicate that coastal communities prefer wind turbines over fish farming, have low trust in public officials to regulate environmental impacts of a multi-use offshore installation, and that short-term deployment of a prototype does not significantly change opinions. We reflect on the challenges of understanding societal opinions of a multi-use offshore installation, given complex boundary conditions, and that multi-use offshore installations combine familiar technologies into a new and unknown form. We suggest that future research should explore the scale of deployment needed to crystallise community opinions, and the role of regulators in developing social license to operate for multi-use offshore installations. Full article
(This article belongs to the Special Issue Energy and Environment: Policy, Economics and Modeling)
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25 pages, 369 KB  
Article
Supporting Young Carers in Early Childhood: Mapping Power, Threat, Meaning, and Strengths: A PTMF-Informed Qualitative Study
by Carly Ellicott, Ali Bidaran, Felicity Dewsbery, Alyson Norman and Helen Lloyd
Healthcare 2026, 14(2), 213; https://doi.org/10.3390/healthcare14020213 - 14 Jan 2026
Viewed by 147
Abstract
Background/Objectives: This qualitative study examines strengths and strains faced by professionals working with young carers throughout the United Kingdom (UK) in the context of society’s youngest carers; young carers in early childhood (YCEC) (0–8 years). Methods: The Power Threat Meaning Framework (PTMF) was [...] Read more.
Background/Objectives: This qualitative study examines strengths and strains faced by professionals working with young carers throughout the United Kingdom (UK) in the context of society’s youngest carers; young carers in early childhood (YCEC) (0–8 years). Methods: The Power Threat Meaning Framework (PTMF) was utilised to map key findings of three focus groups. This conceptual lens offers a narrative-based understanding of ways in which power operates in society. Increasingly applied to explore experiences of individuals, communities, and groups, the PTMF proposes that concepts of distress are founded in broader contexts of injustice and social inequalities. Twenty-four participants were recruited from throughout the UK via the Carers Trust Young Carers Alliance. Results: Findings highlight the strength of legal, ideological, and economic power shaping societal beliefs and policy concerning YCEC. This informs constructs of perceived social norms regarding who young carers are most likely to be, and where they may be found. This power threatens the health and well-being of YCEC, impacting the ability of professionals to provide optimal support. Inappropriate policy formed from these assumptions disempowers those providing services to young carers at the frontline of service delivery. Professionals and adults with living experience of caring in their early childhoods reflect upon silent tensions that exist within society, suggesting that YCEC remain the ‘elephant in the room’. Conclusions: We make recommendations to review the efficacy of statutory mandates concerning the needs assessment of young carers in England, and to align policy concerning early childhood and young carers to embed young carers’ rights consistently, starting in early childhood. Full article
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17 pages, 813 KB  
Article
Building and Repairing Trust in Chatbots: The Interplay Between Social Role and Performance During Interactions
by Yi Mou, Xiaoyu Ye and Wenbin Ma
Behav. Sci. 2026, 16(1), 118; https://doi.org/10.3390/bs16010118 - 14 Jan 2026
Viewed by 65
Abstract
Trust (or distrust) in artificial intelligence (AI) is a critical research topic, given AI’s pervasive integration across societal domains. Despite its significance, scholarly attention to process-based learned trust in AI remains limited. To address this gap, this study designed a virtual non-fungible token [...] Read more.
Trust (or distrust) in artificial intelligence (AI) is a critical research topic, given AI’s pervasive integration across societal domains. Despite its significance, scholarly attention to process-based learned trust in AI remains limited. To address this gap, this study designed a virtual non-fungible token (NFT) investment task, featuring seven rounds of risk decision-making scenarios, to simulate an investment/trust game to explore participants’ multifaceted trust under the influence of different chatbots’ social role. The findings suggested the chatbot’s social role had a significant impact on participants’ trust behaviors and perceptions over time. Trust in the two chatbot types diverged until the system-induced failures occurred. The friend-like chatbot elicited a higher level of behavioral trust than the servant-like counterpart. During those trust-damaging moments, the friend-like chatbot proved more effective in mitigating trust erosion and facilitating trust repair, as evidenced by relatively stable investment behaviors. The findings reinforce the notion that friendship with AI can function as a relational buffer, softening the impact of trust violations and facilitating smoother trust recovery. Full article
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35 pages, 2238 KB  
Article
Impact of Autonomic Computing on Process Industry
by Walter Quadrini, Simone Arena, Sofia Teocchi, Francesco Alessandro Cuzzola and Marco Taisch
Sustainability 2026, 18(2), 847; https://doi.org/10.3390/su18020847 - 14 Jan 2026
Viewed by 69
Abstract
Traditional sustainability frameworks in large scale production systems, such as Process Industry (PI) ones, often overlook operational resilience, creating a “resiliency gap” where systems optimized for efficiency remain vulnerable to disruptions. This study addresses this gap by proposing and empirically validating a Quadruple [...] Read more.
Traditional sustainability frameworks in large scale production systems, such as Process Industry (PI) ones, often overlook operational resilience, creating a “resiliency gap” where systems optimized for efficiency remain vulnerable to disruptions. This study addresses this gap by proposing and empirically validating a Quadruple Bottom Line (4BL) framework that integrates resilience as the fourth pillar alongside economic, environmental, and social goals. The purpose is to evaluate the impact that Autonomic Computing (AC) can imply in this perspective. A Procedural Action Research (PAR) methodology was conducted across four distinct PI industrial cases (asphalt, steel, pharma, and aluminum). This involved the ECOGRAI framework to qualitatively link strategic companies’ objectives to shop-floor Key Performance Indicators (KPIs), guiding the assessment of AC systems. The results show benefits at a business level observed following the introduction of AC systems, which were implemented for enhancing resilience by managing ML model drift. Key findings include reduction in plant downtimes, decreases in waste (steel), reductions in gas consumption, and improved operator trust. This research provides empirical evidence that AC can make resilience an actionable component of industrial strategy, leading to measurable improvements across all four pillars of the 4BL framework. Its contribution is methodological and operational, aiming to demonstrate feasibility and causal plausibility. Full article
(This article belongs to the Special Issue Large-Scale Production Systems: Sustainable Manufacturing and Service)
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17 pages, 714 KB  
Article
Exploring the Relationship Between Creativity and Organisational Resilience in Service Organisations
by Birutė Paulikienė, Ligita Šimanskienė and Jurgita Paužuolienė
Adm. Sci. 2026, 16(1), 40; https://doi.org/10.3390/admsci16010040 - 14 Jan 2026
Viewed by 137
Abstract
In the contemporary dynamic world, where unforeseen situations are increasingly routine for organisations and the successful integration of new technologies is inevitable, creativity and resilience have emerged as essential characteristics of modern organisations. To explore the links between creativity and organisational resilience, the [...] Read more.
In the contemporary dynamic world, where unforeseen situations are increasingly routine for organisations and the successful integration of new technologies is inevitable, creativity and resilience have emerged as essential characteristics of modern organisations. To explore the links between creativity and organisational resilience, the following scientific problem is proposed: what is the relationship between creativity and organisational resilience in service organisations? A quantitative study was conducted to address this problem. Data was collected from Lithuanian service sector organisations using an online survey questionnaire. During the survey, 446 respondents from various organisations in the service sector completed questionnaires distributed via an electronic platform. The hypothesis was tested using Spearman’s rank correlation, descriptive statistics (mean, mode, median, standard deviation) and independent-sample t-tests to assess statistically significant differences between respondents’ positions. The study found that organisations that actively cultivate and sustain a culture of creativity are more resilient—both in their day-to-day operations and when confronted with unexpected challenges or threats. This study further demonstrated that creativity within an organisation is related to resilience through human interactions, particularly within the dimensions of social relationships and psychological well-being. The resilience of an organisation was also found to be strongly influenced by the quality of relationships, mutual trust, and collaboration between employees and managers. These findings affirm the importance of creativity, which is fostered through social connections, in strengthening the resilience of organisations. Full article
(This article belongs to the Section Strategic Management)
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48 pages, 651 KB  
Article
Does ESG Rating Divergence Undermine the Insurance-like Effect of ESG? Evidence from Financial Restatements in China
by Qiming Pan and Huiying Jia
Sustainability 2026, 18(2), 795; https://doi.org/10.3390/su18020795 - 13 Jan 2026
Viewed by 126
Abstract
This study investigates the “insurance-like effect” of corporate Environmental, Social, and Governance (ESG) performance amid financial restatement events among Chinese listed firms and examines the moderating role of ESG rating divergence. Employing an event study methodology on a sample of 1552 financial restatement [...] Read more.
This study investigates the “insurance-like effect” of corporate Environmental, Social, and Governance (ESG) performance amid financial restatement events among Chinese listed firms and examines the moderating role of ESG rating divergence. Employing an event study methodology on a sample of 1552 financial restatement events in China’s A-share market from 2013 to 2023, we measure market reactions using the cumulative abnormal return (CAR) over a [−1, +1] day window. Our findings reveal that strong ESG performance significantly mitigates the negative market reactions triggered by financial restatements. However, this protective effect of ESG is significantly weakened by the inconsistency in ESG assessments among rating agencies, known as ESG rating divergence, particularly when such divergence is persistent. We argue that the underlying mechanism is that rating divergence creates signal conflicts, exacerbates information asymmetry, and erodes the credibility of ESG signals. This, in turn, undermines the stakeholder trust and moral capital that underpin the insurance-like effect. This research sheds light on the complex impact of ESG rating divergence on the value-protective mechanism of ESG and contributes new empirical evidence to the literature on ESG and its insurance-like effect, especially within the context of an emerging market. Full article
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21 pages, 681 KB  
Article
Governance and Service Quality as Drivers of Organizational Performance in the Portuguese Telecommunications Sector
by Núria Castro, Estela Vilhena, Bruno Barbosa Sousa and Manuel José Serra da Fonseca
Adm. Sci. 2026, 16(1), 37; https://doi.org/10.3390/admsci16010037 - 12 Jan 2026
Viewed by 157
Abstract
This study aims to assess the perceived quality of telecommunication services in Portugal and examine how governance practices influence organizational performance, addressing the lack of empirical evidence on service quality gaps in the Portuguese telecommunications sector. Specifically, it investigates the alignment between customers’ [...] Read more.
This study aims to assess the perceived quality of telecommunication services in Portugal and examine how governance practices influence organizational performance, addressing the lack of empirical evidence on service quality gaps in the Portuguese telecommunications sector. Specifically, it investigates the alignment between customers’ expectations and perceptions of service delivery among major telecommunications providers in northern Portugal. A convenience sample of 119 subscribers was collected through an online questionnaire disseminated via social media and email. The survey measured service quality across the five SERVQUAL dimensions (tangibles, reliability, responsiveness, assurance, and empathy), and sociodemographic variables (gender, age, and education) were recorded to explore their influence on customer satisfaction and perceived quality. Results reveal a consistent gap between expectations (6.51) and perceptions (5.54), particularly in reliability and responsiveness, despite generally positive evaluations of tangibility and assurance. Sociodemographic factors significantly influenced satisfaction levels and perceptions of service quality, highlighting the importance of tailored governance strategies. These findings demonstrate that effective governance and quality management are interdependent drivers of sustainable competitiveness in technology-intensive sectors. By identifying specific quality gaps and their drivers, this study provides actionable insights for improving service delivery. Enhancing organizational reliability, responsiveness, and empathy—supported by transparent communication and data-driven decision-making—is essential for improving customer trust, operational resilience, and long-term performance. By integrating continuous quality assessment into administrative strategy, telecommunications firms can enhance service excellence and contribute to broader goals of sustainable economic development and digital transformation. Full article
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33 pages, 1480 KB  
Article
The Inverted U-Shaped Relationship Between Digital Literacy and Household Carbon Emissions: Empirical Evidence from China’s CFPS Microdata
by Weiping Wu, Liangyu Ye and Shenyuan Zhang
Sustainability 2026, 18(2), 733; https://doi.org/10.3390/su18020733 - 10 Jan 2026
Viewed by 221
Abstract
In the context of China’s dual-carbon agenda and the Digital China initiative, elucidating the role of digital literacy in shaping consumption-based household carbon emissions (HCE) is essential for advancing low-carbon urban living and supporting a broader green transition. Existing research has rarely examined, [...] Read more.
In the context of China’s dual-carbon agenda and the Digital China initiative, elucidating the role of digital literacy in shaping consumption-based household carbon emissions (HCE) is essential for advancing low-carbon urban living and supporting a broader green transition. Existing research has rarely examined, at the individual level, how digital capability shapes household consumption decisions and the structure of carbon emissions. Accordingly, this study draws on matched household-individual microdata from the China Family Panel Studies (CFPS). We employ a two-way fixed effects model, kernel density analysis, and qualitative comparative analysis. We test the nonlinear effect of digital literacy on household consumption-related carbon emissions and examine its heterogeneity. We also examined the mediating role of perceived environmental pressure, social trust and income level. The research results show that: (1) The net impact of digital literacy on carbon emissions related to household consumption shows an inverted U-shaped curve, rising first and then falling. When digital literacy is low, it mainly increases emissions by expanding consumption channels, reducing transaction costs and improving convenience. Once digital literacy exceeds a certain threshold, the mechanism will gradually turn to optimize the consumption structure, so as to support the low-carbon transformation of individuals. (2) The impact of digital literacy on HCE is structurally different in different types of consumption. In terms of transportation and communication expenditure, the emission reduction effect is the most significant, and with the improvement in digital literacy, this effect will become more and more obvious. For housing-related consumption, the turning point appeared the earliest. With the improvement in digital literacy, its effect will enter the emission reduction stage faster. (3) Digital literacy can reduce carbon emissions related to household consumption by enhancing residents’ perception of environmental pressure and strengthening social trust. However, it may also increase emissions by increasing residents’ incomes, because it will expand the scale of consumption, which will lead to an increase in carbon emissions related to household consumption. (4) The heterogeneity analysis shows that as digital literacy improves, carbon emissions increase more strongly among rural residents, people with low human capital, low-income households, and women. However, the turning-point threshold for emission reduction is relatively lower for women and rural residents. (5) Low-carbon transitions in household consumption are shaped by dynamic interactions among multiple factors, and multiple pathways can coexist. Digital literacy can work with environmental responsibility to endogenously promote low-carbon consumption behavior. It can also, under well-developed infrastructure, empower households and amplify the emission-reduction effects of technology. Full article
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13 pages, 531 KB  
Article
Islamic Social FinTech in Europe: Behavioral Intention to Adopt Blockchain-Based Zakat Platforms
by Amra Selimović-Fijuljanin, Admir Mešković and Šejma Aydin
Religions 2026, 17(1), 78; https://doi.org/10.3390/rel17010078 - 9 Jan 2026
Viewed by 253
Abstract
This study examines the behavioral intention of Muslims in Bosnia and Herzegovina to adopt blockchain-based zakat systems. It offers novel insights from a European Islamic context. Prior studies have primarily focused on Southeast Asia and the Middle East. The research develops an SEM [...] Read more.
This study examines the behavioral intention of Muslims in Bosnia and Herzegovina to adopt blockchain-based zakat systems. It offers novel insights from a European Islamic context. Prior studies have primarily focused on Southeast Asia and the Middle East. The research develops an SEM model on an extended Unified Theory of Acceptance and Use of Technology framework. Data were collected through a survey of Bosnian Muslims. The aim was to investigate how these factors influence the acceptance of digital zakat platforms. The findings highlight the potential of blockchain to address inefficiencies and trust issues in traditional zakat management. The study shows that performance expectancy, intrinsic religiosity, and trust are significant determinants of adopting blockchain-based zakat platforms. These results emphasize both technological and faith-based drivers of acceptance. Technology can enhance the trustworthiness and inclusivity of zakat administration for a broader group of Muslims in Bosnia and Herzegovina and similar contexts. This work contributes to broader international discussions on the intersection of technology, religion and finance. The article is laying a foundation for the future development of blockchain-based zakat platforms in Muslim societies. Full article
(This article belongs to the Special Issue Piety and Ethical Foundations in Islamic Moral Economy)
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29 pages, 1793 KB  
Review
Digital Twins for Cows and Chickens: From Hype Cycles to Hard Evidence in Precision Livestock Farming
by Suresh Neethirajan
Agriculture 2026, 16(2), 166; https://doi.org/10.3390/agriculture16020166 - 9 Jan 2026
Viewed by 250
Abstract
Digital twin technology is widely promoted as a transformative step for precision livestock farming, yet no fully realized, engineering-grade digital twins are deployed in commercial dairy or poultry systems today. This work establishes the current state of knowledge on dairy and poultry digital [...] Read more.
Digital twin technology is widely promoted as a transformative step for precision livestock farming, yet no fully realized, engineering-grade digital twins are deployed in commercial dairy or poultry systems today. This work establishes the current state of knowledge on dairy and poultry digital twins by synthesizing evidence through systematic database searches, thematic evidence mapping and critical analysis of validation gaps, carbon accounting and adoption barriers. Existing platforms are better described as near-digital-twin systems with partial sensing and modelling, digital-twin-inspired prototypes, simulation frameworks or decision-support tools that are often labelled as twins despite lacking continuous synchronization and closed-loop control. This distinction matters because the empirical foundation supporting many claims remains limited. Three critical gaps emerge: life-cycle carbon impacts of digital infrastructures are rarely quantified even as sustainability benefits are frequently asserted; field-validated improvements in feed efficiency, particularly in poultry feed conversion ratios, are scarce and inconsistent; and systematic reporting of failure rates, downtime and technology abandonment is almost absent, leaving uncertainties about long-term reliability. Adoption barriers persist across technical, economic and social dimensions, including rural connectivity limitations, sensor durability challenges, capital and operating costs, and farmer concerns regarding data rights, transparency and trust. Progress for cows and chickens will require rigorous validation in commercial environments, integration of mechanistic and statistical modelling, open and modular architectures and governance structures that support biological, economic and environmental accountability whilst ensuring that system intelligence is worth its material and energy cost. Full article
(This article belongs to the Section Farm Animal Production)
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19 pages, 408 KB  
Article
Expanding Diabetes Self-Management Education to Address Health-Related Social Needs: A Qualitative Feasibility Study
by Niko Verdecias-Pellum, Gianna D’Apolito, Abby M. Lohr, Aliria M. Rascón and Kelly N. B. Palmer
Int. J. Environ. Res. Public Health 2026, 23(1), 88; https://doi.org/10.3390/ijerph23010088 - 8 Jan 2026
Viewed by 226
Abstract
Diabetes self-management education (DSME) programs are evidence-based interventions that improve glycemic control and self-care behaviors, yet their effectiveness may be limited by unaddressed health-related social needs (HRSN) (e.g., food insecurity, housing or utility instability, transportation barriers). This qualitative multiple case study examined the [...] Read more.
Diabetes self-management education (DSME) programs are evidence-based interventions that improve glycemic control and self-care behaviors, yet their effectiveness may be limited by unaddressed health-related social needs (HRSN) (e.g., food insecurity, housing or utility instability, transportation barriers). This qualitative multiple case study examined the feasibility of integrating HRSN assessments into DSME delivery within three community-based organizations (CBOs) across urban and rural U.S. settings. Guided by the Consolidated Framework for Implementation Research, semi-structured interviews were conducted with 15 DSME facilitators and program leadership to identify contextual factors influencing implementation. Findings revealed that while DSME’s structured, manualized design promotes fidelity and client autonomy, it constrains responsiveness to the client’s HRSN. Facilitators expressed openness to integrating HRSN screening, particularly during intake, yet cited limited infrastructure, role clarity, and training as key barriers. CBOs were recognized as trusted, accessible spaces for holistic care, but growing expectations to address HRSN without adequate resources for referral created sustainability concerns. Participants recommended a parallel support model involving navigators or community health workers to manage HRSN screening and referrals alongside DSME sessions. Integrating HRSN assessment processes into DSME may enhance engagement, reduce attrition, and extend the reach of diabetes education to populations most affected by HRSN. However, successful implementation requires dedicated funding, workforce development, and cross-sector coordination. Findings underscore the importance of supporting CBOs as critical partners in bridging diabetes education and social care to advance whole-person, chronic disease management. Full article
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