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17 pages, 1620 KiB  
Article
Practices and Awareness of Disinformation for a Sustainable Education in European Secondary Education
by Ana Pérez-Escoda and Manuel Carabias-Herrero
Sustainability 2025, 17(15), 6923; https://doi.org/10.3390/su17156923 - 30 Jul 2025
Viewed by 48
Abstract
The growing integration of technology in education has heightened awareness of global risks, such as the spread of disinformation. This awareness is vital for fostering the well-being of individuals, especially teenagers, by promoting critical thinking and responsible digital practices. By cultivating these skills, [...] Read more.
The growing integration of technology in education has heightened awareness of global risks, such as the spread of disinformation. This awareness is vital for fostering the well-being of individuals, especially teenagers, by promoting critical thinking and responsible digital practices. By cultivating these skills, sustainable education empowers individuals to identify potential threats, protect themselves, and advocate for informed, positive change. As part of a European project, this study aims to analyze the current level of awareness among secondary school students (12 to 17) and their teachers. Differences between both are analyzed in how they deal with disinformation in terms of (1) perceptions, (2) feelings and practices, and (3) knowledge and management. A quantitative approach was adopted for this study, which surveyed 1186 minors and 166 teachers. The analysis was based on non-parametric statistics; the Mann–Whitney U statistic was applied as the appropriate measure for comparing independent samples (teachers and students) with a non-normal distribution (p < 0.05). The results were surprising in that they highlighted that minors were more expert than expected in their use of technology and their awareness of the risks of disinformation. These conclusions make it clear that technological tools have the potential to raise awareness of the dangers of disinformation and improve the sustainability of education. Full article
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23 pages, 3224 KiB  
Article
Inferring Cinematic Aesthetic Biases from the Statistics of Early Movies
by Daniel M. Grzywacz and Norberto M. Grzywacz
Entropy 2025, 27(7), 707; https://doi.org/10.3390/e27070707 - 30 Jun 2025
Viewed by 399
Abstract
Cinematic aesthetic values have not been studied as thoroughly as those in music and the visual arts. Three hypotheses for these values are that they are like those of artistic paintings, that they emphasize the spatial coherence of the optical flow, and that [...] Read more.
Cinematic aesthetic values have not been studied as thoroughly as those in music and the visual arts. Three hypotheses for these values are that they are like those of artistic paintings, that they emphasize the spatial coherence of the optical flow, and that they are temporally smooth. Here, we test these hypotheses and investigate other candidate aesthetic values by comparing the statistics of narrative movies and those obtained spontaneously. We perform these tests by using narrative movies from the early stages of cinematic history because these films are simple. We statistically compare these films with spontaneous movies of scenes from daily life. These statistical comparisons do not support the first hypothesis for early movies. The comparisons show that symmetry, balance, and image complexity (normalized Shannon entropy) are not different in early and spontaneous movies. For similar reasons, our data do not support the spatial coherence of early-movie optical flows as having cinematic aesthetic functions. However, in support of the third hypothesis, the temporal smoothness of luminance, but not of motions, appears to have cinematic aesthetic value. The data also uncovered two other cinematic aesthetic value candidates in both statistical surprise and spatial and temporal complexities. We discuss these candidates, pointing out similarities to music and the importance of film editing. Full article
(This article belongs to the Section Multidisciplinary Applications)
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25 pages, 1224 KiB  
Article
Generative Jazz Chord Progressions: A Statistical Approach to Harmonic Creativity
by Adriano N. Raposo and Vasco N. G. J. Soares
Information 2025, 16(6), 504; https://doi.org/10.3390/info16060504 - 17 Jun 2025
Viewed by 921
Abstract
Jazz music has long been a subject of interest in the field of generative music. Traditional jazz chord progressions follow established patterns that contribute to the genre’s distinct sound. However, the demand for more innovative and diverse harmonic structures has led to the [...] Read more.
Jazz music has long been a subject of interest in the field of generative music. Traditional jazz chord progressions follow established patterns that contribute to the genre’s distinct sound. However, the demand for more innovative and diverse harmonic structures has led to the exploration of alternative approaches in music generation. This paper addresses the challenge of generating novel and engaging jazz chord sequences that go beyond traditional chord progressions. It proposes an unconventional statistical approach, leveraging a corpus of 1382 jazz standards, which includes key information, song structure, and chord sequences by section. The proposed method generates chord sequences based on statistical patterns extracted from the corpus, considering a tonal context while introducing a degree of unpredictability that enhances the results with elements of surprise and interest. The goal is to move beyond conventional and well-known jazz chord progressions, exploring new and inspiring harmonic possibilities. The evaluation of the generated dataset, which matches the size of the learning corpus, demonstrates a strong statistical alignment between distributions across multiple analysis parameters while also revealing opportunities for further exploration of novel harmonic pathways. Full article
(This article belongs to the Special Issue Feature Papers in Information in 2024–2025)
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40 pages, 687 KiB  
Article
Irreversibility, Dissipation, and Its Measure: A New Perspective
by Purushottam Das Gujrati
Symmetry 2025, 17(2), 232; https://doi.org/10.3390/sym17020232 - 5 Feb 2025
Cited by 2 | Viewed by 643
Abstract
Dissipation and irreversibility are two central concepts of classical thermodynamics that are often treated as synonymous. Dissipation D is lost or dissipated work Wdiss0 but is commonly quantified by entropy generation ΔiS in an isothermal irreversible macroscopic process [...] Read more.
Dissipation and irreversibility are two central concepts of classical thermodynamics that are often treated as synonymous. Dissipation D is lost or dissipated work Wdiss0 but is commonly quantified by entropy generation ΔiS in an isothermal irreversible macroscopic process that is often expressed as Kullback–Leibler distance DKL in modern literature. We argue that DKL is nonthermodynamic, and is erroneously justified for quantification by mistakenly equating exchange microwork ΔeWk with the system-intrinsic microwork ΔWk=ΔeWk+ΔiWk, which is a very common error permeating stochastic thermodynamics as was first pointed out several years ago, see text. Recently, it is discovered that dissipation D is properly identified by ΔiW0 for all spontaneously irreversible processes and all temperatures T, positive and negative in an isolated system. As T plays an important role in the quantification, dissipation allows for ΔiS0 for T>0, and ΔiS<0 for T<0, a surprising result. The connection of D with Wdiss and its extension to interacting systems have not been explored and is attempted here. It is found that D is not always proportional to ΔiS. The determination of D requires dipk, but we show that Fokker-Planck and master equations are not general enough to determine it, which is contrary to the common belief. We modify the Fokker-Planck equation to fix the issue. We find that detailed balance also allows for all microstates to remain disconnected without any transition among them in an equilibrium macrostate, another surprising result. We argue that Liouville’s theorem should not apply to irreversible processes, contrary to the claim otherwise. We suggest to use nonequilibrium statistical mechanics in extended space, where pk’s are uniquely determined to evaluate D. Full article
(This article belongs to the Section Physics)
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26 pages, 3963 KiB  
Article
Battery-Assisted Trolleybuses: Effect of Battery Energy Utilization Ratio on Overall Traction Energy Consumption
by Martin Kendra, Daniel Pribula, Tomáš Skrúcaný, Oľga Blažeková and Svetla Stoilova
Sustainability 2024, 16(24), 11303; https://doi.org/10.3390/su162411303 - 23 Dec 2024
Cited by 1 | Viewed by 915
Abstract
Urban public transport companies worldwide are introducing environmentally friendly bus solutions, and in cities with an existing trolleybus network, battery-assisted trolleybuses are an efficient alternative. Equipped with a traction battery, these vehicles allow a short range outside of the trolley lines and on-board [...] Read more.
Urban public transport companies worldwide are introducing environmentally friendly bus solutions, and in cities with an existing trolleybus network, battery-assisted trolleybuses are an efficient alternative. Equipped with a traction battery, these vehicles allow a short range outside of the trolley lines and on-board recuperation, and they combine the advantages of electric buses and trolleybuses without the need for costly infrastructure expansions. Two similar battery-assisted trolleybuses are in operation in Žilina, where the unitary traction energy consumption has been observed to decrease as a function of the battery-powered and on-trolley-line vehicle run ratio. This theory was confirmed by statistical regression analysis of real operational data for one year of operation in different situations. This research also includes an analysis of battery-assisted trolleybuses’ operation on conventional trolleybus lines, which brought surprising findings, as well as an analysis of other selected indicators that can be dependent on the battery run ratio. These findings can contribute to reducing traction energy consumption by simply modifying the operating technologies without the need for extensive investment in infrastructure or vehicle equipment. This research is pilot research ready for in-depth research. Full article
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42 pages, 984 KiB  
Review
Applications of Entropy in Data Analysis and Machine Learning: A Review
by Salomé A. Sepúlveda-Fontaine and José M. Amigó
Entropy 2024, 26(12), 1126; https://doi.org/10.3390/e26121126 - 23 Dec 2024
Cited by 2 | Viewed by 5436
Abstract
Since its origin in the thermodynamics of the 19th century, the concept of entropy has also permeated other fields of physics and mathematics, such as Classical and Quantum Statistical Mechanics, Information Theory, Probability Theory, Ergodic Theory and the Theory of Dynamical Systems. Specifically, [...] Read more.
Since its origin in the thermodynamics of the 19th century, the concept of entropy has also permeated other fields of physics and mathematics, such as Classical and Quantum Statistical Mechanics, Information Theory, Probability Theory, Ergodic Theory and the Theory of Dynamical Systems. Specifically, we are referring to the classical entropies: the Boltzmann–Gibbs, von Neumann, Shannon, Kolmogorov–Sinai and topological entropies. In addition to their common name, which is historically justified (as we briefly describe in this review), another commonality of the classical entropies is the important role that they have played and are still playing in the theory and applications of their respective fields and beyond. Therefore, it is not surprising that, in the course of time, many other instances of the overarching concept of entropy have been proposed, most of them tailored to specific purposes. Following the current usage, we will refer to all of them, whether classical or new, simply as entropies. In particular, the subject of this review is their applications in data analysis and machine learning. The reason for these particular applications is that entropies are very well suited to characterize probability mass distributions, typically generated by finite-state processes or symbolized signals. Therefore, we will focus on entropies defined as positive functionals on probability mass distributions and provide an axiomatic characterization that goes back to Shannon and Khinchin. Given the plethora of entropies in the literature, we have selected a representative group, including the classical ones. The applications summarized in this review nicely illustrate the power and versatility of entropy in data analysis and machine learning. Full article
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23 pages, 5455 KiB  
Article
Emotional Evaluations from Partners and Opponents Differentially Influence the Perception of Ambiguous Faces
by Danyang Ran, Yihan Zhang, Bin Hao and Shuaixia Li
Behav. Sci. 2024, 14(12), 1168; https://doi.org/10.3390/bs14121168 - 5 Dec 2024
Cited by 1 | Viewed by 1113
Abstract
The influence of contextual valence and interpersonal distance on facial expression perception remains unclear despite their significant role in shaping social perceptions. In this event-related potential (ERP) study, we investigated the temporal dynamics underlying the processing of surprised faces across different interpersonal distances [...] Read more.
The influence of contextual valence and interpersonal distance on facial expression perception remains unclear despite their significant role in shaping social perceptions. In this event-related potential (ERP) study, we investigated the temporal dynamics underlying the processing of surprised faces across different interpersonal distances (partner, opponent, or stranger) and contextual valence (positive, neutral, or negative) contexts. Thirty-five participants rated the valence of surprised faces. An advanced mass univariate statistical approach was utilized to analyze the ERP data. Behaviorally, surprised faces in partner-related negative contexts were rated more negatively than those in opponent- and stranger-related contexts. The ERP results revealed an increased P1 amplitude for surprised faces in negative relative to neutral contexts. Both the early posterior negativity (EPN) and late positive potentials (LPP) were also modulated by contextual valence, with larger amplitudes for faces in positive relative to neutral and negative contexts. Additionally, when compared to stranger-related contexts, faces in partner-related contexts exhibited enhanced P1 and EPN responses, while those in opponent-related contexts showed amplified LPP responses. Taken together, these findings elucidate the modulation of intricate social contexts on the perception and interpretation of ambiguous facial expressions, thereby enhancing our understanding of nonverbal communication and emotional cognition. Full article
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14 pages, 9346 KiB  
Article
Human Perception of the Emotional Expressions of Humanoid Robot Body Movements: Evidence from Survey and Eye-Tracking Measurements
by Wa Gao, Shiyi Shen, Yang Ji and Yuan Tian
Biomimetics 2024, 9(11), 684; https://doi.org/10.3390/biomimetics9110684 - 8 Nov 2024
Cited by 2 | Viewed by 2346
Abstract
The emotional expression of body movement, which is an aspect of emotional communication between humans, has not been considered enough in the field of human–robot interactions (HRIs). This paper explores human perceptions of the emotional expressions of humanoid robot body movements to study [...] Read more.
The emotional expression of body movement, which is an aspect of emotional communication between humans, has not been considered enough in the field of human–robot interactions (HRIs). This paper explores human perceptions of the emotional expressions of humanoid robot body movements to study the emotional design of the bodily expressions of robots and the characteristics of the human perception of these emotional body movements. Six categories of emotional behaviors, including happiness, anger, sadness, surprise, fear, and disgust, were designed by imitating human emotional body movements, and they were implemented on a Yanshee robot. A total of 135 participants were recruited for questionnaires and eye-tracking measurements. Statistical methods, including K-means clustering, repeated analysis of variance (ANOVA), Friedman’s ANOVA, and Spearman’s correlation test, were used to analyze the data. According to the statistical results of emotional categories, intensities, and arousals perceived by humans, a guide to grading the designed robot’s bodily expressions of emotion is created. By combining this guide with certain objective analyses, such as fixation and trajectory of eye movements, the characteristics of human perception, including the perceived differences between happiness and negative emotions and the trends of eye movements for different emotional categories, are described. This study not only illustrates subjective and objective evidence that humans can perceive robot bodily expressions of emotions through only vision but also provides helpful guidance for designing appropriate emotional bodily expressions in HRIs. Full article
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17 pages, 2262 KiB  
Article
Neural Mechanism of Musical Pleasure Induced by Prediction Errors: An EEG Study
by Fuyu Ueno and Sotaro Shimada
Brain Sci. 2024, 14(11), 1130; https://doi.org/10.3390/brainsci14111130 - 8 Nov 2024
Cited by 1 | Viewed by 1955
Abstract
Background/Objectives: Musical pleasure is considered to be induced by prediction errors (surprise), as suggested in neuroimaging studies. However, the role of temporal changes in musical features in reward processing remains unclear. Utilizing the Information Dynamics of Music (IDyOM) model, a statistical model that [...] Read more.
Background/Objectives: Musical pleasure is considered to be induced by prediction errors (surprise), as suggested in neuroimaging studies. However, the role of temporal changes in musical features in reward processing remains unclear. Utilizing the Information Dynamics of Music (IDyOM) model, a statistical model that calculates musical surprise based on prediction errors in melody and harmony, we investigated whether brain activities associated with musical pleasure, particularly in the θ, β, and γ bands, are induced by prediction errors, similar to those observed during monetary rewards. Methods: We used the IDyOM model to calculate the information content (IC) of surprise for melody and harmony in 70 musical pieces across six genres; eight pieces with varying IC values were selected. Electroencephalographic data were recorded during listening to the pieces, continuously evaluating the participants’ subjective pleasure on a 1–4 scale. Time–frequency analysis of electroencephalographic data was conducted, followed by general linear model analysis to fit the power-value time course in each frequency band to the time courses of subjective pleasure and IC for melody and harmony. Results: Significant positive fits were observed in the β and γ bands in the frontal region with both subjective pleasure and IC for melody and harmony. No significant fit was observed in the θ band. Both subjective pleasure and IC are associated with increased β and γ band power in the frontal regions. Conclusions: β and γ oscillatory activities in the frontal regions are strongly associated with musical rewards induced by prediction errors, similar to brain activity observed during monetary rewards. Full article
(This article belongs to the Section Cognitive, Social and Affective Neuroscience)
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13 pages, 2997 KiB  
Article
Determinants of Purchasing Sustainably Produced Wines by Italian Wine Consumers
by Jeff Gow, Daniel Moscovici, Rezwanul Rana, Azzurra Rinaldi, Adeline Alonso Ugaglia, Lionel Valenzuela, Radu Mihailescu and Rezwanul Haque
Sustainability 2024, 16(19), 8283; https://doi.org/10.3390/su16198283 - 24 Sep 2024
Cited by 1 | Viewed by 2123
Abstract
The purpose of this paper is to determine which factors influence the willingness of Italian wine consumers to purchase and pay a premium for sustainably produced wine. Data from 522 Italian consumers were collected using an online convenience sampling method to capture their [...] Read more.
The purpose of this paper is to determine which factors influence the willingness of Italian wine consumers to purchase and pay a premium for sustainably produced wine. Data from 522 Italian consumers were collected using an online convenience sampling method to capture their attitudes and knowledge towards sustainably produced wine. Respondent socio-demographic characteristics were analysed using descriptive statistics. Multivariate logistic regression was used to examine whether the willingness to pay a premium for sustainably produced wines differs significantly based on past environmental related purchasing behaviour and socio-demographic characteristics. The main determinants of Italian consumers’ purchases of sustainably produced wine are wine knowledge, age, previously having bought sustainably produced goods, previously having bought sustainably produced wine, and the price of wine. Income, education, or gender did not positively influence willingness to pay a premium value for sustainably produced wines. This study produced surprising results. Consumers in Italy are buying foods that are sustainably certified and over 60% would be willing to buy a sustainable wine, in theory. Full article
(This article belongs to the Section Sustainable Management)
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17 pages, 506 KiB  
Article
Periodontal Patients’ Perceptions and Knowledge of Dental Implants—A Questionnaire Study
by Ewa Dolińska, Anna Węglarz, Weronika Jaroma, Gabriela Kornowska, Zuzanna Zapaśnik, Patrycja Włodarczyk, Jakub Wawryniuk and Małgorzata Pietruska
J. Clin. Med. 2024, 13(16), 4859; https://doi.org/10.3390/jcm13164859 - 17 Aug 2024
Cited by 3 | Viewed by 1420
Abstract
Background: Highly prevalent tooth loss is observed among populations around the world. To restore masticatory function and satisfactory aesthetics, missing teeth must be replaced. Dental implants are increasingly used for this purpose. This study aimed to assess periodontal patients’ knowledge and attitudes towards [...] Read more.
Background: Highly prevalent tooth loss is observed among populations around the world. To restore masticatory function and satisfactory aesthetics, missing teeth must be replaced. Dental implants are increasingly used for this purpose. This study aimed to assess periodontal patients’ knowledge and attitudes towards dental implants. Methods: 467 anonymous questionnaires of periodontal patients were analyzed. The population participants were divided according to gender, age, education and place of residence. In the statistical analysis, the chi-squared test of independence was used (p < 0.05). The main questions addressed patients’ knowledge about dental implants and the factors influencing their decision to undergo implantation. Results: The majority of periodontal patients were aware of dental implants and the importance of oral hygiene in their maintenance. However, the population studied had many knowledge deficits, especially on the technical and biological aspects of implants. The lack of knowledge about peri-implantitis was surprising in the group seeking professional periodontal care. Patients obtained information mainly from the internet and from family and friends, with their dentists being the third source. Good functional and aesthetic outcomes would encourage them to undergo the implantation procedure, and high cost and the possibility of complications were the most discouraging factors. Conclusions: Given the growing popularity of implant treatment, patients should be provided with evidence-based knowledge about indications and possible contraindications to implants to make informed decisions. Full article
(This article belongs to the Special Issue Modern Patient-Centered Dental Care)
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16 pages, 4008 KiB  
Article
Analysis of the Acoustic Parameters of Building Partition Structures of Varying Composition
by Marek Moravec, Miriama Pinosova, Miroslav Badida, Gabriela Izarikova and Miroslava Badidova
Buildings 2024, 14(8), 2440; https://doi.org/10.3390/buildings14082440 - 7 Aug 2024
Viewed by 1172
Abstract
Building partition structures must meet several construction and technical parameters. During the measurement of the acoustic properties of dividing structures in real conditions, surprising results are often achieved that do not correspond to the expected values. Based on this reason, the composition of [...] Read more.
Building partition structures must meet several construction and technical parameters. During the measurement of the acoustic properties of dividing structures in real conditions, surprising results are often achieved that do not correspond to the expected values. Based on this reason, the composition of nine dividing constructions were designed. The measurements were carried out under conditions that are very close to real conditions. Measurements were performed in accordance with international standards. The monitored parameters also include acoustic parameters. In this paper, the analysis of acoustic parameters of nine building dividing structures (profiles) with different compositions was performed. The individual layers were made up of common building elements. Various statistical methods, variance analysis and regression were used in the evaluation. The apparent sound reduction index values measured for different profile types for frequencies from 100 to 3150 Hz are compared using Variance Analysis (ANOVA); the assumptions for their use are verified by the Shapiro–Wilk test and Levene Test of Homogeneity of Variances. Multiple linear regression was used to identify and analyze the relationship between the independent variables and the dependent variable. The methods of regression and correlation analysis were used in determining the parameters that affect the resulting coefficient of weighted structural sound insulation. The total thickness of the profile and the number of layers were found to be statistically significant parameters. Based on these analyses, the coefficient of weighted structural sound insulation was determined. A clear-cut definition and identification of the single-number rating required would thus be instrumental in selecting the appropriate material for accomplishing the desired objectives. Full article
(This article belongs to the Section Building Structures)
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12 pages, 437 KiB  
Article
Making the Thermodynamic Cost of Active Inference Explicit
by Chris Fields, Adam Goldstein and Lars Sandved-Smith
Entropy 2024, 26(8), 622; https://doi.org/10.3390/e26080622 - 24 Jul 2024
Cited by 4 | Viewed by 2590
Abstract
When describing Active Inference Agents (AIAs), the term “energy” can have two distinct meanings. One is the energy that is utilized by the AIA (e.g., electrical energy or chemical energy). The second meaning is so-called Variational Free Energy (VFE), a statistical quantity which [...] Read more.
When describing Active Inference Agents (AIAs), the term “energy” can have two distinct meanings. One is the energy that is utilized by the AIA (e.g., electrical energy or chemical energy). The second meaning is so-called Variational Free Energy (VFE), a statistical quantity which provides an upper bound on surprisal. In this paper, we develop an account of the former quantity—the Thermodynamic Free Energy (TFE)—and its relationship with the latter. We highlight the necessary tradeoffs between these two in a generic, quantum information-theoretic formulation, and the macroscopic consequences of those tradeoffs for the ways that organisms approach their environments. By making this tradeoff explicit, we provide a theoretical basis for the different metabolic strategies that organisms from plants to predators use to survive. Full article
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27 pages, 6289 KiB  
Article
Dengue Virus and Zika Virus Seroprevalence in the South Pacific Populations of the Cook Islands and Vanuatu
by Charlotte E. B. Saretzki, Gerhard Dobler, Elizabeth Iro, Nicole Heussen and Thomas Küpper
Viruses 2024, 16(5), 807; https://doi.org/10.3390/v16050807 - 19 May 2024
Cited by 1 | Viewed by 2356
Abstract
Arboviral diseases are serious threats to global health with increasing prevalence and potentially severe complications. Significant arthropod-borne viruses are the dengue viruses (DENV 1-4), the Zika virus (ZIKV), and the chikungunya virus (CHIKV). Among the areas most affected is the South Pacific Region [...] Read more.
Arboviral diseases are serious threats to global health with increasing prevalence and potentially severe complications. Significant arthropod-borne viruses are the dengue viruses (DENV 1-4), the Zika virus (ZIKV), and the chikungunya virus (CHIKV). Among the areas most affected is the South Pacific Region (SPR). Here, arboviruses not only cause a high local burden of disease, but the region has also proven to contribute to their global spread. Outpatient serum samples collected between 08/2016 and 04/2017 on three islands of the island states of Vanuatu and the Cook Islands were tested for anti-DENV- and anti-ZIKV-specific antibodies (IgG) using enzyme-linked immunosorbent assays (ELISA). ELISA test results showed 89% of all test sera from the Cook Islands and 85% of the Vanuatu samples to be positive for anti-DENV-specific antibodies. Anti-ZIKV antibodies were identified in 66% and 52%, respectively, of the test populations. Statistically significant differences in standardized immunity levels were found only at the intranational level. Our results show that in both the Cook Islands and Vanuatu, residents were exposed to significant Flavivirus transmission. Compared to other seroprevalence studies, the marked difference between ZIKV immunity levels and previously published CHIKV seroprevalence rates in our study populations is surprising. We propose the timing of ZIKV and CHIKV emergence in relation to recurrent DENV outbreaks and the impact of seasonality as explanatory external factors for this observation. Our data add to the knowledge of arboviral epidemics in the SPR and contribute to a better understanding of virus spread, including external conditions with potential influence on outbreak dynamics. These data may support preventive and rapid response measures in the affected areas, travel-related risk assessment, and infection identification in locals and returning travelers. Full article
(This article belongs to the Special Issue Mosquito-Borne Virus Discovery, Diagnostics and Vaccines)
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19 pages, 740 KiB  
Systematic Review
Prime Surprisal as a Tool for Assessing Error-Based Learning Theories: A Systematic Review
by Judit Fazekas, Giovanni Sala and Julian Pine
Languages 2024, 9(4), 147; https://doi.org/10.3390/languages9040147 - 16 Apr 2024
Cited by 4 | Viewed by 2368
Abstract
Error-based learning theories of language acquisition are highly influential in language development research, yet the predictive learning mechanism they propose has proven difficult to test experimentally. Prime surprisal—the observation that structural priming is stronger following more surprising primes—has emerged as a promising methodology [...] Read more.
Error-based learning theories of language acquisition are highly influential in language development research, yet the predictive learning mechanism they propose has proven difficult to test experimentally. Prime surprisal—the observation that structural priming is stronger following more surprising primes—has emerged as a promising methodology for resolving this issue as it tests a key prediction of error-based learning theories: surprising input leads to increased structure repetition as well as learning. However, as prime surprisal is a relatively new paradigm, it is worth evaluating how far this promise has been fulfilled. We have conducted a systemic review of PS studies to assess the strengths and limitations of existing approaches, with 13 contributions selected out of 66 search results. We found that alongside inconsistency in statistical power and how the level of surprisal is measured, the limited scope of current results cast doubt on whether PS can be used as a general tool to assess error-based learning. We suggest two key directions for future research: firstly, targeting the scope of the prime surprisal effect itself with reliable statistical power and appropriate surprisal measurements across a greater variety of languages and grammatical structures; and secondly, using the prime surprisal method as a tool to assess the scope of an error-based learning mechanism utilising conditions in which prime surprisal has been reliably established. Full article
(This article belongs to the Special Issue Advances in Syntactic Adaptation)
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