1. Multimodal observable cues in mood, anxiety, and borderline personality disorders: a review of reviews to inform explainable AI in mental healthGrega Močnik, Ana Rehberger, Žan Smogavc, Izidor Mlakar, Urška Smrke, Sara Močnik, 2025, pregledni znanstveni članek Opis: Mental health disorders, such as depression, anxiety, and borderline personality disorder (BPD), are common, often begin early, and can cause profound impairment. Traditional assessments rely heavily on subjective reports and clinical observation, which can be inconsistent and biased. Recent advances in AI offer a promising complement by analyzing objective, observable cues from speech, language, facial expressions, physiological signals, and digital behavior. Explainable AI ensures these patterns remain interpretable and clinically meaningful. A synthesis of 24 recent systematic and scoping reviews shows that depression is linked to self-focused negative language, slowed and monotonous speech, reduced facial expressivity, disrupted sleep and activity, and altered phone or online behavior. Anxiety disorders present with negative language bias, monotone speech with pauses, physiological hyperarousal, and avoidance-related behaviors. BPD exhibits more complex patterns, including impersonal or externally focused language, speech dysregulation, paradoxical facial expressions, autonomic dysregulation, and socially ambivalent behaviors. Some cues, like reduced heart rate variability and flattened speech, appear across conditions, suggesting shared transdiagnostic mechanisms, while BPD’s interpersonal and emotional ambivalence stands out. These findings highlight the potential of observable, digitally measurable cues to complement traditional assessments, enabling earlier detection, ongoing monitoring, and more personalized interventions in psychiatry. Ključne besede: observable cues, mood disorders, anxiety disorders, borderline personality disorder, multimodal signals, facial expressions, speech patterns, physiological signals, explainable AI, mental health assessment Objavljeno v DKUM: 05.01.2026; Ogledov: 0; Prenosov: 1
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2. Assessing computational thinking practices and engagement : primary teachers' reflections on an unplugged activityJakob Škrobar, Andrej Flogie, Alenka Lipovec, Nika Golob, 2025, izvirni znanstveni članek Opis: Developing computational thinking in early primary education has gained increasing attention, with unplugged methods recognised as particularly effective for young learners. However, teachers' assessment of computational thinking, especially through process-oriented approaches, remains underexplored. The present study investigates how the participating Slovenian primary school teachers assessed computational thinking practices and students' engagement during an unplugged activity based on Bebras Challenge tasks. The results show that the teachers most frequently identified algorithmic thinking, pattern recognition and debugging, while decomposition and abstraction were observed less commonly. The activity received high ratings regarding the students' motivation and engagement, which several of the teachers attributed to the fact that it was conducted outdoors and involved physical movement. Collaboration and communication were also positively evaluated, although some teachers noted that competitiveness occasionally distracted the students. Overall, the findings support the feasibility of using process-oriented observation to assess computational thinking practices in unplugged settings, highlighting the need for targeted professional development to help teachers implement and assess computational thinking meaningfully. These insights contribute to the growing body of research on computational thinking assessment in primary education, underscoring the importance of providing teachers with structured support and context-specific tools. Ključne besede: assessment, computational thinking, primary school, STEM education, unplugged Objavljeno v DKUM: 23.12.2025; Ogledov: 0; Prenosov: 2
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3. Zero waste initiatives in Slovenian municipalities : a material flow and life cycle assessment analysesKristijan Brglez, Rebeka Kovačič Lukman, Roman Gumzej, 2025, izvirni znanstveni članek Opis: The European Union (EU) has implemented several strategies, including the zero-waste initiative, to minimize waste generation and enhance resource efficiency. Slovenia demonstrates this policy with the “Zero Waste Municipalities” project, which has shown notable success, but also highlights opportunities for further improvement. This study assesses the effectiveness of zero-waste initiatives and municipal solid waste management (MSWM) strategies across Slovenian municipalities using Material Flow Analysis (MFA) and Life Cycle Assessment (LCA). MFA results from eight municipalities indicate that biowaste (averaging 42.49 %) and paper (21.78 %) constitute the largest fractions of collected municipal waste. LCA results highlight that, on a per capita basis, environmental impacts in urban areas are generally lower than in rural areas for glass, wood, biowaste, and plastic waste streams, but higher for metal and paper. Scenario modelling for Ljubljana demonstrates that meeting the EU recycling targets for 2025 and 2030 would lead to substantial reductions in environmental impacts—especially in terms of Global Warming Potential (GWP) and Abiotic Depletion Potential (ADP). Specifically, achieving the 2030 targets could reduce CO 2 emissions from paper, plastic, and wood waste by 52 %, 25 %, and 77 %, respectively, compared to current baseline recycling ratios. The integration of MFA and LCA provides a comprehensive and quantitative assessment and insight into current waste management practices in Slovenian municipalities, accelerating a transition towards zero waste and circular municipalities. The findings offer valuable information for decision-makers, researchers and stakeholders aligning local waste management strategies with broader EU objectives. Ključne besede: zero waste initiatives, material flow analysis, life cycle assessment, municipal solid waste management, environmental impacts, Slovenia Objavljeno v DKUM: 19.12.2025; Ogledov: 0; Prenosov: 0
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4. Comparative analysis of life cycle impact assessment methods for packaging productsGregor Radonjič, Matjaž Denac, 2025, objavljeni znanstveni prispevek na konferenci Opis: In assessing environmental impacts of packaging, it is necessary to use modern software tools, supported by verifiable databases based on the environmental life cycles of products. There are several software solutions that differ greatly from each other in terms of the complexity of life cycle modeling, accessibility to databases, LCIA methods used to determine environmental impacts, and the dynamics of database updating. The aim of this paper is to conduct LCA study for the case of a two-layered polymeric film made from low density polyethylene (PE-LD) and polyamide-6 (PA-6) laminated plastic packaging film using several LCIA methods to compare and comment the final LCA results in terms of the life-cycle environmental impacts. Results clearly show that the choice of LCIA method for evaluating environmental impacts within LCA study has a very large impact on the final result. Ključne besede: packaging, life cycle assessment, LCIA methods, environmental impacts Objavljeno v DKUM: 23.10.2025; Ogledov: 0; Prenosov: 7
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5. Assessment of harmonic distortion in school buildings equipped with grid-connected PV systemsFranjo Pranjić, 2025, strokovni članek Opis: The integration of photovoltaic systems into power grids can impact power quality, particularly concerning voltage and current harmonics. This study investigates the power quality of a photovoltaic system integrated into the electrical system of an educational facility, focusing on harmonic distortion in both voltage and current. Comprehensive measurements were conducted across three phases and analysed according to the EN 50160 and IEEE 519 Standards. The results demonstrated that, while the voltage quality meets EN 50160 requirements consistently, indicating stable voltage levels, the current measurements revealed significant harmonic distortion. Notably, Phase 2 exhibited Total Harmonic Distortion values substantially above the acceptable limits, with Phase 1 and Phase 3 also showing elevated Total Harmonic Distortion. To address these issues, the study recommends the implementation of advanced harmonic filters and optimisation of inverter technologies. These measures are crucial for enhancing power quality, and ensuring compliance with the industry Standards in high photovoltaic penetration scenarios. Ključne besede: power quality analysis, grid-connected PV systems, EN 50160 standard, IEEE 519 Standard, IEC 61000 standard, voltage harmonics, current harmonics, harmonic distortion, renewable energy integration, compliance assessment Objavljeno v DKUM: 01.10.2025; Ogledov: 0; Prenosov: 2
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6. Agricultural and food product assessment : methodological choices in sustainability reporting using the LCA methodTinkara Ošlovnik, Matjaž Denac, 2025, izvirni znanstveni članek Opis: Consumers are increasingly exposed to environmental claims on food products. These claims often lack scientific validation and there are different methodologies that can be used for grounding these claims, which can lead to misleading results. The European Union’s (EU) Environmental Footprint methodology excludes the aggregation of environmental impacts, including damage to human health. This fact reduces transparency and limits the consumers’ ability to make information-based sustainable choices. This study aims to address this issue by calculating aggregated impacts on human health via life cycle assessment (LCA) in the agriculture and food-production sectors. In the study the IMPACT World+ method was used, including trustworthy databases and proper functional unit definition. The assessment encompassed three types of vegetables, four types of fruit, and four types of ready meals. The study also attempts to assess the impact of different farming systems (organic and conventional) on human health. Two standardised functional units, i.e., the unit based on product weight and product energy value were considered for each group of products. Our findings showed significant differences in results when different functional units were used. Additionally, no conclusion could be drawn regarding which farming system is more sustainable. Therefore, it is essential that the regulator clearly defines the criteria for selecting the appropriate functional unit in LCA within the agriculture and food-production sectors. In the absence of these criteria, results should be presented for all alternatives. Although not required by EU regulation, the authors suggest that companies should nevertheless disclose information regarding the environmental impact of agriculture and food production on human health, as this is important for consumers. Ključne besede: sustainable food production, environmental concerns, life cycle assessment, human health, responsible consumption Objavljeno v DKUM: 24.09.2025; Ogledov: 0; Prenosov: 12
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7. How multicriteria environmental assessment alters sustainability rankings : case study of hempcrete and prefabricated wallsTinkara Ošlovnik, Matjaž Denac, 2025, izvirni znanstveni članek Opis: The construction sector emphasises circular economy principles that prioritise eco-design strategies, particularly the usage of secondary raw materials. The growing interest in using industrial hemp as a sustainable building material in the construction sector is driven by its versatility. Industrial hemp has been preferential in comparison to other traditional building materials due to its lower global warming impact. Claims regarding the environmental benefits of hemp-containing construction materials based on the single impact category could be misleading; therefore, life cycle assessment (LCA) studies including multiple environmental indicators should be implemented. This study aims to compare two alternative wall designs regarding their environmental impacts. The comparative LCA study for hempcrete and prefabricated walls used in residential buildings was assessed using IPCC and ReCiPe life cycle impact assessment methods. The study highlighted a significant discrepancy depending on the number of environmental indicators considered, as well as between characterised and weighted LCA results. A hempcrete wall was recognised as a slightly (13.63%) better alternative when assessed by the single-issue IPCC method, while its total burden assessed by the ReCiPe method was recognised to be significantly (2.78 times) higher. Based on the results from this case study, regulators could re-evaluate the appropriateness of reporting LCA results solely on the midpoint level, particularly when limited to a single impact indicator, while producers in the construction sector should recognise the threat of greenwashing when reporting using a single impact indicator only. Ključne besede: sustainable materials, lifecycle assessment, hempcrete, prefabrication, case study Objavljeno v DKUM: 24.09.2025; Ogledov: 0; Prenosov: 8
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8. Method review for assessing damage to human health in LCA : implementation in the production of selected food productsMatjaž Denac, Tinkara Ošlovnik, 2025, izvirni znanstveni članek Opis: Agriculture and food production can cause a variety of adverse environmental impacts. Life Cycle Assessment (LCA) is the only standardised method so far that provides a comprehensive assessment of the environmental burden of products. LCA results can be expressed as environmental impacts (midpoint level) or environmental damage (endpoint level). Communication on environmental impact is mostly carried out as a part of the Carbon Footprint (CF) or Environmental Product Declaration (EPD), while reporting on environmental damage is rarely used. Due to the growing interest of consumers in ‘healthy’ food, it is important that food producers address the environmental damage. Therefore, an overview of existing Life Cycle Impact Assessment (LCIA) methods that provide insight into endpoint indicators describing damage to human health has been performed and presented in this paper. The application of the selected LCIA methods is demonstrated for the case of food products, highlighting the fact that the results obtained by different LCIA methods are not directly comparable due to a variety of methodological limitations, such as the existence of different environmental indicators and their structure. Finally, the usage of the LCA method for designing food products is presented, with the aim of enabling consumers to choose diets with lower environment and human health impacts. Ključne besede: sustainable food consumption, eco-conscious choices, life cycle assessment, environmental impact, human health Objavljeno v DKUM: 23.09.2025; Ogledov: 0; Prenosov: 8
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9. Recent trends in information and cyber security maturity assessment : a systematic literature reviewAlenka Baggia, Alenka Brezavšček, 2025, pregledni znanstveni članek Opis: This work represents a comprehensive and systematic literature review (SLR)
that follows the PRISMA (Preferred Reporting Items for Systematic Reviews and MetaAnalyses) guidelines for research assessing information and cyber security maturity. The
period from 2012 to 2024 was considered and the final collection of 96 studies was taken
into account. Our findings were summarised in two stages, a quantitative analysis and
a qualitative synthesis. In the first part, various quantitative indicators were used to
analyse the evolution of the information and cyber security maturity assessment domain
over the last twelve years. The qualitative synthesis, which was limited to 36 research
papers, categorises the studies into three key areas: the development of new maturity
models, the implementation of established models and frameworks, and the advancement
of methodologies to support maturity assessments. The findings reveal significant progress
in sector-specific customisation, the growing importance of lightweight models for small
and medium-sized enterprises (SMEs), and the integration of emerging technologies. This
study provides important insights into the evolving landscape of information and cyber
security maturity assessment and provides actionable recommendations for academia and
industry to improve security resilience and support the adoption of tailored, effective
maturity models Ključne besede: cyber security, information security, maturity assessment, maturity model, maturity framework, systematic literature review, SLR Objavljeno v DKUM: 26.08.2025; Ogledov: 0; Prenosov: 6
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10. Towards inclusive and resilient living environments for older adults: a methodological framework for assessment of social sustainability in nursing homesVanja Skalicky Klemenčič, Vesna Žegarac Leskovar, 2025, izvirni znanstveni članek Opis: The quality of living environments for older adults represents a critical component of social sustainability in an ageing society. Among various housing options, nursing homes are the most institutionalised form of elderly care and demand special attention regarding architectural design. This paper explores the impact of architectural and open space features on social sustainability in living environments for older adults. A comparative analysis of three Slovenian nursing homes is presented. The first two, built in the post-war period, were based on elevated architectural criteria inspired by Swedish human-centred housing design. The third was completed in 2021 in the post-COVID-19 era, which revealed the vulnerability of such housing typologies. An integrated methodological framework was developed by applying two complementary assessment tools: the Safe and Connected, developed by the authors to evaluate the spatial, health, and social resilience of nursing home environments, and the Well-being and Integration, addressing the role of open space with a particular emphasis on the identification of older adults with their environment and the facilitation of social resilience. Both tools evaluate indicators linked to the social dimension of quality of life for older adults. The results show a gradual improvement in architectural quality from the 1960s to the 1980s, followed by a partial decline in the contemporary case. The Swedish example scored highest across both tools. In contrast, the newest Slovenian facility scored surprisingly low in social integration, highlighting critical gaps in current nursing home design. This study demonstrates the value of applying interdisciplinary, tool-based evaluations in identifying design strategies that foster resilient and inclusive LTC environments, and the proposed framework may serve as a decision-making aid for architects, planners, and policymakers. This research highlights the importance of reintroducing human-oriented design principles to support socially sustainable nursing home environments. Ključne besede: assessment tools, living environment, nursing homes, older adults, social sustainability Objavljeno v DKUM: 13.08.2025; Ogledov: 0; Prenosov: 16
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