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28 pages, 925 KB  
Article
Analyzability and Multiverbal Constructions in Diachrony: The Case of Latin i nunc et Vimp
by Laura Cabré Lunas and Esther Artigas Álvarez
Languages 2026, 11(5), 105; https://doi.org/10.3390/languages11050105 - 19 May 2026
Viewed by 274
Abstract
This article examines the Latin construction i nunc et Vimp from the perspective of diachronic analyzability. The expression consists of two imperative forms with identical morphological marking—the first a motion verb (V1), the second a lexical verb—linked by the conjunction et. [...] Read more.
This article examines the Latin construction i nunc et Vimp from the perspective of diachronic analyzability. The expression consists of two imperative forms with identical morphological marking—the first a motion verb (V1), the second a lexical verb—linked by the conjunction et. Rather than encoding a literal directive sequence, the construction conveys a rhetorical exhortative value that systematically guides discourse interpretation in a direction different from that suggested by its surface form. Although attested from the Imperial period onward, the construction is analyzed against the background of serial imperatives with a motion verb in initial position and verbal pseudocoordination, patterns documented not only in Archaic Latin but also in other historical Indo-European languages. On the basis of an exhaustive corpus, the study assesses the contribution of each constituent in order to account for the construction’s global value. The analysis shows that i nunc et Vimp displays an uneven degree of analyzability: while its components remain formally and syntactically transparent, its semantic and pragmatic analyzability is reduced, as the elements do not contribute compositionally to propositional content but function as a pragmatically unitized block. Overall, the article highlights the central role of analyzability in diachronic change, including processes of unitization and constructional de/recategorization. Full article
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21 pages, 731 KB  
Article
Myths and Religions in the Ancient Middle East and Misunderstood sub-Saharan Africa: The Case of Swallowing the Universe Between Morphology and Diffusion The Dawn (Birth) of Literature
by Hasan El-Shamy
Literature 2026, 6(2), 7; https://doi.org/10.3390/literature6020007 - 30 Apr 2026
Viewed by 387
Abstract
This study examines the hypothetical issue of the impact of ancient Egyptian beliefs on Africa as a whole. Several focal points are explored. These include (1). The situation of the discipline of folklore within allied academic specializations. (2). Culture diffusion within Africa, and [...] Read more.
This study examines the hypothetical issue of the impact of ancient Egyptian beliefs on Africa as a whole. Several focal points are explored. These include (1). The situation of the discipline of folklore within allied academic specializations. (2). Culture diffusion within Africa, and (3). Spoken folk stories as the only field that integrates, in the space and time continuum, culture on the one hand, with its bearers/(society), on the other. (4). [Beside the] colonial past, the problem, is a result of a number of academic factors that include: (a). The establishment at universities of African studies departments that confine the continent to the sub-Saharan tier excluding Africa of the North; thus, folklore is isolated without a proper stage for studying it academically (see Dorson 1972); (b). The stereotyping concerning the capacity of scholars with unfamiliar names or recognized departmental membership as capable of dealing with theory or innovation, though some of their ideas are adopted by the famous without accrediting the source; (c). Ignoring the unfamiliarity for the family (especially under conditions of secrecy; cf. bias, ethnocentrism); and (d). Inadequacy of academic classroom pedagogy on the basics of verbal lore. Folklore in its original, mainly verbal branches, as represented by Stith Thompson’s monumental works on motif (1955–1958), and its predecessor by Antti Aarne on Type, (1910, 1928, 1961/1964), whose coverage, especially on Africa of the North, is seriously lacking in both the Type and Motif Indexes. The tracking of this line begins with recent calls for need for morphological studies of a South African tale (Dseagu [2001] 2021). An association among various regions of Africa with ancient Egypt concerning mythological contacts merits this investigation. Full article
11 pages, 593 KB  
Article
Unstable Boundaries: Phonological Change and Morphosyntactic Ambiguity in Contemporary Sardinian
by Rosangela Lai
Languages 2026, 11(5), 85; https://doi.org/10.3390/languages11050085 - 27 Apr 2026
Viewed by 399
Abstract
This paper investigates ongoing phonological changes in Campidanese Sardinian and its morphosyntactic repercussions, focusing on the weakening of word-final codas under increasing pressure from Italian. Sardinian preserves the Latin nominal and verbal endings -s and -t, whose interaction with external [...] Read more.
This paper investigates ongoing phonological changes in Campidanese Sardinian and its morphosyntactic repercussions, focusing on the weakening of word-final codas under increasing pressure from Italian. Sardinian preserves the Latin nominal and verbal endings -s and -t, whose interaction with external sandhi processes traditionally sustains crucial distinctions of person and number. Through a comparison between a conservative variety (Tertenia) and an innovative one (Pula), the study shows that total regressive assimilation of -s and -t is becoming generalized in innovative areas, neutralizing the contrast between second- and third-person singulars. The decline of vowel epenthesis in contexts involving heterosyllabic clusters further destabilizes the system, occasionally generating ambiguity in clitic number and verbal person marking. A Strict CV analysis demonstrates that epenthesis-less outputs are structurally well-formed only if final codas are assumed to be absent at the underlying level, pointing to a deeper restructuring of phonological representations. Overall, the data document a shift from a morphologically transparent system toward one increasingly aligned with Italian phonotactics, with significant consequences for morphosyntactic disambiguation. Full article
(This article belongs to the Special Issue Morpho(phono)logy/Syntax Interface)
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28 pages, 817 KB  
Article
Compositional Incrementality Based on Polish Reveal-Type Verbs and Verbal Nouns
by Karolina Zuchewicz
Languages 2026, 11(3), 52; https://doi.org/10.3390/languages11030052 - 16 Mar 2026
Viewed by 410
Abstract
This article focuses on the realization of incrementality in Polish verbal and nominal constructions. The object of investigation is clause-embedding reveal-type concepts like ‘prove’, ‘reveal’, or ‘show’. In Slavic languages, incremental relations have traditionally been examined in direct relation to (im)perfectivity, with imperfective [...] Read more.
This article focuses on the realization of incrementality in Polish verbal and nominal constructions. The object of investigation is clause-embedding reveal-type concepts like ‘prove’, ‘reveal’, or ‘show’. In Slavic languages, incremental relations have traditionally been examined in direct relation to (im)perfectivity, with imperfective verbs enforcing partial affectedness of events and objects, and perfective verbs enforcing their total affectedness. In the present paper, I take a closer look at the incremental output within the reveal-type concept. I investigate whether an incremental event comes with a fixed incremental path that remains intact independently of any morphological or syntactic modifications. My research question is: Is an incremental feature specified in the lexicon as is the aspectual value ‘(im)perfective’, or does it rather arise compositionally? To answer this question, I analyze the impact of the dative argument and the nominalization on the incremental output of clause-embedding reveal-type predicates. I demonstrate that incremental meanings are affected by the properties of an entire construction. Based on that, I propose to distinguish between two types of incrementality: the non-modifiable (im)perfectivity-dependent partial and total integration requirement, and the compositional incrementality that arises as an interplay between lexical semantics, argument structure, and the morphological shape of the respective lexeme. Full article
24 pages, 898 KB  
Article
A Unified Morphosyntactic Analysis of Reduplication as Inclusion
by Ludovico Franco and Paolo Lorusso
Languages 2026, 11(3), 38; https://doi.org/10.3390/languages11030038 - 27 Feb 2026
Viewed by 1314
Abstract
This paper proposes a unified analysis of reduplication as the lexical spell-out of a relational part–whole/inclusion predicate (⊆) in morphosyntax. Adopting the framework of Manzini and colleagues, we argue that reduplicative morphology—across diverse languages and domains—encodes a subset relation, whereby an event, individual, [...] Read more.
This paper proposes a unified analysis of reduplication as the lexical spell-out of a relational part–whole/inclusion predicate (⊆) in morphosyntax. Adopting the framework of Manzini and colleagues, we argue that reduplicative morphology—across diverse languages and domains—encodes a subset relation, whereby an event, individual, or property is interpreted as included in a larger set or continuum of similar instances. We bring evidence from a range of typologically diverse languages (Tagalog, Bikol, Malay, Fulfulde, Italian, and sign languages) to show that reduplication correlates with non-maximality: plural number (members of a set), distributivity (individuals/events taken one by one), iterative aspect (sub-events in a larger event), and evaluative attenuation or intensification (a degree as part of a scale). The analysis is developed in a formal syntactic representation where reduplication is triggered by an elementary inclusion operator (⊆) at the X or XP level. We show that a single semantic primitive (⊆) can account for the varied meanings of reduplication in nominal, verbal, and adjectival domains. We discuss the implications of this unified approach, suggesting that reduplication is not a mere iconic or phonological process, but rather the surface reflex of a fundamental grammatical operation of inclusion. Full article
(This article belongs to the Special Issue Morpho(phono)logy/Syntax Interface)
23 pages, 1099 KB  
Article
The Interplay of Morphosyntax and Verbal and Nonverbal Short-Term Memory in Children and Adolescents with Down Syndrome
by Merve Nur Sarıyer Temelli and Selçuk Güven
Behav. Sci. 2026, 16(3), 315; https://doi.org/10.3390/bs16030315 - 25 Feb 2026
Viewed by 531
Abstract
Down syndrome (DS) is associated with persistent language impairments that extend beyond early childhood, yet evidence from agglutinative languages remains limited. While morphosyntactic weaknesses have been well-documented in Indo-European languages, less is known about how such difficulties are manifested in Turkish, a language [...] Read more.
Down syndrome (DS) is associated with persistent language impairments that extend beyond early childhood, yet evidence from agglutinative languages remains limited. While morphosyntactic weaknesses have been well-documented in Indo-European languages, less is known about how such difficulties are manifested in Turkish, a language in which grammatical relations are primarily marked through morphology. In addition, short-term memory (STM) limitations, particularly in verbal domains, are characteristic of DS and may contribute to language outcomes. This study examined the interaction between morphosyntax and STM in Turkish-speaking children and adolescents with DS. A cross-sectional observational design was employed, including 12 monolingual Turkish-speaking participants with DS (aged 6;7–15;11) and 10 TD peers matched on nonverbal mental age. Participants completed standardized assessments of syntax and morphology, spontaneous language sampling, and STM tasks assessing verbal and visual memory. Children with DS performed significantly below controls on syntactic comprehension and production as well as morphological measures, with larger effects observed for syntax. Noun morphology was less accurate than verb morphology, likely reflecting increased morphophonological complexity. Regression analyses indicated that auditory digit span predicted sentence comprehension, whereas nonword repetition predicted morphological production indexed by mean length of utterance in morphemes. Substantial inter-individual variability was observed within the DS group. These findings suggest that morphosyntactic outcomes in Turkish-speaking children with DS are closely linked to verbal STM capacities and vary considerably across individuals, underscoring the importance of integrated assessment and individualized intervention planning. Future research with larger samples is warranted to confirm and extend these preliminary findings. Findings should be interpreted cautiously due to the limited sample size and are presented as preliminary descriptive evidence. This study provides initial data on Turkish-speaking individuals with Down syndrome. Full article
(This article belongs to the Special Issue Understanding Dyslexia and Developmental Language Disorders)
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21 pages, 843 KB  
Article
Multifunctional Morpheme a in Czech: DM with the Superset
by Petr Biskup
Languages 2026, 11(3), 33; https://doi.org/10.3390/languages11030033 - 25 Feb 2026
Viewed by 541
Abstract
This article concerns the morpheme a in Czech. It occurs in nominals, conjunctions, and various verbal predicates. In contrast to the common practice of treating such a exponents as independent, accidentally homophonous elements, it is argued that some of these as can [...] Read more.
This article concerns the morpheme a in Czech. It occurs in nominals, conjunctions, and various verbal predicates. In contrast to the common practice of treating such a exponents as independent, accidentally homophonous elements, it is argued that some of these as can be treated as one item. What the syncretic as have in common is pluralizing semantics. Thus, the article proposes that verbal number (specifically, plurality) is related to nominal number and conjunctions. The article addresses the questions of how the multifunctionality of morphemes—such as the Czech a—can be analyzed and which tools of lexical–realizational approaches to morphology are most suitable for the analysis. In addition to the plural interpretation, a brings about changes in the argument structure of verbal predicates and fulfills several functions in the nominal and conjunction domains. The analysis is couched in the Distributed Morphology framework. However, contrary to expectations, the multifunctional a is not treated as an underspecified marker. It is analyzed as an overspecified marker that can realize (i.e., span) several syntactic heads: the pluralization head with the pluralization operator, the voice head, plus some other heads present in verbs and nominals. It is argued that the best option for deriving the multifunctional property of a is to assume the superset principle and pre-linearization spanning. Full article
(This article belongs to the Special Issue SinFonIJA 17 (Syntax, Phonology and Language Analysis))
13 pages, 844 KB  
Article
Association of Preoperative Linear MRI Measures with Domain-Specific Cognitive Change After Subthalamic Nucleus Deep Brain Stimulation in Parkinson’s Disease
by Stanisław Szlufik, Karolina Szałata, Patryk Romaniuk, Karolina Duszyńska-Wąs, Magdalena Karolak, Agnieszka Drzewińska, Tomasz Mandat, Mirosław Ząbek, Tomasz Pasterski, Mikołaj Raźniak and Dariusz Koziorowski
J. Clin. Med. 2025, 14(23), 8414; https://doi.org/10.3390/jcm14238414 - 27 Nov 2025
Viewed by 620
Abstract
Background/Objectives: Deep brain stimulation of the subthalamic nucleus (STN-DBS) is an effective treatment for motor symptoms in Parkinson’s disease (PD), but concerns remain regarding its impact on cognitive function. Identifying neuroanatomical predictors of postoperative cognitive decline could improve patient selection and outcomes. [...] Read more.
Background/Objectives: Deep brain stimulation of the subthalamic nucleus (STN-DBS) is an effective treatment for motor symptoms in Parkinson’s disease (PD), but concerns remain regarding its impact on cognitive function. Identifying neuroanatomical predictors of postoperative cognitive decline could improve patient selection and outcomes. This study aims to investigate the relationship between preoperative brain morphology and postoperative neuropsychological outcomes in PD patients undergoing bilateral STN-DBS. Methods: Thirty-eight PD patients underwent standardized neuropsychological testing and preoperative MRI before and 3–24 months after STN-DBS. Manual MRI morphometric measurements were obtained for 42 cortical, subcortical, and ventricular parameters. Changes in cognitive domains—including executive function, memory, language, visuospatial abilities, attention, and global cognition—were analyzed, and correlations between structural metrics and cognitive changes were assessed using Spearman’s coefficients. Results: Significant postoperative declines occurred selectively in language functions: verbal fluency (phonemic and semantic, d = −0.49 to −0.84) and confrontation naming (d = −0.47). Memory, executive functions, attention, and global cognition remained preserved. Enlarged lateral ventricles were consistently associated with poorer outcomes across multiple domains, while increased left precentral gyrus width correlated with executive and memory decline. Additionally, smaller midbrain and cingulate gyrus width were associated with greater executive impairment. Conclusions: STN-DBS in PD is associated with selective postoperative cognitive changes, most prominently in verbal fluency. Simple preoperative MRI morphometric measures, including ventricular size, limbic structure volumes, and specific cortical parameters, may serve as clinically feasible predictors of cognitive risk. Incorporating such measures into preoperative assessments could enhance patient selection, counseling, and individualized surgical planning. Full article
(This article belongs to the Special Issue Innovative Approaches to the Challenges of Neurodegenerative Disease)
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13 pages, 884 KB  
Article
Gross Motor Proficiency and Reading Abilities Among Chinese Primary School Students
by Tongtong Shao, Feng Lu, Dingzhou Liu, Hongfan Chen and Haomin Zhang
Behav. Sci. 2025, 15(12), 1613; https://doi.org/10.3390/bs15121613 - 23 Nov 2025
Cited by 1 | Viewed by 1224
Abstract
The relation between motor skills and reading performance among young children has been explored in existing studies, but few of them focused on gross motor skills, and these demonstrated inconsistent findings. The current study aimed to examine the relationship between gross motor proficiency [...] Read more.
The relation between motor skills and reading performance among young children has been explored in existing studies, but few of them focused on gross motor skills, and these demonstrated inconsistent findings. The current study aimed to examine the relationship between gross motor proficiency and reading abilities among Chinese primary school students (N = 107, mean age = 8.70 years). Participants completed measures of a non-verbal intelligence test, a gross motor proficiency test, and reading ability tests that assess their Chinese phonological awareness, Chinese morphological awareness, vocabulary knowledge, and reading comprehension. The results of correlational and regression analyses revealed a weak association between gross motor level and each component of reading achievement. Meanwhile, the correlation between gross motor proficiency and morphological awareness, as well as between gross motor proficiency and reading comprehension, did not reach statistical significance. In conclusion, the present study justified the negligible predictive power of gross motor proficiency on reading abilities among Chinese young students. Full article
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20 pages, 446 KB  
Article
Bantu Verbal Extensions Between Morphology and Syntax
by Gloria Cocchi
Languages 2025, 10(11), 284; https://doi.org/10.3390/languages10110284 - 13 Nov 2025
Cited by 1 | Viewed by 2267
Abstract
Bantu languages represent a typical example of how morphology and syntax are deeply intertwined. Indeed, these agglutinative languages employ affixes, hence morphemes, to express relations that in other languages—like Italian or English—are conveyed by independent words, in syntax. In particular, in this work, [...] Read more.
Bantu languages represent a typical example of how morphology and syntax are deeply intertwined. Indeed, these agglutinative languages employ affixes, hence morphemes, to express relations that in other languages—like Italian or English—are conveyed by independent words, in syntax. In particular, in this work, I am going to discuss Bantu causative and applicative constructions, which are formed by means of verbal extensions, i.e., affixes that adjoin to verb stems in order to derive complex syntactic structures. Through the comparison with other languages, in particular Italian and English, we will argue that a biclausal analysis of Bantu causatives is tenable and, even more, this analysis can be extended to applicative and ditransitive verbs, taking into consideration the different behaviour of symmetrical and asymmetrical Bantu languages. Finally, we will discuss the peculiar situation of Italian, which behaves like symmetrical Bantu languages as concerns object pronominalization in the complex constructions under analysis; we will conclude that the co-occurrence of clitic pronouns is linked to their different morphological forms, which suggests that they occupy different positions in the clitic/affix string, underlying once more how morphology and syntax feed each other. Full article
(This article belongs to the Special Issue Morpho(phono)logy/Syntax Interface)
28 pages, 1964 KB  
Article
Aspectual Architecture of the Slavic Verb and Its Nominal Analogies
by Petr Biskup
Languages 2025, 10(11), 274; https://doi.org/10.3390/languages10110274 - 29 Oct 2025
Viewed by 1238
Abstract
It has been argued that there are analogies between the nominal domain and the verbal domain in natural languages. Most approaches dealing with these analogies in Slavic languages investigate them from the semantic and aspectual points of view. In contrast to them, this [...] Read more.
It has been argued that there are analogies between the nominal domain and the verbal domain in natural languages. Most approaches dealing with these analogies in Slavic languages investigate them from the semantic and aspectual points of view. In contrast to them, this article focuses on morphosyntactic parallels. It investigates all five aspectual markers of verbal predicates: prefixes, the secondary imperfective, the semelfactive morpheme, the iterative -a and the habitual suffix. The analysis follows the Distributed Morphology framework. This article addresses the question of which morphosyntactic correspondences these aspectual markers have in the nominal domain. It is argued that the iterative secondary imperfective is a parallel of the nominal number projection and that the habitual morpheme in North Slavic languages is the counterpart of the nominal determiner. Verbal prefixes are analogous to nominal classifiers, and in addition, lexical prefixes parallel the nominal complement, and superlexical prefixes correspond to adjectival modifiers of the nominal domain. The internal iterative -a, as a spell-out of the verbal categorizing head, is analogous to the categorizing head of nouns. Thus, it is argued that Slavic also has event-internal and event-external pluractional markers. The semelfactive morpheme parallels the singulative (diminutive) marker of the nominal domain, and we argue that these markers adjoin to the root before the categorizing head. This argues against the standard claim that semelfactives are derived from iteratives (multiplicatives). Full article
21 pages, 1236 KB  
Article
Aging, Cognitive Efficiency, and Lifelong Learning: Impacts on Simple and Complex Sentence Production During Storytelling
by Silvia D’Ortenzio, Francesco Petriglia, Giulia Gasparotto, Sara Andreetta, Marika Gobbo and Andrea Marini
Brain Sci. 2025, 15(10), 1120; https://doi.org/10.3390/brainsci15101120 - 18 Oct 2025
Cited by 4 | Viewed by 1659
Abstract
Objectives: This study investigated the effects of healthy aging on sentence production in narrative discourse and examined the role of cognitive abilities and Lifelong Learning (LLL) in mitigating age-related decline. Methods: Three hundred and seven Italian-speaking adults (26–89 years) completed a narrative task [...] Read more.
Objectives: This study investigated the effects of healthy aging on sentence production in narrative discourse and examined the role of cognitive abilities and Lifelong Learning (LLL) in mitigating age-related decline. Methods: Three hundred and seven Italian-speaking adults (26–89 years) completed a narrative task elicited from five picture stimuli, alongside assessments of verbal working memory, sustained attention, and inhibitory control. Morphological and morphosyntactic measures (morphological errors and omissions of content and function words) and syntactic variables (complete sentences, subordinate clauses, and passive sentences) were analyzed. Results: Aging was associated with increased morphological and morphosyntactic errors and reduced syntactic complexity. These effects were non-linear for the % of morphological errors, the % of omission of content words, and the % of complete sentences and were more pronounced after age 70. LLL was negatively associated with morphological and morphosyntactic errors and positively associated with sentence production. Verbal working memory and sustained attention explained additional variance only for omissions of function words, whereas the passive component of verbal working memory only explained additional variance for complete sentence production. Conclusions: These findings suggest that aging affects both simple and complex sentence production, with declines related to morphological errors and omissions. LLL appears to buffer against some grammatical declines, suggesting a role for educational engagement in maintaining syntactic abilities. Clinically, assessing complex sentence production and considering LLL may improve diagnosis and intervention for language disorders in older adults. Full article
(This article belongs to the Special Issue New Perspectives on Language Processing in Aging)
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36 pages, 614 KB  
Article
Iterative/Semelfactive = Collective/Singulative? Parallels in Slavic
by Marcin Wągiel
Languages 2025, 10(9), 203; https://doi.org/10.3390/languages10090203 - 22 Aug 2025
Viewed by 1688
Abstract
In this paper, I will discuss a topic concerning part–whole structures in the nominal and verbal domain. Specifically, I will address the question of whether there is a universal mechanism for the individuation of entities and events by exploring parallels between singulatives and [...] Read more.
In this paper, I will discuss a topic concerning part–whole structures in the nominal and verbal domain. Specifically, I will address the question of whether there is a universal mechanism for the individuation of entities and events by exploring parallels between singulatives and semelfactives in Slavic. Singulatives are derived unit nouns, whereas semelfactives are punctual verbs that describe a brief event which culminates by returning to the initial state. Cross-linguistically, singulative morphology often alternates with collective marking, whereas semelfactives alternate with iteratives. Collectives and iteratives describe homogenous groupings of entities and events, respectively. From a conceptual perspective, both singulatives and semelfactives individuate to the effect of singular bounded unit reference and in the literature, the parallel between the mass count/distinction and aspect has often been drawn. In Slavic, singulative and semelfactive morphologies share a component; specifically, both markers involve a nasal -n and a vocalic component, e.g., compare Russian gorox ‘peas (as a mass)’ ∼goroš-in-a ‘a pea’ and prygať ‘to jump (repeatedly)’ ∼ pryg-nu ‘to jump once’. I will argue that the singulative -in and semelfactive -nu are complex and both involve the very same -n, which denotes a declustering atomizer modeled in mereotopological terms. Full article
23 pages, 28831 KB  
Article
Micro-Expression-Based Facial Analysis for Automated Pain Recognition in Dairy Cattle: An Early-Stage Evaluation
by Shuqiang Zhang, Kashfia Sailunaz and Suresh Neethirajan
AI 2025, 6(9), 199; https://doi.org/10.3390/ai6090199 - 22 Aug 2025
Cited by 3 | Viewed by 3108
Abstract
Timely, objective pain recognition in dairy cattle is essential for welfare assurance, productivity, and ethical husbandry yet remains elusive because evolutionary pressure renders bovine distress signals brief and inconspicuous. Without verbal self-reporting, cows suppress overt cues, so automated vision is indispensable for on-farm [...] Read more.
Timely, objective pain recognition in dairy cattle is essential for welfare assurance, productivity, and ethical husbandry yet remains elusive because evolutionary pressure renders bovine distress signals brief and inconspicuous. Without verbal self-reporting, cows suppress overt cues, so automated vision is indispensable for on-farm triage. Although earlier systems tracked whole-body posture or static grimace scales, frame-level detection of facial micro-expressions has not been explored fully in livestock. We translate micro-expression analytics from automotive driver monitoring to the barn, linking modern computer vision with veterinary ethology. Our two-stage pipeline first detects faces and 30 landmarks using a custom You Only Look Once (YOLO) version 8-Pose network, achieving a 96.9% mean average precision (mAP) at an Intersection over the Union (IoU) threshold of 0.50 for detection and 83.8% Object Keypoint Similarity (OKS) for keypoint placement. Cropped eye, ear, and muzzle patches are encoded using a pretrained MobileNetV2, generating 3840-dimensional descriptors that capture millisecond muscle twitches. Sequences of five consecutive frames are fed into a 128-unit Long Short-Term Memory (LSTM) classifier that outputs pain probabilities. On a held-out validation set of 1700 frames, the system records 99.65% accuracy and an F1-score of 0.997, with only three false positives and three false negatives. Tested on 14 unseen barn videos, it attains 64.3% clip-level accuracy (i.e., overall accuracy for the whole video clip) and 83% precision for the pain class, using a hybrid aggregation rule that combines a 30% mean probability threshold with micro-burst counting to temper false alarms. As an early exploration from our proof-of-concept study on a subset of our custom dairy farm datasets, these results show that micro-expression mining can deliver scalable, non-invasive pain surveillance across variations in illumination, camera angle, background, and individual morphology. Future work will explore attention-based temporal pooling, curriculum learning for variable window lengths, domain-adaptive fine-tuning, and multimodal fusion with accelerometry on the complete datasets to elevate the performance toward clinical deployment. Full article
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35 pages, 494 KB  
Article
A Study of Grammatical Gradience in Relation to the Distributional Properties of Verbal Nouns in Scottish Gaelic
by Avelino Corral Esteban
Languages 2025, 10(8), 199; https://doi.org/10.3390/languages10080199 - 20 Aug 2025
Viewed by 1846
Abstract
Verbal nouns in Insular Celtic languages have long been a subject of interest because they are capable of exhibiting both nominal and verbal properties, posing a persistent challenge when it comes to determining their precise categorization. This study therefore seeks to examine the [...] Read more.
Verbal nouns in Insular Celtic languages have long been a subject of interest because they are capable of exhibiting both nominal and verbal properties, posing a persistent challenge when it comes to determining their precise categorization. This study therefore seeks to examine the intersective gradience of verbal nouns in Scottish Gaelic from a functional-typological and multidimensional perspective, providing an insight into the interaction between their morphosyntactic, semantic, and pragmatic properties and their lexical categorization, and, consequently, encouraging a broader discussion on linguistic gradience. This hybrid category plays a central role in the clause structure of Scottish Gaelic, as it appears in a wide range of distinct grammatical constructions. Drawing on a range of diagnostic tests revealing the morphosyntactic and semantic properties of verbal nouns across various contexts (e.g., etymology, morphological structure, inflection, case marking, TAM features, syntactic function, types of modification, form and position of objects, distributional patterns, cleft constructions, argument structure, subcategorization, etc.), this line of research identifies two key environments, depending on whether the construction features a verbal noun functioning either as a verb or a noun. This distinction aims to illustrate the way in which these contexts condition the gradience of verbal nouns. By doing so, it provides strong evidence for their function along a continuum ranging from fully verbal to fully nominal depending on their syntactic context and semantic and pragmatic interpretation. In conclusion, the findings of this study suggest that the use of verbal nouns blurs the line between two lexical categories, often displaying mixed properties that challenge a rigid categorization. Full article
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