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17 pages, 715 KB  
Article
El Niño Discourse and the Limits of Single-Platform Inference
by Dmitry Erokhin and Nadejda Komendantova
Information 2026, 17(7), 622; https://doi.org/10.3390/info17070622 (registering DOI) - 24 Jun 2026
Abstract
Social media studies often rely on one platform while drawing conclusions about online publics more generally. This study tests that inferential move through an event-centered comparison of El Niño discourse across X/Twitter, YouTube, Facebook, Reddit, TikTok, and LinkedIn. The observation window ran from [...] Read more.
Social media studies often rely on one platform while drawing conclusions about online publics more generally. This study tests that inferential move through an event-centered comparison of El Niño discourse across X/Twitter, YouTube, Facebook, Reddit, TikTok, and LinkedIn. The observation window ran from 9 May through 17 May 2026, several days before and after the May 14 El Niño Watch issued by the National Oceanic and Atmospheric Administration (NOAA), which reported an 82 percent probability of El Niño emerging during May to July 2026 and a 96 percent probability of continuation through the 2026 to 2027 Northern Hemisphere winter. The corpus contains 8145 items classified as highly or moderately related to El Niño after platform-specific collection and common annotation. X/Twitter supplies 7075 items, YouTube 864, Facebook 66, Reddit 59, TikTok 50, and LinkedIn 31. Texts were annotated with a shared structured schema covering relevance, sentiment, emotion, topic, stance, likely misinformation, personal experience, humor, calls to action, language, engagement, and length. The results show that platform choice changes the empirical object. X/Twitter appears multilingual, fast-moving, and weather-heavy. YouTube is more negative, humorous, and personally experiential. Facebook is long-form and media/news oriented, with the highest model-flagged likely misinformation rate. Reddit is concentrated around weather concern. TikTok is short, playful, and personal. LinkedIn is small, professional, and mostly informational. These differences caution against generalizing from one platform to social media as a whole unless a study explicitly defines its scope, accounts for platform and genre differences, and recognizes that visible discourse may include organizational, algorithmically amplified, automated, or otherwise inauthentic activity alongside genuine human expression. Full article
(This article belongs to the Special Issue Social Media Mining: Algorithms, Insights, and Applications)
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28 pages, 1053 KB  
Systematic Review
Intelligent Orthotics Technology in the Management of Diabetic Foot Ulcers and Knee Osteoarthritis: A Comprehensive Systematic Review
by Wissam Osman Soubra, Dennis John Cordato, Kaneez Fatima Shad and Sara Lal
Appl. Sci. 2026, 16(13), 6301; https://doi.org/10.3390/app16136301 (registering DOI) - 23 Jun 2026
Abstract
Background: The management of diabetic foot disease and knee osteoarthritis (OA) with smart orthotics holds significant importance during the early stages of these conditions, given their potential consequences, including functional impairment, chronic pain, and economic burden. Real-time monitoring of plantar foot pressure enables [...] Read more.
Background: The management of diabetic foot disease and knee osteoarthritis (OA) with smart orthotics holds significant importance during the early stages of these conditions, given their potential consequences, including functional impairment, chronic pain, and economic burden. Real-time monitoring of plantar foot pressure enables early detection of abnormal force distribution and gait biomechanics, allowing for the redirection of forces away from affected ulcers or arthritic joints. This is the first systematic review to synthesise clinical evidence for smart orthotics technology with real-time plantar pressure sensor biofeedback across both diabetic foot ulcer prevention and knee osteoarthritis management simultaneously. A search of the PROSPERO register confirmed no existing registration covers this specific combination. Objectives: To examine the clinical evidence for the use of standard and smart orthotics in the prevention and management of diabetic foot ulcers (DFUs) and knee OA, and to evaluate their impact on plantar pressure redistribution, ulcer recurrence, pain, biomechanics, and economic burden. Eligibility criteria: Studies published in English involving human adult participants (≥18 years) with a clinical diagnosis of diabetes mellitus (at risk of DFU or with peripheral neuropathy) or knee OA, where the intervention involved any orthotic device or smart/intelligent insole with clinical outcomes reported, were included. Studies on healthy individuals only, those not reporting participant age, and non-weight-bearing protocols not differentiated from weight-bearing were excluded. Information sources: Five databases were searched: CINAHL (EBSCO Information Services, Ipswich, MA, USA), PubMed Advanced (National Library of Medicine, Bethesda, MD, USA), Wiley Online Library (John Wiley & Sons, Hoboken, NJ, USA), Cochrane Library (Cochrane Collaboration, London, UK), and Google Scholar (Google LLC, Mountain View, CA, USA). Searches were completed in May 2026. Methods: We conducted a comprehensive literature review. This review was structured and reported with reference to the PRISMA 2020 statement (Preferred Reporting Items for Systematic Reviews and Meta-Analysis; University of Ottawa, Ottawa, ON, Canada) to guide transparency of reporting. It does not constitute a full Cochrane-style systematic review; risk of bias assessment was applied to key included studies and GRADE (Grading of Recommendations Assessment, Development and Evaluation; McMaster University, Hamilton, ON, Canada) certainty ratings were applied informally and narratively rather than as formal per-outcome evidence profiles. Five databases were searched yielding 92,637 records. After removal of 398 duplicates by Rayyan, 92,239 records remained. A subsequent automated keyword-based relevance filter applied within Rayyan (Rayyan AI, Doha, Qatar), prior to human screening, excluded 84,572 records that did not contain any terms related to orthotics, diabetic foot, or knee osteoarthritis, yielding 7667 records for human title/abstract screening. A narrative synthesis approach was adopted owing to the heterogeneity of study designs and outcome measures across included studies, which precluded meta-analysis. This review was not prospectively registered. A complete list of all 78 included studies, including those not individually discussed in the results and discussion. Results: The available clinical studies report promising findings for orthotics and smart orthotics in pain reduction, ulcer prevention, and potential reduction in economic burden, though conclusions are limited by small sample sizes, heterogeneity, and predominantly open-label designs. Recent research found that orthotics can be used to alter the gait pattern that influences knee OA by reducing excessive force on the affected joint. A randomised controlled trial demonstrated an 80% relative risk reduction in DFU recurrence (RR = 0.20; 95% CI: 0.06–0.79; p = 0.022), with absolute event rates of 6.3% in the intervention group versus 30.8% in controls (ARR = 24.5%); a second trial reported a 71% reduction in ulcer incidence over 18 months; and a third randomised controlled trial demonstrated statistically significant plantar pressure reduction (p < 0.01) in patients with diabetic neuropathy. Conclusions: The available evidence suggests that orthotics may be associated with improved pressure redistribution, reduced ulcer incidence, and benefit in the management of knee OA. Although the number of studies directly comparing smart orthotics with standard orthotics remains limited, the limited comparative studies suggested that smart orthotics showed promising results in reducing ulcer incidence, providing the patient with real-time feedback to offload via their electronic devices. These findings, while preliminary, highlight the potential of smart orthotic technology as an adjunct to standard orthotic care in reducing the overall burden of diabetic foot disease and knee osteoarthritis. Limitations: The primary methodological limitation of this review is the open-label design of all included smart orthotic trials, which precludes participant blinding and introduces performance bias. However, this limitation is structural and inherent to the wearable technology field—analogous to surgical trials—and is substantially mitigated by the use of objective primary outcome measures (plantar pressure and ulcer recurrence) across the three included RCTs, the consistency of effect direction across independent RCTs conducted in different countries, and a narrative sensitivity analysis confirming robustness of findings (Risk of Bias Across Studies Section). Formal per-outcome GRADE evidence profiles were not produced; overall certainty of evidence was assessed narratively with reference to GRADE domains and is judged to be low to moderate for smart orthotics in DFU prevention and low for knee OA management, consistent with the Level 2–3 evidence base and open-label study designs. Future adequately powered, multi-site RCTs with standardised outcome reporting, minimum 24-month follow-up, and integrated health economic modelling are the highest priority to extend these preliminary findings. Registration: This review was not prospectively registered. Full article
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21 pages, 3566 KB  
Article
Development of an Online Digital Twin for Real-Time Monitoring of Manufacturing Processes Using OPC UA
by Jana Kronová, Miriam Pekarčíková, Marek Kliment and Peter Trebuňa
Processes 2026, 14(13), 2030; https://doi.org/10.3390/pr14132030 (registering DOI) - 23 Jun 2026
Viewed by 44
Abstract
The integration of online Digital Twin (DT) technologies with industrial control systems represents an important step toward real-time monitoring and synchronization of manufacturing processes within Industry 4.0 environments. However, reproducible approaches for connecting simulation environments with real industrial control hardware using standardized communication [...] Read more.
The integration of online Digital Twin (DT) technologies with industrial control systems represents an important step toward real-time monitoring and synchronization of manufacturing processes within Industry 4.0 environments. However, reproducible approaches for connecting simulation environments with real industrial control hardware using standardized communication protocols remain insufficiently described in the existing literature. This study presents the development of an online Digital Twin for real-time monitoring of manufacturing processes using OPC UA communication and programmable logic controller (PLC) data exchange. The proposed approach combines discrete-event simulation with real-time industrial data acquisition to enable synchronization between a physical manufacturing system and its virtual representation. The implementation was experimentally validated in a laboratory-scale cyber–physical production system using Tecnomatix Plant Simulation, Siemens S7-1200 PLC, and KEPServerEX middleware. The developed architecture enables real-time process state monitoring, event-driven synchronization, and verification of selected control and safety functions within the simulation environment. The results demonstrate stable synchronization between the physical and digital systems with response times ranging from 50 to 200 ms, confirming the feasibility of near-real-time integration. The implemented light barrier scenario further demonstrated the capability of the online DT to reflect safety-related events occurring in the physical system. The main contribution of this study lies in the implementation and experimental verification of an OPC UA-based online Digital Twin architecture for manufacturing process monitoring in a laboratory environment. The presented approach provides a foundation for future extensions toward predictive analytics, scenario-based simulation, and advanced manufacturing optimization applications. Full article
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Conference Report
Abstracts of the 4th International Electronic Conference on Processes (ECP 2025)
by Giancarlo Cravotto
Eng. Proc. 2025, 117(1), 78; https://doi.org/10.3390/engproc2025117078 (registering DOI) - 22 Jun 2026
Abstract
The 4th International Electronic Conference on Processes—Sustainable Process Design, Engineering, Control and Systems Innovation (ECP 2025) was hosted online from 20 to 22 October 2025. The event presented recent process/systems-related research in the fields of chemistry, biology, pharmaceuticals, nutraceuticals, materials, energy, environment, food, [...] Read more.
The 4th International Electronic Conference on Processes—Sustainable Process Design, Engineering, Control and Systems Innovation (ECP 2025) was hosted online from 20 to 22 October 2025. The event presented recent process/systems-related research in the fields of chemistry, biology, pharmaceuticals, nutraceuticals, materials, energy, environment, food, and engineering. The main topics and sessions of the conference were as follows: Environmental and Green Processes; Chemical Processes and Systems; Food Process Engineering; Process Control and Monitoring; Materials Manufacturing and Sustainable Packaging; Pharmaceutical Processing and Particle Processes. Full article
(This article belongs to the Proceedings of The 4th International Electronic Conference on Processes)
2 pages, 148 KB  
Abstract
Non-Native Inland Fish Across the Circum-Mediterranean Region: A Comprehensive Inventory
by Carlos Cano-Barbacil, Emili García-Berthou, Filipe Ribeiro, Marko Ćaleta, Jesús Pedreño and Francisco José Oliva-Paterna
Proceedings 2026, 146(1), 96; https://doi.org/10.3390/proceedings2026146096 (registering DOI) - 22 Jun 2026
Viewed by 2
Abstract
Introduction: The circum-Mediterranean region is a global biodiversity hotspot, hosting a highly distinctive freshwater fauna with a high degree of endemism and conservation concern. However, these ecosystems are increasingly threatened by biological invasions, particularly by non-native fish species, which represent a major driver [...] Read more.
Introduction: The circum-Mediterranean region is a global biodiversity hotspot, hosting a highly distinctive freshwater fauna with a high degree of endemism and conservation concern. However, these ecosystems are increasingly threatened by biological invasions, particularly by non-native fish species, which represent a major driver of biodiversity loss. Objective: This study aims to compile a comprehensive and updated inventory of non-native inland fish species across the circum-Mediterranean region and to identify the main taxonomic, biogeographical, and socio-environmental drivers shaping their distribution. Methodology: We conducted an extensive review of the scientific literature, online databases (including EASIN, GISD, and CABI), and technical reports to compile records of non-native fish species across inland and transitional waters of Mediterranean-climate basins. Analyses focused on species composition, taxonomic representativeness, introduction pathways, native regions, and the relationship between species richness and selected environmental and socio-economic variables. Results: A total of 151 non-native fish species were recorded across the study area. Italy, Spain, Bosnia and Herzegovina, France, and Croatia exhibited the highest numbers of established species. Taxonomic representation was uneven, with Salmoniformes and Esociformes overrepresented among established non-native species, while Siluriformes and Characiformes were underrepresented. Most introductions originated from Europe, Asia, and North America, primarily through intentional releases and escape events. Non-native species richness was positively correlated with gross domestic product, precipitation, and the number of dams, highlighting the role of economic development and habitat modification in facilitating invasions. Conclusions: Biological invasions by non-native fishes are widespread across the Mediterranean basin and are strongly driven by human activities and environmental conditions. The high invasion levels observed in this biodiversity hotspot pose a significant threat to endemic freshwater faunas. These findings underscore the need for coordinated transnational management strategies, stricter regulation of introduction pathways, and prioritization of high-risk species to mitigate further impacts. Full article
(This article belongs to the Proceedings of The XI Iberian Congress of Ichthyology)
46 pages, 2250 KB  
Article
DIKWP+BUG Architecture for Purpose-Aware Cognitive Computing
by Zhendong Guo and Yucong Duan
Big Data Cogn. Comput. 2026, 10(6), 196; https://doi.org/10.3390/bdcc10060196 (registering DOI) - 21 Jun 2026
Viewed by 93
Abstract
Purpose-aware AI systems are increasingly deployed in safety-critical, multi-agent, and human-facing environments, where they must transform heterogeneous data into timely, explainable, and goal-aligned decisions under uncertainty. Existing architectures often couple perception, reasoning, communication, and security only at the pipeline level. This creates a [...] Read more.
Purpose-aware AI systems are increasingly deployed in safety-critical, multi-agent, and human-facing environments, where they must transform heterogeneous data into timely, explainable, and goal-aligned decisions under uncertainty. Existing architectures often couple perception, reasoning, communication, and security only at the pipeline level. This creates a research gap in unified semantic transformation, purpose-oriented judgment, bounded imperfection handling, and semantic self-protection. To address this gap, this paper proposes a DIKWP+BUG semantic–cognitive reference architecture for artificial-consciousness-oriented computing, without claiming definitive artificial consciousness. The architecture represents cognition through the Data–Information–Knowledge–Wisdom–Purpose (DIKWP) model and uses BUG theory to model bounded approximation, incomplete evidence, and confidence miscalibration in cross-dimensional reasoning. The model is mapped to an Artificial Consciousness Processing Unit (ACPU) reference substrate, an Artificial Consciousness Operating System (ACOS), a DIKWP semantic communication subsystem, and a concept–semantic fused security subsystem. The components are implemented through runtime emulation and evaluated in smart-city governance, autonomous-driving, and medical-triage simulations. Compared with selected baselines, the prototype increased cognitive throughput from 4.5k to 7.8k logged events, reduced perception–action latency from 340ms to 120ms, reduced CPU utilization from 95% to 68%, lowered smart-city congestion duration by 30%, improved emergency response time by approximately 40%, achieved 0 collisions versus approximately 2/10 baseline IoV runs, and improved medical-triage accuracy from 85% to 92%. These online-runtime results provide initial feasibility evidence under controlled simulation conditions; they do not include offline model-preparation costs and therefore should not be interpreted as end-to-end lifecycle speedups. Matched-compute ablation, statistical benchmarking, hardware prototyping, and real-world validation remain future work. Full article
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36 pages, 6588 KB  
Article
A Dynamic Trust Evaluation and Risk Control Mechanism for Heterogeneous Cross-Chain Nodes
by Zepeng Chen, Hui Liu, Lin Zhang and Chenjie Wu
Computers 2026, 15(6), 390; https://doi.org/10.3390/computers15060390 - 17 Jun 2026
Viewed by 134
Abstract
Existing cross-chain bridges over-rely on static collateralization and post-event penalties, leaving them vulnerable to concealed on–off attacks and rational group collusion. To address these limitations, this paper proposes a Dynamic Trust Evaluation and Risk Control (DTERC) mechanism for heterogeneous cross-chain relay nodes. First, [...] Read more.
Existing cross-chain bridges over-rely on static collateralization and post-event penalties, leaving them vulnerable to concealed on–off attacks and rational group collusion. To address these limitations, this paper proposes a Dynamic Trust Evaluation and Risk Control (DTERC) mechanism for heterogeneous cross-chain relay nodes. First, DTERC develops a multidimensional trust quantification model that combines temporal decay, robust multi-observer latency aggregation, verification accuracy, online stability, and an asymmetric one-strike penalty triggered only by cryptographic evidence. Second, DTERC constructs a threshold-aware N-player evolutionary game model to characterize the k-of-N signature structure of cross-chain relay consensus and introduces a dynamic staking function to reduce the economic incentive for collusion under bounded attack-value and parameter conditions. Third, DTERC designs a threshold-preserving FastPath mechanism to reduce redundant verification for low-risk transactions while retaining committee-level confirmation and challenge-based fallback. The empirical evaluation combines multi-agent simulation, smart-contract prototype testing, whitelist-compromise stress tests, malicious-oracle robustness analysis, network-jitter experiments, repeated trials, and parameter-sensitivity analysis. The results show that, under the tested settings, DTERC reduces the malicious transaction success rate to 0.15% under a 50% initial collusion scenario, lowers core contract Gas overhead by 35.7%, and reduces average end-to-end latency by approximately 10% in benign FastPath conditions. These findings indicate that DTERC improves the security–efficiency trade-off of heterogeneous cross-chain relay networks while making its assumptions and limitations explicit. Full article
(This article belongs to the Section Blockchain Infrastructures and Enabled Applications)
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2 pages, 179 KB  
Abstract
Managing European Catfish (Silurus glanis) in Portugal: The LIFE-PREDATOR
by Filipe Ribeiro, Rui Rivaes, Diogo Ribeiro, Mafalda Moncada, Diogo Dias, Beatriz Castro, Christos Gkenas, Bernardo Quintella, Maria Filomena Magalhães, Rui Rebelo, Alexandra Marçal, Cristina Catita, José Lino Costa, Martin Čech, Lukáš Vejřík, Stefano Brignone and Pietro Volta
Proceedings 2026, 146(1), 44; https://doi.org/10.3390/proceedings2026146044 - 17 Jun 2026
Viewed by 55
Abstract
Introduction: The invasive European catfish (Silurus glanis) is actively spreading across Iberian freshwaters, with no effective management measures in place to control its growing abundance or prevent its establishment in new localities. It poses a severe threat to endemic and already [...] Read more.
Introduction: The invasive European catfish (Silurus glanis) is actively spreading across Iberian freshwaters, with no effective management measures in place to control its growing abundance or prevent its establishment in new localities. It poses a severe threat to endemic and already endangered species, and is simultaneously a preferred target by few anglers who continuously promote its spread. The LIFE-PREDATOR project aims to stop the spread of European catfish in lentic systems in Portugal and Italy, particularly in protected areas. Objectives: This talk will present the mid-term results of the LIFE-PREDATOR in Portugal, and discuss the difficulties and future challenges to reduce the size of local populations of European catfish. Methodology: The LIFE-PREDATOR team developed several tasks in Portugal: (1) established the reference situation of fish communities in six reservoirs in the Tagus Basin, using scientific fishing, fish telemetry and eDNA-based tools; (2) determined the optimal protocols for sampling catfish; (3) implemented an early detection programme based on warning teams, data-mining and eDNA tools; (4) developed population control actions in four reservoirs; and (5) organised dissemination events for the general public, anglers, and students from kindergarten to university levels. Results: Overall, there is a grim view about recipient communities in the studied lentic systems, which tend to be dominated by invasive fish species, including common carp (Cyprinus carpio), gibel carp (Carassius gibelio), European catfish, pikeperch (Sander lucioperca), European perch (Perca fluviatilis) and largemouth bass (Micropterus nigricans). At least three new localities harbouring catfish were identified from online data-mining and warning teams. A total of 8 tons of catfish were removed by mid-June of 2025, mostly from the Natural Park of International Tagus. Outreach activities were conducted in nearly 60 schools, reaching more than 5000 students. Moreover, 67 general public events have reached more than 4500 people since the project started (September 2023). Conclusions: Despite its positive outcomes, the LIFE-PREDATOR team has encountered challenges in engaging key stakeholders such as anglers, involving local municipalities, and implementing catfish removal actions in remote areas. Difficulties and challenges in catfish management must therefore be debated in order to assure the after-LIFE implementation across Portuguese protected areas. Full article
(This article belongs to the Proceedings of The XI Iberian Congress of Ichthyology)
13 pages, 260 KB  
Article
Cryptocurrency Loss, Post-Traumatic Stress Symptoms, and Early Maladaptive Schemas in Physicians
by İbrahim Karakaya, İbrahim Gündoğmuş and Alişan Burak Yaşar
Psychiatry Int. 2026, 7(3), 138; https://doi.org/10.3390/psychiatryint7030138 - 15 Jun 2026
Viewed by 220
Abstract
This study aimed to examine the relationship between post-traumatic stress symptoms following cryptocurrency loss and early maladaptive schemas in physicians. This cross-sectional study was conducted using a relational screening model and included 94 physicians across Türkiye who reported financial loss in cryptocurrency markets [...] Read more.
This study aimed to examine the relationship between post-traumatic stress symptoms following cryptocurrency loss and early maladaptive schemas in physicians. This cross-sectional study was conducted using a relational screening model and included 94 physicians across Türkiye who reported financial loss in cryptocurrency markets between 15 April and 15 July 2022. Data were collected online using a sociodemographic information form, the Young Schema Questionnaire–Short Form 3, and the Impact of Event Scale-Revised. Participants with an Impact of Event Scale–Revised total score of 33 or higher were classified as having elevated IES-R symptoms, reflecting elevated event-related distress according to a screening cutoff rather than a clinical diagnosis of PTSD. Eighteen participants (19.1%) were classified into this group. While no significant differences were found in age, marital status, employment status, or investment duration, the proportion of savings allocated to crypto was higher among participants with elevated IES-R symptoms. The elevated IES-R symptom group had higher scores in Failure, Pessimism, Dependence/Enmeshment, Punitiveness, Defectiveness, and Vulnerability to Harm, and additional correlation analyses showed that the IES-R total score was positively associated with Pessimism, Punitiveness, Dependence/Enmeshment, and Failure after false discovery rate correction. However, in the exploratory logistic regression analysis, none of these variables independently predicted elevated IES-R symptom status. These findings suggest that cryptocurrency loss may represent not only a financial stressor but also a significant experience associated with post-traumatic stress symptoms and maladaptive schema patterns in physicians. Full article
18 pages, 501 KB  
Article
Music Events, Satisfaction and Tourist Destinations: A Mediating Model
by Lucía Moreno-Rodríguez, Andrés Fernández Martín and Ricardo Díaz-Armas
Tour. Hosp. 2026, 7(6), 172; https://doi.org/10.3390/tourhosp7060172 - 15 Jun 2026
Viewed by 196
Abstract
Musical tourism has established itself as a growing segment within cultural tourism, particularly among younger generations who prioritise the experiential value of travel. Whilst prior research has focused predominantly on multi-day music festivals, other event formats remain comparatively underexplored, and their influence on [...] Read more.
Musical tourism has established itself as a growing segment within cultural tourism, particularly among younger generations who prioritise the experiential value of travel. Whilst prior research has focused predominantly on multi-day music festivals, other event formats remain comparatively underexplored, and their influence on how tourists perceive a destination has received limited scholarly attention. This study examines how the experiential dimensions of musical events shape event satisfaction and, in turn, relate to overall destination satisfaction. An online questionnaire was administered to 205 participants who had attended a musical event whilst visiting a tourist destination. The analysis followed a two-stage approach: first, multiple linear regression was used to identify which experiential factors drive event satisfaction; second, a partial least squares structural equation model (PLS-SEM) was employed to test the relationships between these dimensions, event satisfaction, and destination satisfaction. Findings indicate that only the musical and event atmosphere dimensions are significant predictors of event satisfaction, whereas the social and separation dimensions did not reach statistical significance in this context. Furthermore, event satisfaction is a positive predictor of destination satisfaction and acts as a mediating variable between experiential dimensions and the overall appraisal of the destination. These findings suggest that musical events may be strategically employed by tourist destinations to enhance their image and foster visitor loyalty. Full article
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48 pages, 5230 KB  
Article
Large Language Model-Driven Multi-Agent Simulation of Online Firestorms
by Chichen Lin, Yizhen Cao, Yijie Jin, Yongbin Wang, Weijian Fan, Zhanzhan Zhao, Xiao Han, Qi Wang and Kangbo Hu
Appl. Sci. 2026, 16(12), 5870; https://doi.org/10.3390/app16125870 - 10 Jun 2026
Viewed by 169
Abstract
Large Language Model (LLM)-driven social simulation offers a controllable approach for analyzing crisis responses, but existing work on online crises often emphasizes either user engagement prediction or opinion and eWOM evolution. This separation is insufficient for online firestorms, where crisis impact emerges from [...] Read more.
Large Language Model (LLM)-driven social simulation offers a controllable approach for analyzing crisis responses, but existing work on online crises often emphasizes either user engagement prediction or opinion and eWOM evolution. This separation is insufficient for online firestorms, where crisis impact emerges from the coupling between what users express and how participation expands over time. In such events, responsibility attribution, KOL influence, electronic Word of Mouth (eWOM), and user engagement jointly shape collective reactions. To address this gap, we introduce the Crisis Response Interaction Simulation Pipeline (CRISP), a training-free LLM-driven multi-agent framework for online firestorm simulation. CRISP integrates an eWOM Perception module for responsibility attribution and attitude formation with an Engagement Mechanism for predicting participation under evolving KOL influence. Experiments on four heterogeneous Weibo online firestorms across beverage, automobile manufacturing, food service, and education domains show that CRISP reproduces major eWOM and engagement trajectories across different activity scales and interaction structures. Counterfactual interventions on emotional composition and responsibility attribution further produce directionally consistent responses, suggesting mechanism-level validity beyond trajectory fitting. These findings indicate that CRISP provides a framework for analyzing online firestorm evolution and evaluating crisis communication strategies in controllable simulation environments. Full article
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20 pages, 21684 KB  
Article
Capitalist Realism and the Death Drive in Analog Horror and “The Nixonverse”
by Dylan Henty
Humanities 2026, 15(6), 78; https://doi.org/10.3390/h15060078 - 8 Jun 2026
Viewed by 255
Abstract
‘Analog horror’ is a subgenre of internet and media horror, beginning c.2015. Its texts use late 20th-century analogue technology as a locus of horror, both narratively and aesthetically, expressing contemporary technophobia and existential anxieties of the first quarter of the 21st century, using [...] Read more.
‘Analog horror’ is a subgenre of internet and media horror, beginning c.2015. Its texts use late 20th-century analogue technology as a locus of horror, both narratively and aesthetically, expressing contemporary technophobia and existential anxieties of the first quarter of the 21st century, using a deliberate and anarchic a-historicity to represent concerns surrounding techno-capitalism and its attendant ‘polycrisis’. This irreverent attitude to historical cause and effect, and technological progress, in subgenre texts such as “The Nixonverse” by creator Eve Casanas represents our modern-day conflict between the digital, techno-capitalist online world, and the corporeal crisis events affecting the real world. This diametric in analog horror expresses the central tenet of Mark Fisher’s concept of ‘capitalist realism’, the idea that capitalist ideology makes it appear that there are no viable alternatives to capitalism. In analog horror narratives, analogue–digital hybrid technologies channel techno-organic monster-figures, with the helplessness of the individual and/or groups to defeat these monstrosities being expressive of this capitalist realist impression that capitalism cannot be overcome, and its polycrisis avoided, enacting fantasies of societal destruction to alleviate this suspended state of anxious helplessness, in the tone of Freud’s ‘death drive’ wish fulfilment fantasies. Full article
(This article belongs to the Special Issue Media, Cultural Memory and Hauntology)
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78 pages, 645 KB  
Conference Report
Abstracts of the 1st International Online Conference on Biology
by Andrés Moya
Biol. Life Sci. Forum 2026, 62(1), 5; https://doi.org/10.3390/blsf2026062005 - 5 Jun 2026
Viewed by 161
Abstract
The 1st International Online Conference on Biology (IOCBI 2026), held from 10 to 12 February 2026, brought together researchers from around the world to share and discuss recent advances across a wide spectrum of biological disciplines. Organized under the auspices of the journal [...] Read more.
The 1st International Online Conference on Biology (IOCBI 2026), held from 10 to 12 February 2026, brought together researchers from around the world to share and discuss recent advances across a wide spectrum of biological disciplines. Organized under the auspices of the journal Biology (MDPI), the conference provided an open, interactive forum for scientific exchange in a fully online, accessible format. The scientific program encompassed key areas of contemporary biology, including evolutionary biology, ecology, conservation biology, infection biology, zoology, marine biology, and plant sciences. Through keynote lectures, invited talks, oral communications, and flash presentations, the conference highlighted both fundamental questions and emerging challenges that define current biological research. Beyond the diversity of topics, IOCBI 2026 underscored the increasing need for integrative approaches in biology. The contributions collected in this volume reflect a shared effort to connect processes across different levels of biological organization—from molecular systems to ecosystems—revealing life as a complex and evolving network of interactions. This perspective is essential not only for advancing fundamental knowledge but also for addressing pressing global challenges in health, biodiversity, and environmental change. All accepted abstracts included in this volume of Biology and Life Sciences Forum provide a citable record of the work presented at the conference and illustrate current trends and future directions in the biological sciences. We sincerely thank all authors, speakers, reviewers, and organizers for their valuable contributions, which made IOCBI 2026 a successful and stimulating scientific event. Full article
26 pages, 1203 KB  
Article
Secure Dissipative Fuzzy Filtering for Nonlinear Networked Systems with Stochastic Cyber Attacks
by Kezheng Cheng, Zhimin Li and Zengliang Zhang
Mathematics 2026, 14(11), 1992; https://doi.org/10.3390/math14111992 - 4 Jun 2026
Viewed by 270
Abstract
This paper investigates the problem of non-fragile dissipative filtering for discrete-time nonlinear networked systems with dynamic quantization, a dynamic event-triggered mechanism and stochastic cyber attacks. The nonlinear networked system under investigation is described by an uncertain Takagi–Sugeno (T-S) fuzzy model. In this work, [...] Read more.
This paper investigates the problem of non-fragile dissipative filtering for discrete-time nonlinear networked systems with dynamic quantization, a dynamic event-triggered mechanism and stochastic cyber attacks. The nonlinear networked system under investigation is described by an uncertain Takagi–Sugeno (T-S) fuzzy model. In this work, a novel fuzzy-dependent dynamic event-triggered communication scheme and the dynamic quantization strategy, integrated with an online adjustment rule, are introduced to reduce the frequency and volume of data transmission, thus realizing more rational utilization of the limited communication resources. In addition, the stochastic cyber attacks are characterized by a random variable obeying the Bernoulli distribution. The core focus of this paper is to design a non-fragile filter such that the resulting filtering error system is stochastically stable and meets the prescribed dissipative filtering performance. Based on the matrix inequality decoupling technique, the design conditions of the desired filter are derived and presented in the form of linear matrix inequalities (LMIs). Finally, the effectiveness and superiority of the proposed filter design approach is verified via two simulation examples. Full article
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Article
Advocacy Journalism in Nigeria: Alaroye and the Justice Movement for Mohbad
by Abiodun Salawu and Bukola Christiana Ajala
Journal. Media 2026, 7(2), 117; https://doi.org/10.3390/journalmedia7020117 - 1 Jun 2026
Viewed by 301
Abstract
This paper examines the unresolved case of a Nigerian singer/rapper, Ilerioluwa Oladimeji Aloba (Mohbad), aged 27, whose tragic death occurred on 12 September 2023. His death sparked public outcry and calls for justice, resulting in massive protest movements in Nigeria and the Diaspora. [...] Read more.
This paper examines the unresolved case of a Nigerian singer/rapper, Ilerioluwa Oladimeji Aloba (Mohbad), aged 27, whose tragic death occurred on 12 September 2023. His death sparked public outcry and calls for justice, resulting in massive protest movements in Nigeria and the Diaspora. Alaroye, a foremost indigenous language newspaper, has consistently deployed its platform to advocate for justice for the deceased rapper. Using the Agenda-setting Theory, this study examines, through key informant interviews, the external events that caused public opinion on the clamour for justice for Mohbad to wane, which impeded the newspaper’s agenda-setting capacity. This paper explores Alaroye’s coverage of the circumstances surrounding the death of Mohbad and the need to galvanise justice for him. Through a content analysis of the Alaroye online newspaper, 62 newspaper stories were purposively sampled within the time frame of the incident (September 2023 to August 2024). Although Alaroye’s reports on the happenings surrounding Mohbad’s death created public awareness and debate, key informants explain that public opinion on the issue could not stimulate justice for the deceased due to political, economic, and other associated factors. Full article
(This article belongs to the Special Issue Global Media, Local Voices: The Dynamics of Diversity)
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