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1.
Intraspecific geographical variability of Phlebotomus perniciosus assessed by MALDI-TOF MS protein profiling
Vít Dvořák, Carla Maia, Rafael Marmé, José Risueño, Pedro Pérez-Cutillas, Eduardo Berriatua, Julie Sevila, Nalia Mekarnia, Jorian Prudhomme, Fano José Randriananambinintsoa, Vladimir Ivović, Katja Adam, 2026, izvirni znanstveni članek

Opis: Background Matrix‑assisted laser desorption/ionization time‑of‑flight mass spectrometry (MALDI‑TOF MS) pro‑ tein profiling has emerged over the last decade as a method of choice for species identification of many medically important arthropods. However, the influence of intraspecific variability on the performance of this popular technique has seldom been tested. This study provides the first standardized comparison of different geographical popula‑ tions of Phlebotomus perniciosus, a vector of Leishmania infantum and Toscana virus in the western Mediterranean, by MALDI‑TOF MS protein profiling. Methods Phlebotomus perniciosus males were collected in five countries (Portugal, Spain, France, Italy, Croa‑ tia) that represent most of its distribution in Europe. All samples were trapped, stored and processed according to a highly standardized protocol to avoid effects other than geographical origin on their protein spectra acquired by MALDI‑TOF MS protein profiling. The obtained protein spectra were compared with laboratory‑reared specimens of Ph. perniciosus. Results Twenty‑two analysed specimens from five geographical populations provided protein spectra that were highly similar, species‑specific and clustering according to their quality. No grouping according to geographical origin was observed, and the protein spectra of field‑collected specimens showed similar composition and complexity to spectra from Ph. perniciosus laboratory colony‑reared in captivity for several decades. Conclusions Our findings demonstrate that in samples of a same sex, with the same collection method and storage time, MALDI‑TOF MS protein profiling does not reflect the geographical origin of analysed specimens, confirming the value of this technique for high‑fidelity and reproducible species identification of sand flies regardless of their geographical origin.
Ključne besede: intraspecific geographical variability, Phlebotomus perniciosus, MALDI-TOF
Objavljeno v RUP: 29.06.2026; Ogledov: 175; Prenosov: 5
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2.
What do listeners attend to when listening to music? : Toward explainable music recommendations
Kosar Seyyedhosseinzadeh, Matevž Pesek, Marko Tkalčič, 2026, objavljeni znanstveni prispevek na konferenci

Opis: Personalized explanations in recommender systems can be useful when they reflect the aspects of an item that matter to the user. To account for individual preferences regarding different aspects of songs in music recommender systems, it is first necessary to identify which song aspects explain meaningful variation among listeners. This paper introduces a questionnaire instrument designed to operationalize these differences as a measurable user characteristic. The instrument was developed through item generation, expert review, pilot testing, and a main study. Data from the main study (� = 245) were analyzed using exploratory factor analysis to examine the questionnaire’s internal structure. The results supported a two-factor solution, interpreted as Lyric- Engagement and Music-Engagement, with both dimensions showing good internal consistency. These findings suggest that listeners’ orientations toward lyrical and musical elements can be measured in an interpretable way. The contribution of this study lies not in proposing a new explanation algorithm, but in providing an empirical basis for user modeling that may help align explanation content with the song characteristics most relevant to different listeners.
Ključne besede: music recommender systems, explainable recommendation, personalized explanations, user modeling, questionnaire development, exploratory factor analysis
Objavljeno v RUP: 26.06.2026; Ogledov: 206; Prenosov: 4
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3.
Eco-sustainable food packaging : biobased multi-active films to mitigate migration of mineral oils and polyolefin oligomeric saturated hydrocarbons
Ana Miklavčič Višnjevec, Laura Barp, Donatella Peressini, Sabrina Moret, 2026, pregledni znanstveni članek

Opis: The migration of mineral oils from recycled paper and cardboard packaging to food has raised increasing con- cerns in recent years. In addition to mineral oil hydrocarbons (MOH), polyolefin oligomeric hydrocarbons (POH), a class of synthetic hydrocarbons derived from the polymerization of olefins such as ethylene and propylene, and often analytically mistaken for MOH, also pose a risk. POH can migrate from plastic materials into food, espe- cially those made with polyolefins like polyethylene (PE) and polypropylene (PP), which are widely used in food packaging (films, trays, containers, etc.). Several solutions have been proposed, and others are still under development to address this issue. Currently, the most promising approach is the introduction of polymeric materials as a barrier to prevent the migration of these contaminants. The primary aim of this review is to provide an updated overview of the migration of MOH and POH from conventional packaging materials into foods, the parameters influencing this process, recent advances in innovative eco-sustainable barrier materials, and the testing methods used to measure their migration. Special attention is given to biopolymers, as they enhance the sustainability of paper and cardboard packaging while maintaining their recyclability.
Ključne besede: mineral oil hydrocarbons, polyolefin oligomeric saturated hydrocarbons, food packaging, sustainability, barrier materials
Objavljeno v RUP: 26.06.2026; Ogledov: 170; Prenosov: 11
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4.
Efficient material selection for training occluded mmWave radar-based gesture recognisers
Nuwan Attygalle, Luis A. Leiva, Matjaž Kljun, Klen Čopič Pucihar, 2026, izvirni znanstveni članek

Opis: Radar-based gesture recognition has emerged as a promising approach for unobtrusive interaction. Unlike camera-based systems, radar sensors can detect gestures through opaque materials, enabling seamless embedding into various everyday objects. However, it remains unclear how to train models efficiently for robust gesture recognition through diverse materials. To investigate this, we collected a dataset of 17,520 gesture recordings performed through 73 everyday materials. By comparing several material-sampling and data-augmentation strategies, we found that a small carefully selected representative subset of training materials was sufficient to match performance of a classifier trained on the full material dataset. Our results showed that the models trained on 14 quota-sampled materials achieved accuracies of 95.8% and 91.2%, comparable to training on all 73 materials (96.8% and 91.6%) and significantly better than training without material data (66.8% and 65.8%). Among the evaluated sampling approaches, Quota sampling also provided the best overall trade-off between performance and practicality. In contrast, classifiers trained on augmented data performed worse than those trained on actual material-specific data. Taken together, these findings indicate that, for the tested sensor, gesture set, and material collection, carefully selected real-material data offer a practical route to reducing material-specific data collection in radar-based gesture recognition while preserving generalisation. Code, models, and data are available in the public repository, with additional details provided in the supplementary materials: https://gitlab.com/hicuplab/seeing-through.
Ključne besede: deep learning, training optimization for neural networks, millimetre-wave radar, gesture recognition, material selection, sampling, synthetic noise
Objavljeno v RUP: 19.06.2026; Ogledov: 203; Prenosov: 9
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5.
On the uniform structure of bipartite graphs admitting a dual adjacency matrix candidate
Blas Fernández, Roghayeh Maleki, Štefko Miklavič, Giusy Monzillo, 2026, izvirni znanstveni članek

Opis: Let Γ denote a finite, bipartite, connected graph with vertex set X. Fix x ∈ X and let ε ≥ 3 denote the eccentricity of x. For mutually distinct scalars {θ ∗ i }ε i=0 define a diagonal matrix A∗ = A∗(θ ∗ 0 , θ ∗ 1 , . . . , θ ∗ ε ) ∈ Mat X (R) as follows: for y ∈ X set (A∗)yy = θ ∗ ∂(x,y), where ∂ denotes the shortest path-length distance function of Γ. We say that A∗ is a dual adjacency matrix candidate of Γ with respect to x if the adjacency matrix A ∈ Mat X (R) of Γ and A∗ satisfy A3 A∗ − A∗ A3 + (β + 1)(A A∗ A2 − A2 A∗ A) = ρ(A A∗ − A∗ A) for some scalars β, ρ ∈ R. In this paper, we investigate when bipartite graphs that admit a dual adjacency matrix candidate also admit a uniform structure (in the sense of Terwilliger [6]). To do that, we first define a weakly uniform structure by slightly relaxing the conditions of uniform structure. The main result of this paper is that Γ admits a dual adjacency matrix candidate with respect to x if and only if Γ admits a weakly uniform structure with respect to x whose parameters satisfy some additional conditions. In particular, for β = 2, the weakly uniform structure is indeed a uniform structure.
Ključne besede: uniform property, dual adjacency matrix, Q-polynomial property
Objavljeno v RUP: 18.06.2026; Ogledov: 254; Prenosov: 8
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On the role of dwell time for implicitly profiling museum visitors
Alessio Ferrato, Giuseppe Sansonetti, Marko Tkalčič, 2026, objavljeni znanstveni prispevek na konferenci

Opis: How long visitors spend viewing artworks, often referred to as dwell time, has long been studied in museology as a potential behavioral indicator of engagement. However, dwell time may encode both genuine preference and situational factors such as fatigue, and disentangling these signals for computational modeling has received limited attention. This study investigates whether dwell time can serve as a valid preference indicator for implicit user modeling and whether incorporating it can improve artwork recommendation. Using the BIRD dataset, which includes eye-tracking data for extracting dwell times and explicit preferences from 51 museum visitors, we report three main findings. First, visitors spend significantly longer (9.27 seconds on average) viewing artworks they like, with a large effect size (Cohen’s d = 1.47). Second, we confirm the museum fatigue phenomenon, the progressive decline in visitor attention throughout a visit, observing a 34% reduction in dwell time from visit start to end. Third, we evaluate collaborative filtering approaches and find that while purely implicit models using dwell time alone perform near-chance level, a hybrid approach that uses dwell time to compute item similarities while predicting preferences from explicit likes achieves the best performance (AUC-ROC = 0.755, AP = 0.522). These findings suggest that dwell time provides complementary information to explicit feedback and can enhance museum recommendation systems when appropriately integrated.
Ključne besede: implicit, user modeling, recommender systems, artwork, museum
Objavljeno v RUP: 09.06.2026; Ogledov: 275; Prenosov: 23
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8.
Progress feedback for countering selective exposure : when visualization can backfire
Janine Riemann, Jasmin Alt, Uroš Sergaš, Marko Tkalčič, Bruce Ferwerda, 2026, objavljeni znanstveni prispevek na konferenci

Opis: Selective exposure in online news is often attributed to person- alization mechanisms and user modeling. Recent work proposes interface-level interventions that visualize reading balance or frame cross-cutting exposure as progress. However, we lack empirical evidence on whether alternative representations of user-model feedback meaningfully influence engagement with belief-opposing content. We conducted a between-subject experiment (N = 84) in a controlled news environment comparing two representations of diversity feedback: (1) an analytic bias visualization summarizing viewpoint balance and (2) a metaphorical growth visualization fram- ing cross-cutting exposure as personal development. Across behav- ioral and attitudinal measures of open-minded engagement, neither feedback representation increased engagement relative to control, and the two designs did not differ reliably. Our results suggest that lightweight representations of diversity signals—without adaptive personalization or structural changes to recommendations—may be insufficient to alter selective exposure in single-session settings. We discuss implications for designing user-model feedback and depolarization objectives in recommender systems.
Ključne besede: human-centered computing, human computer interaction, information systems, recommender systems
Objavljeno v RUP: 05.06.2026; Ogledov: 262; Prenosov: 10
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9.
Game on for news : stance-aware gamification in a news aggregator to promote engagement with diverse viewpoints
Caroline Frössling, Uroš Sergaš, Marko Tkalčič, Bruce Ferwerda, 2026, objavljeni znanstveni prispevek na konferenci

Opis: Personalized news systems often adapt ranking to user preferences, which can reinforce selective exposure. We investigate an alterna- tive personalization strategy: stance-aware incentive shaping. In- stead of modifying content ranking, we use a minimal per-topic stance user model to adapt reward gradients, awarding more points for engaging with counter-attitudinal content. In a between-subject experiment (� = 98), we compare a non- adaptive baseline with two adaptive incentive framings (levels vs. leaderboards). Stance-aware gamification increased behavioral en- gagement (clicks and time), while subjective engagement and com- prehension did not differ reliably. Only the level-based framing produced significant pre–post increases in stance change and open- minded thinking, with effects varying by topic. We position stance-aware incentive shaping as a lightweight user-model intervention that adapts motivational feedback rather than ranking, offering an alternative pathway for diversity-aware personalization in recommender systems.
Ključne besede: information systems, recommender systems, personalization, human-centered computing, user studies
Objavljeno v RUP: 05.06.2026; Ogledov: 247; Prenosov: 10
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10.
Impact of the invasive South African ragwort on germination and growth of radish
Katarina Šoln, 2026, izvirni znanstveni članek

Opis: The South African ragwort Senecio inaequidens is among the most invasive plant species in Europe, especially in mountainous and Mediterranean regions, and is suspected to exert allelopathic effects (release of chemical inhibitors) on native vegetation. This study investigated the allelopathic potential of South African ragwort using radish Raphanus sativus as a model species. In laboratory experiments, I treated radish seeds with ragwort leaf extracts at varying concentrations. After three days, the extract reduced radish seed germination by up to 40% in a concentration-dependent manner. High extract concentrations significantly inhibited radish seedling root length, whereas lower concentrations rather stimulated root growth. Measurements of oxidative stress-related parameters, including lipid peroxidation and total antioxidative ca- pacity, showed no changes in treated roots. In a complementary pot experiment, I exposed radish seeds for 36 days to pul- verised ragwort leaves mixed with vermiculite. This treatment delayed, but did not suppress seed germination. Subsequent plant growth and physiological status remained unaffected. The results suggest that South African ragwort exerts moder- ate allelopathic effects, primarily influencing seedlings, whereas mature plants appear less sensitive to its allelochemicals.
Ključne besede: allelopathy, oxidative stress, phytotoxicity, Raphanus sativus, South African ragwort, Senecio inaequidens
Objavljeno v RUP: 04.06.2026; Ogledov: 243; Prenosov: 9
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