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Larranaga D, Sereno A. Bigger is really better: Resolution of conflicting behavioural evidence for semantic size bias in a lexical decision task. Q J Exp Psychol (Hove) 2024; 77:1009-1022. [PMID: 37515476 DOI: 10.1177/17470218231186582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/31/2023]
Abstract
Previous literature has indicated conflicting results regarding a response time bias favouring words indicating large real-world objects (RWO) over words indicating small RWO during a lexical decision task. This study aimed to replicate an original experiment and, expanding on it, disentangle possible alternatives for why this effect is sometimes observed and sometimes not. The same methods as the original study were followed, and the results were inconsistent with all previously published findings. Although no significant difference was observed for response time, the findings indicated a significant difference in accuracy and inverse efficiency scores such that "large" words were recognised significantly more accurately than "small" words. After examining several linguistic dimensions that may also contribute to response time, statistical models accounting for these dimensions yielded a significant and increased effect size for the response time size rating of words in our sample from the United States. Our findings indicate that there is a cognitive bias favouring words representing large RWO over small ones but suggest several additional linguistic factors need to be controlled for it to be detected consistently in response time.
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2
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Jeppsen C, Baxelbaum K, Tomblin B, Klein K, McMurray B. The development of lexical processing: Real-time phonological competition and semantic activation in school age children. Q J Exp Psychol (Hove) 2024:17470218241244799. [PMID: 38508999 DOI: 10.1177/17470218241244799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2024]
Abstract
Prior research suggests that the development of speech perception and word recognition stabilises in early childhood. However, recent work suggests that development of these processes continues throughout adolescence. This study aimed to investigate whether these developmental changes are based solely within the lexical system or are due to domain general changes, and to extend this investigation to lexical-semantic processing. We used two Visual World Paradigm tasks: one to examine phonological and semantic processing, one to capture non-linguistic domain-general skills. We tested 43 seven- to nine-year-olds, 42 ten- to thirteen-year-olds, and 30 sixteen- to seventeen-year-olds. Older children were quicker to fixate the target word and exhibited earlier onset and offset of fixations to both semantic and phonological competitors. Visual/cognitive skills explained significant, but not all, variance in the development of these effects. Developmental changes in semantic activation were largely attributable to changes in upstream phonological processing. These results suggest that the concurrent development of linguistic processes and broader visual/cognitive skills lead to developmental changes in real-time phonological competition, while semantic activation is more stable across these ages.
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Affiliation(s)
- Charlotte Jeppsen
- Department of Psychological and Brain Sciences, The University of Iowa, Iowa City, IA, USA
| | - Keith Baxelbaum
- Department of Psychological and Brain Sciences, The University of Iowa, Iowa City, IA, USA
| | - Bruce Tomblin
- Department of Communication Sciences and Disorders, The University of Iowa, Iowa City, IA, USA
| | - Kelsey Klein
- Department of Audiology and Speech Pathology, The University of Tennessee Health Science Center, Memphis, TN, USA
| | - Bob McMurray
- Department of Psychological and Brain Sciences, The University of Iowa, Iowa City, IA, USA
- Department of Communication Sciences and Disorders, The University of Iowa, Iowa City, IA, USA
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3
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Sorensen E, Oleson J, Kutlu E, McMurray B. A Bayesian hierarchical model for the analysis of visual analogue scaling tasks. Stat Methods Med Res 2024:9622802241242319. [PMID: 38573790 DOI: 10.1177/09622802241242319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/06/2024]
Abstract
In psychophysics and psychometrics, an integral method to the discipline involves charting how a person's response pattern changes according to a continuum of stimuli. For instance, in hearing science, Visual Analog Scaling tasks are experiments in which listeners hear sounds across a speech continuum and give a numeric rating between 0 and 100 conveying whether the sound they heard was more like word "a" or more like word "b" (i.e. each participant is giving a continuous categorization response). By taking all the continuous categorization responses across the speech continuum, a parametric curve model can be fit to the data and used to analyze any individual's response pattern by speech continuum. Standard statistical modeling techniques are not able to accommodate all of the specific requirements needed to analyze these data. Thus, Bayesian hierarchical modeling techniques are employed to accommodate group-level non-linear curves, individual-specific non-linear curves, continuum-level random effects, and a subject-specific variance that is predicted by other model parameters. In this paper, a Bayesian hierarchical model is constructed to model the data from a Visual Analog Scaling task study of mono-lingual and bi-lingual participants. Any nonlinear curve function could be used and we demonstrate the technique using the 4-parameter logistic function. Overall, the model was found to fit particularly well to the data from the study and results suggested that the magnitude of the slope was what most defined the differences in response patterns between continua.
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Affiliation(s)
- Eldon Sorensen
- Department of Biostatistics, University of Iowa, Iowa City, IA, USA
| | - Jacob Oleson
- Department of Biostatistics, University of Iowa, Iowa City, IA, USA
| | - Ethan Kutlu
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA, USA
- Department of Linguistics, University of Iowa, Iowa City, IA, USA
| | - Bob McMurray
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA, USA
- Department of Linguistics, University of Iowa, Iowa City, IA, USA
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4
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Wang D, Sadrzadeh M. Causality and signalling of garden-path sentences. Philos Trans A Math Phys Eng Sci 2024; 382:20230013. [PMID: 38281713 PMCID: PMC10822712 DOI: 10.1098/rsta.2023.0013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 09/01/2023] [Indexed: 01/30/2024]
Abstract
Sheaves are mathematical objects that describe the globally compatible data associated with open sets of a topological space. Original examples of sheaves were continuous functions; later they also became powerful tools in algebraic geometry, as well as logic and set theory. More recently, sheaves have been applied to the theory of contextuality in quantum mechanics. Whenever the local data are not necessarily compatible, sheaves are replaced by the simpler setting of presheaves. In previous work, we used presheaves to model lexically ambiguous phrases in natural language and identified the order of their disambiguation. In the work presented here, we model syntactic ambiguities and study a phenomenon in human parsing called garden-pathing. It has been shown that the information-theoretic quantity known as 'surprisal' correlates with human reading times in natural language but fails to do so in garden-path sentences. We compute the degree of signalling in our presheaves using probabilities from the large language model BERT and evaluate predictions on two psycholinguistic datasets. Our degree of signalling outperforms surprisal in two ways: (i) it distinguishes between hard and easy garden-path sentences (with a [Formula: see text]-value [Formula: see text]), whereas existing work could not, (ii) its garden-path effect is larger in one of the datasets (32 ms versus 8.75 ms per word), leading to better prediction accuracies. This article is part of the theme issue 'Quantum contextuality, causality and freedom of choice'.
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Affiliation(s)
- Daphne Wang
- Department of Computer Science, University College London, London, UK
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5
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Shain C. Word Frequency and Predictability Dissociate in Naturalistic Reading. Open Mind (Camb) 2024; 8:177-201. [PMID: 38476662 PMCID: PMC10932590 DOI: 10.1162/opmi_a_00119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Accepted: 01/10/2024] [Indexed: 03/14/2024] Open
Abstract
Many studies of human language processing have shown that readers slow down at less frequent or less predictable words, but there is debate about whether frequency and predictability effects reflect separable cognitive phenomena: are cognitive operations that retrieve words from the mental lexicon based on sensory cues distinct from those that predict upcoming words based on context? Previous evidence for a frequency-predictability dissociation is mostly based on small samples (both for estimating predictability and frequency and for testing their effects on human behavior), artificial materials (e.g., isolated constructed sentences), and implausible modeling assumptions (discrete-time dynamics, linearity, additivity, constant variance, and invariance over time), which raises the question: do frequency and predictability dissociate in ordinary language comprehension, such as story reading? This study leverages recent progress in open data and computational modeling to address this question at scale. A large collection of naturalistic reading data (six datasets, >2.2 M datapoints) is analyzed using nonlinear continuous-time regression, and frequency and predictability are estimated using statistical language models trained on more data than is currently typical in psycholinguistics. Despite the use of naturalistic data, strong predictability estimates, and flexible regression models, results converge with earlier experimental studies in supporting dissociable and additive frequency and predictability effects.
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Affiliation(s)
- Cory Shain
- Department of Brain & Cognitive Sciences and McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA
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Duñabeitia JA, Ferré P, Fraga I, Santesteban M. Editorial: Community series: Spanish Psycholinguistics. Front Psychol 2024; 15:1375105. [PMID: 38440237 PMCID: PMC10910064 DOI: 10.3389/fpsyg.2024.1375105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 02/06/2024] [Indexed: 03/06/2024] Open
Affiliation(s)
- Jon Andoni Duñabeitia
- Centro de Investigación Nebrija en Cognición, Facultad de Lenguas y Educación, Nebrija University, Madrid, Spain
| | - Pilar Ferré
- Departamento de Psicología, Rovira I Virgili University, Tarragona, Spain
| | - Isabel Fraga
- Cognitive Processes and Behavior Research Group, Department of Social Psychology, Basic Psychology, and Methodology, University of Santiago de Compostela, Santiago de Compostela, Spain
| | - Mikel Santesteban
- Department of Linguistics and Basque Studies, University of the Basque Country (UPV/EHU), Vitoria-Gasteiz, Spain
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Li Y, Breithaupt F, Hills T, Lin Z, Chen Y, Siew CSW, Hertwig R. How cognitive selection affects language change. Proc Natl Acad Sci U S A 2024; 121:e2220898120. [PMID: 38150495 PMCID: PMC10769849 DOI: 10.1073/pnas.2220898120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 10/12/2023] [Indexed: 12/29/2023] Open
Abstract
Like biological species, words in language must compete to survive. Previously, it has been shown that language changes in response to cognitive constraints and over time becomes more learnable. Here, we use two complementary research paradigms to demonstrate how the survival of existing word forms can be predicted by psycholinguistic properties that impact language production. In the first study, we analyzed the survival of words in the context of interpersonal communication. We analyzed data from a large-scale serial-reproduction experiment in which stories were passed down along a transmission chain over multiple participants. The results show that words that are acquired earlier in life, more concrete, more arousing, and more emotional are more likely to survive retellings. We reason that the same trend might scale up to language evolution over multiple generations of natural language users. If that is the case, the same set of psycholinguistic properties should also account for the change of word frequency in natural language corpora over historical time. That is what we found in two large historical-language corpora (Study 2): Early acquisition, concreteness, and high arousal all predict increasing word frequency over the past 200 y. However, the two studies diverge with respect to the impact of word valence and word length, which we take up in the discussion. By bridging micro-level behavioral preferences and macro-level language patterns, our investigation sheds light on the cognitive mechanisms underlying word competition.
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Affiliation(s)
- Ying Li
- Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing100101, China
- Center for Adaptive Rationality, Max Planck Institute for Human Development, Berlin14195, Germany
| | - Fritz Breithaupt
- Department of Germanic Studies, Indiana University, Bloomington, IN001809
- Program of Cognitive Science, Indiana University, Bloomington, IN001809
| | - Thomas Hills
- Department of Psychology, University of Warwick, CoventryCV4 7AL, United Kingdom
| | - Ziyong Lin
- Center for Life Span Psychology, Max Planck Institute for Human Development, Berlin14195, Germany
| | - Yanyan Chen
- Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing100049, China
| | - Cynthia S. W. Siew
- Department of Psychology, National University of Singapore, Singapore119077, Singapore
| | - Ralph Hertwig
- Center for Adaptive Rationality, Max Planck Institute for Human Development, Berlin14195, Germany
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Kann T, Berman S, Cohen MS, Goldknopf E, Gülser M, Erlikhman G, Trinh K, Yokoyama OT, Zaidel E. Linguistic Empathy: Behavioral measures, neurophysiological correlates, and correlation with Psychological Empathy. Neuropsychologia 2023; 191:108650. [PMID: 37517462 DOI: 10.1016/j.neuropsychologia.2023.108650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 05/08/2023] [Accepted: 07/14/2023] [Indexed: 08/01/2023]
Abstract
Relations among behavioral, psychological, and electrophysiological correlates of Linguistic Empathy were examined in two experiments using lateralized stimuli. Linguistic Empathy is defined as a linguistic manifestation of the point of view the speaker assumes toward the content of the utterance, and of the speaker's attitude toward/identification with the referents therein. Linguistic choices made by the speaker among multiple logically and referentially synonymous lexical and grammatical options reveal the speaker's perspectives. In experiment 1, acceptability ratings were measured for Context-Target sentence pairs that did or did not violate two Empathy Hierarchies (Person Empathy Hierarchy and Topic Empathy Hierarchy); the Empathy Quotient (EQ) test of Psychological Empathy was also administered. Ratings were lower for sentence pairs that violated both hierarchies than for those violating neither and were intermediate for sentences violating only one hierarchy. Linguistic Empathy (LE) was operationalized as the difference in ratings between sentences violating both vs. neither empathy hierarchy; this measure correlated positively with EQ. Experiment 2 replicated those results with new participants and measured reaction time and EEG during ratings. While there were no effects of hemisphere or visual field on the linguistic variables, the amplitude of a positive event-related potential deflection at 380 ms provided a partial electrophysiological correlate for LE. Its difference measure correlated with behavioral LE but not with EQ. Though preliminary, these experiments show that Linguistic Empathy may share information processing computations with Psychological Empathy and have an electrophysiological correlate.
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Affiliation(s)
- Trevor Kann
- Department of Applied Linguistics, UCLA: 3125 Campbell Hall, Los Angeles, CA, 90095, USA.
| | - Steven Berman
- The Semel Institute and Brain Research Institute, UCLA: 760 Westwood Plaza, Los Angeles, CA, 90024, USA; Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
| | - Michael S Cohen
- Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
| | - Emily Goldknopf
- Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
| | - Merve Gülser
- Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
| | - Gennady Erlikhman
- Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
| | - Kristi Trinh
- Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
| | - Olga T Yokoyama
- Department of Applied Linguistics, UCLA: 3125 Campbell Hall, Los Angeles, CA, 90095, USA.
| | - Eran Zaidel
- Department of Psychology, UCLA: 1285 Psychology Building, Box 951563, Los Angeles, CA, 90095, USA.
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Abstract
I apply a recently emerging perspective on the complexity of action selection, the rate-distortion theory of control, to provide a computational-level model of errors and difficulties in human language production, which is grounded in information theory and control theory. Language production is cast as the sequential selection of actions to achieve a communicative goal subject to a capacity constraint on cognitive control. In a series of calculations, simulations, corpus analyses, and comparisons to experimental data, I show that the model directly predicts some of the major known qualitative and quantitative phenomena in language production, including semantic interference and predictability effects in word choice; accessibility-based ("easy-first") production preferences in word order alternations; and the existence and distribution of disfluencies including filled pauses, corrections, and false starts. I connect the rate-distortion view to existing models of human language production, to probabilistic models of semantics and pragmatics, and to proposals for controlled language generation in the machine learning and reinforcement learning literature.
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Affiliation(s)
- Richard Futrell
- Department of Language Science, University of California, Irvine, CA92617
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10
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Aurnhammer C, Delogu F, Brouwer H, Crocker MW. The P600 as a continuous index of integration effort. Psychophysiology 2023; 60:e14302. [PMID: 37042061 DOI: 10.1111/psyp.14302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 03/01/2023] [Accepted: 03/04/2023] [Indexed: 04/13/2023]
Abstract
The integration of word meaning into an unfolding utterance representation is a core operation of incremental language comprehension. There is considerable debate, however, as to which component of the ERP signal-the N400 or the P600-directly reflects integrative processes, with far reaching consequences for the temporal organization and architecture of the comprehension system. Multi-stream models maintaining the N400 as integration crucially rely on the presence of a semantically attractive plausible alternative interpretation to account for the absence of an N400 effect in response to certain semantic anomalies, as reported in previous studies. The single-stream Retrieval-Integration account posits the P600 as an index of integration, further predicting that its amplitude varies continuously with integrative effort. Here, we directly test these competing hypotheses using a context manipulation design in which a semantically attractive alternative is either available or not, and target word plausibility is varied across three levels. An initial self-paced reading study revealed graded reading times for plausibility, suggesting differential integration effort. A subsequent ERP study showed no N400 differences across conditions, and that P600 amplitude is graded for plausibility. These findings are inconsistent with the interpretation of the N400 as an index of integration, as no N400 effect emerged even in the absence of a semantically attractive alternative. By contrast, the link between plausibility, reading times, and P600 amplitude supports the view that the P600 is a continuous index of integration effort. More generally, our results support a single-stream architecture and eschew the need for multi-stream accounts.
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Affiliation(s)
- Christoph Aurnhammer
- Department of Language Science and Technology, Saarland University, Saarbrücken, Germany
| | - Francesca Delogu
- Department of Language Science and Technology, Saarland University, Saarbrücken, Germany
| | - Harm Brouwer
- Department of Language Science and Technology, Saarland University, Saarbrücken, Germany
- Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, the Netherlands
| | - Matthew W Crocker
- Department of Language Science and Technology, Saarland University, Saarbrücken, Germany
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Butler LK. Morphological and conceptual influences on the real-time comprehension of optional plural marked sentences in Yucatec Maya. Front Psychol 2023; 14:1135474. [PMID: 37680244 PMCID: PMC10480837 DOI: 10.3389/fpsyg.2023.1135474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 08/01/2023] [Indexed: 09/09/2023] Open
Abstract
Introduction Psycholinguistic research often focuses on Indo-European and other commonly studied major languages, while typologically diverse languages remain understudied. In this paper, we examine the morphological and conceptual influences on the real-time comprehension of optional plural-marked sentences in Yucatec Maya, an indigenous language of Mexico with a less commonly studied optional plural marking system. Methods Fifty-one speakers of Yucatec Maya participated in a picture-sentence matching experiment carried out in the Yucatan Peninsula of Mexico. Pictures of one, two, or seven humans or animals depicting an intransitive action (conceptual number) were paired with auditorily presented sentences that had no plural marking, one plural, or two plurals (morphological number). Participants indicated by key press whether the picture and the sentence were an acceptable match, and decision time was recorded. Results In the analysis of decision (yes versus no) and accuracy, morphological and conceptual factors interacted. In the analysis of decision time, however, morphological plural marking, but not conceptual number, led to faster decisions. Discussion In light of previous work on the role of conceptual factors in the computation of number agreement, the interaction between conceptual and morphological factors suggests that a language with optional plural marking (or low "morphological richness") is associated with high conceptual influence on sentence comprehension. Importantly, the results of this study expand the empirical base of language types that have been investigated using psycholinguistic methods.
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Affiliation(s)
- Lindsay K. Butler
- Department of Speech, Language and Hearing Sciences, University of Connecticut, Storrs, CT, United States
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12
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Grevisse DG, Watorek M, Isel F. The Subjunctive as a Model of Grammatical Complexity: An Integrative Review of Issues Based on Combined Evidence from Mental Chronometry and Neurosciences. Brain Sci 2023; 13:974. [PMID: 37371452 DOI: 10.3390/brainsci13060974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 06/03/2023] [Accepted: 06/14/2023] [Indexed: 06/29/2023] Open
Abstract
The acquisition of a second language requires the construction or reconstruction of linguistic knowledge about the new language system. Learners of a second language have to acquire the linguistic structures of the second language by constructing or reassessing their own knowledge in the light of the new one. Some of these new linguistic structures may be more or less complex to process and/or difficult to acquire. In this review, we focus on an example of linguistic complexity in French, namely, the subjunctive. Through a discussion of some selected studies on the second language acquisition of the French subjunctive, our purpose is to argue that these findings, considered from a psycholinguistic perspective, could be fruitful for further research employing neuroscience techniques, such as electroencephalography or neuroimaging in order to better understand the neurocognitive processing of this complex structure both in French native speakers and in learners of French. Hence, we aim to contribute to exploring the question of linguistic transfer in the field of second language acquisition, the typological distance/relation between L1-L2, the syntactic acquisition of complex structures in adult second language learners, and the potential contributions of electroencephalography and functional magnetic resonance imaging to the processing of the subjunctive, selected as an example of linguistic complexity that has not yet received much attention.
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Affiliation(s)
- Daniel Grégoire Grevisse
- Centre National Recherches Scientifiques, Unité Mixte de Recherche 7023 Formal Structures of Language, University Paris 8, 93200 Saint-Denis, France
| | - Marzena Watorek
- Centre National Recherches Scientifiques, Unité Mixte de Recherche 7023 Formal Structures of Language, University Paris 8, 93200 Saint-Denis, France
| | - Frédéric Isel
- Centre National Recherches Scientifiques, Unité Mixte de Recherche 7114 Models, Dynamics, Corpora, University Paris Nanterre, 92000 Nanterre, France
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Martínez E, Mollica F, Gibson E. Even lawyers do not like legalese. Proc Natl Acad Sci U S A 2023; 120:e2302672120. [PMID: 37253008 PMCID: PMC10266064 DOI: 10.1073/pnas.2302672120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 04/08/2023] [Indexed: 06/01/2023] Open
Abstract
Across modern civilization, societal norms and rules are established and communicated largely in the form of written laws. Despite their prevalence and importance, legal documents have long been widely acknowledged to be difficult to understand for those who are required to comply with them (i.e., everyone). Why? Across two preregistered experiments, we evaluated five hypotheses for why lawyers write in a complex manner. Experiment 1 revealed that lawyers, like laypeople, were less able to recall and comprehend legal content drafted in a complex "legalese" register than content of equivalent meaning drafted in a simplified register. Experiment 2 revealed that lawyers rated simplified contracts as equally enforceable as legalese contracts, and rated simplified contracts as preferable to legalese contracts on several dimensions-including overall quality, appropriateness of style, and likelihood of being signed by a client. These results suggest that lawyers who write in a convoluted manner do so as a matter of convenience and tradition as opposed to an outright preference and that simplifying legal documents would be both tractable and beneficial for lawyers and nonlawyers alike.
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Affiliation(s)
- Eric Martínez
- Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA02139
| | - Francis Mollica
- School of Informatics, University of Edinburgh, EdinburghEH8 9AB, United Kingdom
| | - Edward Gibson
- Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA02139
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14
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Branco P, Berger S, Abdullah T, Vachon-Presseau E, Cecchi G, Apkarian AV. Predicting placebo analgesia in patients with chronic pain using natural language processing: a preliminary validation study. Pain 2023; 164:1078-1086. [PMID: 36524810 PMCID: PMC10106359 DOI: 10.1097/j.pain.0000000000002808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 10/05/2022] [Indexed: 12/23/2022]
Abstract
ABSTRACT Patients with chronic pain show large placebo effects in clinical trials, and inert pills can lead to clinically meaningful analgesia that can last from days to weeks. Whether the placebo response can be predicted reliably, and how to best predict it, is still unknown. We have shown previously that placebo responders can be identified through the language content of patients because they speak about their life, and their pain, after a placebo treatment. In this study, we examine whether these language properties are present before placebo treatment and are thus predictive of placebo response and whether a placebo prediction model can also dissociate between placebo and drug responders. We report the fine-tuning of a language model built based on a longitudinal treatment study where patients with chronic back pain received a placebo (study 1) and its validation on an independent study where patients received a placebo or drug (study 2). A model built on language features from an exit interview from study 1 was able to predict, a priori, the placebo response of patients in study 2 (area under the curve = 0.71). Furthermore, the model predicted as placebo responders exhibited an average of 30% pain relief from an inert pill, compared with 3% for those predicted as nonresponders. The model was not able to predict who responded to naproxen nor spontaneous recovery in a no-treatment arm, suggesting specificity of the prediction to placebo. Taken together, our initial findings suggest that placebo response is predictable using ecological and quick measures such as language use.
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Affiliation(s)
- Paulo Branco
- Department of Neuroscience, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
- Center for Translational Pain Research, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
| | - Sara Berger
- Responsible and Inclusive Technology (Exploratory Sciences Division), IBM Research, Yorktown Heights, NY, United States
- Computational Psychiatry and Digital Health (Impact Science Division), IBM Research, Yorktown Heights, NY, United States
| | - Taha Abdullah
- Department of Neuroscience, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
- Center for Translational Pain Research, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
| | - Etienne Vachon-Presseau
- Faculty of Dentistry and Department of Anesthesia, McGill University, Montréal, QC, Canada
- Alan Edwards Center for Research on Pain (AECRP), McGill University, Montréal, QC, Canada
| | - Guillermo Cecchi
- Computational Psychiatry and Digital Health (Impact Science Division), IBM Research, Yorktown Heights, NY, United States
| | - A Vania Apkarian
- Department of Neuroscience, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
- Center for Translational Pain Research, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
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15
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Kuhlen AK, Abdel Rahman R. Beyond speaking: neurocognitive perspectives on language production in social interaction. Philos Trans R Soc Lond B Biol Sci 2023; 378:20210483. [PMID: 36871592 PMCID: PMC9985974 DOI: 10.1098/rstb.2021.0483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 12/16/2022] [Indexed: 03/07/2023] Open
Abstract
The human faculty to speak has evolved, so has been argued, for communicating with others and for engaging in social interactions. Hence the human cognitive system should be equipped to address the demands that social interaction places on the language production system. These demands include the need to coordinate speaking with listening, the need to integrate own (verbal) actions with the interlocutor's actions, and the need to adapt language flexibly to the interlocutor and the social context. In order to meet these demands, core processes of language production are supported by cognitive processes that enable interpersonal coordination and social cognition. To fully understand the cognitive architecture and its neural implementation enabling humans to speak in social interaction, our understanding of how humans produce language needs to be connected to our understanding of how humans gain insights into other people's mental states and coordinate in social interaction. This article reviews theories and neurocognitive experiments that make this connection and can contribute to advancing our understanding of speaking in social interaction. This article is part of a discussion meeting issue 'Face2face: advancing the science of social interaction'.
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Affiliation(s)
- Anna K. Kuhlen
- Department of Psychology, Humboldt-Universität zu Berlin, 12489 Berlin, Germany
| | - Rasha Abdel Rahman
- Department of Psychology, Humboldt-Universität zu Berlin, 12489 Berlin, Germany
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16
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Tan EJ, Sommer IEC, Palaniyappan L. Language and Psychosis: Tightening the Association. Schizophr Bull 2023; 49:S83-S85. [PMID: 36946524 PMCID: PMC10031734 DOI: 10.1093/schbul/sbac211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Abstract
This special issue of DISCOURSE in Psychosis focuses on the role of language in psychosis, including the relationships between formal thought disorder and conceptual disorganization, with speech and language markers and the neural mechanisms underlying these features in psychosis. It also covers the application of computational techniques in the study of language in psychosis, as well as the potential for using speech and language data for digital phenotyping in psychiatry.
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Affiliation(s)
- Eric J Tan
- Memory, Ageing and Cognition Centre, National University Health System, Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Centre for Mental Health and Brain Sciences, Swinburne University of Technology, Melbourne, Australia
| | - Iris E C Sommer
- RijksUniversity Groningen (RUG), Department of Psychiatry, University Medical Center Groningen, Groningen, The Netherlands
| | - Lena Palaniyappan
- Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montreal, Canada
- Robarts Research Institute, University of Western Ontario, London, ON, Canada
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17
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Rivera CE, Kaunhoven RJ, Griffith GM. How an Interest in Mindfulness Influences Linguistic Markers in Online Microblogging Discourse. Mindfulness (N Y) 2023; 14:818-829. [PMID: 37090855 PMCID: PMC10020072 DOI: 10.1007/s12671-023-02098-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/24/2023] [Indexed: 03/19/2023]
Abstract
Objectives This study aimed to investigate the linguistic markers of an interest in mindfulness. Specifically, it examined whether individuals who follow mindfulness experts on Twitter use different language in their tweets compared to a random sample of Twitter users. This is a first step which may complement commonly used self-report measures of mindfulness with quantifiable behavioural metrics. Method A linguistic analysis examined the association between an interest in mindfulness and linguistic markers in 1.87 million Twitter entries across 19,732 users from two groups, (1) a mindfulness interest group (n = 10,347) comprising followers of five mindfulness experts and (2) a control group (n = 9385) of a random selection of Twitter users. Text analysis software (Linguistic Inquiry and Word Count) was used to analyse linguistic markers associated with the categories and subcategories of mindfulness, affective processes, social orientation, and “being” mode of mind. Results Analyses revealed an association between an interest in mindfulness and lexical choice. Specifically, tweets from the mindfulness interest group contained a significantly higher frequency of markers associated with mindfulness, positive emotion, happiness, and social orientation, and a significantly lower frequency of markers associated with negative emotion, past focus, present focus, future focus, family orientation, and friend orientation. Conclusions Results from this study suggest that an interest in mindfulness is associated with more frequent use of certain language markers on Twitter. The analysis opens possible pathways towards developing more naturalistic methods of understanding and assessing mindfulness which may complement self-reporting methods.
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Affiliation(s)
- Clara Eugenia Rivera
- Centre for Mindfulness Research and Practice, School of Human and Behavioural Sciences, Bangor University, Brigantia Building, Penrallt Road, Bangor, LL57 2AS UK
| | - Rebekah Jane Kaunhoven
- Centre for Mindfulness Research and Practice, School of Human and Behavioural Sciences, Bangor University, Brigantia Building, Penrallt Road, Bangor, LL57 2AS UK
| | - Gemma Maria Griffith
- Centre for Mindfulness Research and Practice, School of Human and Behavioural Sciences, Bangor University, Brigantia Building, Penrallt Road, Bangor, LL57 2AS UK
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18
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Mercadante EJ, Tracy JL, Götz FM. Greed communication predicts the approval and reach of US senators' tweets. Proc Natl Acad Sci U S A 2023; 120:e2218680120. [PMID: 36877836 DOI: 10.1073/pnas.2218680120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/08/2023] Open
Abstract
Social media are at the forefront of modern political campaigning. They allow politicians to communicate directly with constituents and constituents to endorse politicians' messages and share them with their networks. Analyzing every tweet of all US senators holding office from 2013 to 2021 (861,104 tweets from 140 senators), we identify a psycholinguistic factor, greed communication, that robustly predicts increased approval (favorites) and reach (retweets). These effects persist when tested against diverse established psycholinguistic predictors of political content dissemination on social media and various other psycholinguistic variables. We further find that greed communication in the tweets of Democratic senators is associated with greater approval and retweeting compared to greed communication in the tweets of Republican senators, especially when those tweets also mention political outgroups.
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Hubbard R, Bulkes N, Lai VT. Predictability and decomposability separately contribute to compositional processing of idiomatic language. Psychophysiology 2023:e14269. [PMID: 36762757 DOI: 10.1111/psyp.14269] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 12/13/2022] [Accepted: 01/23/2023] [Indexed: 02/11/2023]
Abstract
When reading, comprehenders construct a message-level representation and integrate new information as it becomes available. Such compositional processing may differ for idioms, where the meanings of the individual words do not always relate to the figurative meaning. Here, we examined how predictability and idiom decomposability contribute to compositional processing. Participants' EEG was recorded while they read sentences containing idioms that varied in decomposability and phrase-final word cloze probability, or their literal match (break the ice/slip on the ice) with little context prior to the phrase, along with adjective insertion conditions (break the freezing ice/slip on the freezing ice). Cloze probability modulated N400 amplitudes to critical words for both idiomatic and literal phrases, whereas P600 amplitudes only elicited by idiomatic phrases were also modulated. Phrases with adjective insertions reduced acceptability judgments, particularly for idioms, and led to N400 amplitude differences compared to critical words, but only for idioms. N400 differences were also found between idiomatic and literal contexts at the point of adjective insertion. Additionally, both cloze probability and decomposability modulated gamma band activity, with greater gamma activity for more predictable and less decomposable idioms, but at different times and with different scalp topographies, suggesting dissociable components of processing. These results support a hybrid model of processing in which multiple linguistic factors determine the type of processing engaged by the brain to comprehend non-literal language. When prior context is minimal, compositional processing may still be engaged when reading idioms.
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Affiliation(s)
- Ryan Hubbard
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Champaign, Illinois, USA
| | - Nyssa Bulkes
- Department of Psychology & Cognitive Science Program, University of Arizona, Tucson, Arizona, USA
| | - Vicky Tzuyin Lai
- Department of Psychology & Cognitive Science Program, University of Arizona, Tucson, Arizona, USA
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20
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Benetti S, Ferrari A, Pavani F. Multimodal processing in face-to-face interactions: A bridging link between psycholinguistics and sensory neuroscience. Front Hum Neurosci 2023; 17:1108354. [PMID: 36816496 PMCID: PMC9932987 DOI: 10.3389/fnhum.2023.1108354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 01/11/2023] [Indexed: 02/05/2023] Open
Abstract
In face-to-face communication, humans are faced with multiple layers of discontinuous multimodal signals, such as head, face, hand gestures, speech and non-speech sounds, which need to be interpreted as coherent and unified communicative actions. This implies a fundamental computational challenge: optimally binding only signals belonging to the same communicative action while segregating signals that are not connected by the communicative content. How do we achieve such an extraordinary feat, reliably, and efficiently? To address this question, we need to further move the study of human communication beyond speech-centred perspectives and promote a multimodal approach combined with interdisciplinary cooperation. Accordingly, we seek to reconcile two explanatory frameworks recently proposed in psycholinguistics and sensory neuroscience into a neurocognitive model of multimodal face-to-face communication. First, we introduce a psycholinguistic framework that characterises face-to-face communication at three parallel processing levels: multiplex signals, multimodal gestalts and multilevel predictions. Second, we consider the recent proposal of a lateral neural visual pathway specifically dedicated to the dynamic aspects of social perception and reconceive it from a multimodal perspective ("lateral processing pathway"). Third, we reconcile the two frameworks into a neurocognitive model that proposes how multiplex signals, multimodal gestalts, and multilevel predictions may be implemented along the lateral processing pathway. Finally, we advocate a multimodal and multidisciplinary research approach, combining state-of-the-art imaging techniques, computational modelling and artificial intelligence for future empirical testing of our model.
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Affiliation(s)
- Stefania Benetti
- Centre for Mind/Brain Sciences, University of Trento, Trento, Italy,Interuniversity Research Centre “Cognition, Language, and Deafness”, CIRCLeS, Catania, Italy,*Correspondence: Stefania Benetti,
| | - Ambra Ferrari
- Max Planck Institute for Psycholinguistics, Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Francesco Pavani
- Centre for Mind/Brain Sciences, University of Trento, Trento, Italy,Interuniversity Research Centre “Cognition, Language, and Deafness”, CIRCLeS, Catania, Italy
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21
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Abstract
Late second language (L2) learners show translation priming from the first language (L1) to the second language (L1-L2), while L2-L1 effects are inconsistent. Late L2 learners also acquire the L2 after the L1 and are typically less dominant in the L2. As such, the relative contribution of language dominance and order of acquisition is confounded in these results. Here, Cantonese heritage and native speakers are tested in an auditory translation priming paradigm. As heritage speakers first learn Cantonese (L1) but later become dominant in English (L2), this profile allows for the potential dissociation of dominance and order of acquisition in translation priming. If order of acquisition is the primary factor, stronger priming is expected in the L1-L2 (Cantonese-English) direction; however, if dominance plays a stronger role, priming is expected in the L2-L1 (English-Cantonese) direction. Native speakers showed stronger L1-L2 priming, consistent with previous findings, while heritage speakers showed priming in both directions, and marginally larger L2-L1 priming. Treating language dominance as a continuous variable revealed that L1-L2 priming correlated with increased Cantonese dominance, while L2-L1 priming marginally correlated with increased English dominance. Collectively, these results suggest that both language dominance and order of acquisition help explain translation priming findings and bilingual lexical processing, generally. Overall, they invite a rethinking of the role of both variables in bilingual lexical access for speakers with different language dominance profiles.
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Affiliation(s)
- Rachel Soo
- Department of Linguistics, University of British Columbia, Vancouver, British Columbia, Canada,Rachel Soo, Department of Linguistics, University of British Columbia, Totem Field Studios, 2613 West Mall, Vancouver, British Columbia V6T 1Z4, Canada.
| | - Philip J Monahan
- Department of Language Studies, University of Toronto Scarborough, Toronto, Ontario, Canada,Department of Linguistics, University of Toronto, Toronto, Ontario, Canada,Department of Psychology, University of Toronto Scarborough, Toronto, Ontario, Canada
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22
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Krasnov VN, Kryukov VV, Trushchelev SA. [Psychosocial pathomorphosis of depressions]. Zh Nevrol Psikhiatr Im S S Korsakova 2023; 123:30-37. [PMID: 38127698 DOI: 10.17116/jnevro202312311230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
Abstract
OBJECTIVE The aim is to determine the changes in phenomenology of depressions (mostly of melancholic type with pronounced affect of sadness, chronobiological shift, neurovegetative changes and typical affect-congruent depressive ideas) over the past decades. MATERIAL AND METHODS We've compared the archival data of one of the authors (V.N.K.) obtained in the study of depression within 1980-1086 years (1st group, 103 patients, 47 with recurrent depression and 56 with bipolar depression) and the data of the study of depression during 2015-2021 years with registration of symptoms with the same psychopathological scale at the same clinic for affective disorders (2nd group, 109 patients, 52 with recurrent depression and 57 with bipolar depression). The groups are age-comparable (21-59 y.o.). The Hamilton Depression Rating Scale (HDRS-17) has been used to assess the severity of depression (score of 21-32 in both groups). Statistics included frequency analysis with use of χ2 criterion. RESULTS Biologically mediated symptoms (shortened sleep with early awakening, typical diurnal variations with vitalization of depressive affect and loss of energy mostly first half of day, decreased appetite, libido and motivation for any activity) were not statistically different in the study groups. Whereas symptoms associated with emotional reactivity and congruent depressive ideations like worthlessness, guilt, suicidal thoughts, as well as anaesthesia psychica dolorosa - were statistically rare in 2nd group, except anhedonia. The same time the facts which have been obvious amongst patients of 2nd group were the difficulties to verbalize their feelings, shortage of vocabular for reflections about their suffering, especially amongst young patients. CONCLUSION The results of the study can indicate some changes in the phenomenology of depression over the past decades. Basically, the same underlying disorders can produce different clinical presentation, particularly concerning an awareness and verbalization of moral feelings and other emotions. One of the possible psycholinguistic assumption may be limited vocabulary for feelings because of spreading social networks with very poor and formal language instead of live direct communication.
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Affiliation(s)
- V N Krasnov
- Serbsky National Medical Research Centre of Psychiatry and Narcology - Moscow Research Institute of Psychiatry, Moscow, Russia
- Pirogov Russian National Research Medical University, Moscow, Russia
| | - V V Kryukov
- Serbsky National Medical Research Centre of Psychiatry and Narcology - Moscow Research Institute of Psychiatry, Moscow, Russia
| | - S A Trushchelev
- Alekseev Psychiatric Clinical Hospital No. 1, Moscow, Russia
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23
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Shin U, Yi E, Song S. Investigating a neural language model's replicability of psycholinguistic experiments: A case study of NPI licensing. Front Psychol 2023; 14:937656. [PMID: 36910779 PMCID: PMC9995786 DOI: 10.3389/fpsyg.2023.937656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 01/27/2023] [Indexed: 02/25/2023] Open
Abstract
The recent success of deep learning neural language models such as Bidirectional Encoder Representations from Transformers (BERT) has brought innovations to computational language research. The present study explores the possibility of using a language model in investigating human language processes, based on the case study of negative polarity items (NPIs). We first conducted an experiment with BERT to examine whether the model successfully captures the hierarchical structural relationship between an NPI and its licensor and whether it may lead to an error analogous to the grammatical illusion shown in the psycholinguistic experiment (Experiment 1). We also investigated whether the language model can capture the fine-grained semantic properties of NPI licensors and discriminate their subtle differences on the scale of licensing strengths (Experiment 2). The results of the two experiments suggest that overall, the neural language model is highly sensitive to both syntactic and semantic constraints in NPI processing. The model's processing patterns and sensitivities are shown to be very close to humans, suggesting their role as a research tool or object in the study of language.
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Affiliation(s)
- Unsub Shin
- Department of Linguistics, Korea University, Seoul, Republic of Korea
| | - Eunkyung Yi
- Department of English Education, Ewha Womans University, Seoul, Republic of Korea
| | - Sanghoun Song
- Department of Linguistics, Korea University, Seoul, Republic of Korea
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24
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Stella M, Swanson TJ, Li Y, Hills TT, Teixeira AS. Cognitive networks detect structural patterns and emotional complexity in suicide notes. Front Psychol 2022; 13:917630. [PMID: 36570999 PMCID: PMC9773561 DOI: 10.3389/fpsyg.2022.917630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 11/17/2022] [Indexed: 12/13/2022] Open
Abstract
Communicating one's mindset means transmitting complex relationships between concepts and emotions. Using network science and word co-occurrences, we reconstruct conceptual associations as communicated in 139 genuine suicide notes, i.e., notes left by individuals who took their lives. We find that, despite their negative context, suicide notes are surprisingly positively valenced. Through emotional profiling, their ending statements are found to be markedly more emotional than their main body: The ending sentences in suicide notes elicit deeper fear/sadness but also stronger joy/trust and anticipation than the main body. Furthermore, by using data from the Emotional Recall Task, we model emotional transitions within these notes as co-occurrence networks and compare their structure against emotional recalls from mentally healthy individuals. Supported by psychological literature, we introduce emotional complexity as an affective analog of structural balance theory, measuring how elementary cycles (closed triads) of emotion co-occurrences mix positive, negative and neutral states in narratives and recollections. At the group level, authors of suicide narratives display a higher complexity than healthy individuals, i.e., lower levels of coherently valenced emotional states in triads. An entropy measure identified a similar tendency for suicide notes to shift more frequently between contrasting emotional states. Both the groups of authors of suicide notes and healthy individuals exhibit less complexity than random expectation. Our results demonstrate that suicide notes possess highly structured and contrastive narratives of emotions, more complex than expected by null models and healthy populations.
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Affiliation(s)
- Massimo Stella
- CogNosco Lab, Department of Computer Science, University of Exeter, Exeter, United Kingdom,*Correspondence: Massimo Stella
| | - Trevor J. Swanson
- Department of Psychology, University of Kansas, Lawrence, KS, United States
| | - Ying Li
- Max Planck Institute for Human Development, Berlin, Germany,Institute of Psychology, Chinese Academy of Sciences, Beijing, China,Ying Li
| | - Thomas T. Hills
- Department of Psychology, University of Warwick, Coventry, United Kingdom
| | - Andreia S. Teixeira
- LASIGE, Departamento de Informática, Faculdade de Ciências, Universidade de Lisboa, Lisbon, Portugal,INESC-ID, Lisbon, Portugal
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25
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Pikhart M, Klimova B, Al-Obaydi LH, Dziuba S, Cierniak-Emerych A. The quantitative evaluation of subjective satisfaction with digital media in L2 acquisition in younger adults: A study from Europe, Asia, and Latin America. Front Psychol 2022; 13:946187. [PMID: 36467196 PMCID: PMC9714452 DOI: 10.3389/fpsyg.2022.946187] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 10/28/2022] [Indexed: 08/11/2023] Open
Abstract
Foreign language learning has recently been transferred into an online or hybrid mode and this has brought many challenges for both the teachers and the students. Thus, the purpose of this study is to explore students' subjective satisfaction with the use of digital media in their L2 acquisition conducted online, as well as to provide specific recommendations for meeting students' needs in digital media L2 instruction. This is large-scale comparative research conducted in the Czech Republic, Poland, Romania, Iraq, and Malaysia. The data were collected through an online questionnaire in May, June, and July 2021 in the given countries. The findings reveal that students' subjective satisfaction that is related to students' attitudes toward the online learning process, the general usefulness of language, the role of the teacher, and the matters that affect the general process of teaching and learning all gained the positive answers. Whereas the items that are related to students' subjective satisfaction toward language skills, digital-based reading, the effectiveness of online education over face-to-face, and communicating with teachers and peers via social media are all gained negative results. These results need further analysis but they can be an impetus for much larger research and further implications to optimize L2 acquisition.
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Affiliation(s)
- Marcel Pikhart
- Department of Applied Linguistics, Faculty of Informatics and Management, University of Hradec Králové, Hradec Králové, Czechia
| | - Blanka Klimova
- Department of Applied Linguistics, Faculty of Informatics and Management, University of Hradec Králové, Hradec Králové, Czechia
| | - Liqaa Habeb Al-Obaydi
- English Department, College of Education for Human Sciences, University of Diyala, Baqubah, Iraq
| | - Szymon Dziuba
- Faculty of Business and Management, Wroclaw University of Economics and Business, Wroclaw, Poland
| | - Anna Cierniak-Emerych
- Faculty of Business and Management, Wroclaw University of Economics and Business, Wroclaw, Poland
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26
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Goldy SP, Jones NM, Piff PK. The Social Effects of an Awesome Solar Eclipse. Psychol Sci 2022; 33:1452-1462. [PMID: 35942889 DOI: 10.1177/09567976221085501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Astronomical events such as solar eclipses have played a transformative role in human social collectives as sources of collective wonder, inspiration, and reconciliation. Do celestial phenomena systematically shape individuals and their groups? Guided by scientific treatments of awe as an experience that helps individuals form into collectives, we used Twitter data (N = 2,891,611 users) to examine the social impact of a historic, awe-inspiring celestial event: the 2017 solar eclipse. Relative to individuals residing outside the eclipse's path, individuals inside it exhibited more awe and expressed less self-focused and more prosocial, affiliative, humble, and collective language (Study 1). Further, individuals who exhibited elevated awe surrounding the eclipse used more prosocial, affiliative, humble, and collective language relative to their preeclipse levels and relative to users who exhibited less awe (Study 2). These findings indicate that astronomical events may play a vital collective function by arousing awe and social tendencies that orient individuals toward their collectives.
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Affiliation(s)
- Sean P Goldy
- Department of Psychological Science, University of California, Irvine
| | - Nickolas M Jones
- Department of Psychological Science, University of California, Irvine
| | - Paul K Piff
- Department of Psychological Science, University of California, Irvine
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27
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Vulchanova M, Vulchanov V, Sorace A, Suarez-Gomez C, Guijarro-Fuentes P. Editorial: The Notion of the Native Speaker Put to the Test: Recent Research Advances. Front Psychol 2022; 13:875740. [PMID: 35422733 PMCID: PMC9003014 DOI: 10.3389/fpsyg.2022.875740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 03/08/2022] [Indexed: 12/02/2022] Open
Affiliation(s)
- Mila Vulchanova
- Norwegian University of Science and Technology, Trondheim, Norway
| | | | | | - Cristina Suarez-Gomez
- Department of Spanish, Modern and Classic Philology, University of the Balearic Islands, Palma, Spain
| | - Pedro Guijarro-Fuentes
- Department of Spanish, Modern and Classic Philology, University of the Balearic Islands, Palma, Spain
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28
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Lunn AM, Bürkle DM, Ward R, McCloskey AP, Rathbone A, Courtenay A, Mullen R, Manfrin A. Spoken propositional idea density, a measure to help second language English speaking students: A multicentre cohort study. Med Teach 2022; 44:267-275. [PMID: 34629024 DOI: 10.1080/0142159x.2021.1985097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
PURPOSE Idea density has been shown to influence comprehension time for text in various populations. This study aims to explore the influence of spoken idea density on attainment in young, healthy subjects using demographic characteristics. METHODS Students watched two online lectures and answered 10 multiple choice questions on them. Students received one more idea dense (MID) and one less idea dense (LID) lecture on two different subjects. RESULTS Seventy-five students completed the study achieving a higher median score after a less idea-dense lecture (LID = 7(3), MID = 6(3), p = 0.04). Artificial neural network models revealed the first language as the main predictor of exam performance. The odds ratio (OR) of obtaining ≥70% after a more idea-dense lecture was six-time higher for the first language versus second language English speakers (OR = 5.963, 95% CI 1.080-32.911, p = 0.041). The odds ratio was not significant when receiving a less dense lecture (OR = 2.298, 95% CI 0.635-8.315, p = 0.205). Second-language speakers benefited from receiving a lower idea density, achieving a 10.8% score increase from high to low density, versus a 3.2% increase obtained by first language speakers. CONCLUSIONS The propositional idea density of lectures directly influences students' comprehension, and disproportionately for second language speakers; revealing the possibility of reduced spoken idea density in levelling the attainment differential between first and second language speakers.
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Affiliation(s)
- Andrew M Lunn
- Pedagogic Interest Group, School of Pharmacy and Biomedical Sciences, The University of Central Lancashire, Preston, UK
| | - Daniel Matthias Bürkle
- School of Humanities, Language and Global Studies, The University of Central Lancashire, Preston, UK
| | - Rebecca Ward
- Pedagogic Interest Group, School of Pharmacy and Biomedical Sciences, The University of Central Lancashire, Preston, UK
| | - Alice P McCloskey
- School of Pharmacy and Biomolecular Sciences, Liverpool John Moores University, Liverpool, UK
| | - Adam Rathbone
- School of Pharmacy, Newcastle University, Newcastle, UK
| | - Aaron Courtenay
- School of Pharmacy and Pharmaceutical Sciences, Ulster University, Coleraine, UK
| | - Rachel Mullen
- School of Pharmacy and Biomolecular Sciences, Liverpool John Moores University, Liverpool, UK
| | - Andrea Manfrin
- Pedagogic Interest Group, School of Pharmacy and Biomedical Sciences, The University of Central Lancashire, Preston, UK
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Marchezini F, Claessens PME, Carthery-Goulart MT. Word and pseudoword reading in young adults: an eye-tracking study. Codas 2022; 34:e20200333. [PMID: 35137892 PMCID: PMC9886113 DOI: 10.1590/2317-1782/20212020333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Accepted: 08/10/2021] [Indexed: 02/03/2023] Open
Abstract
PURPOSE To evaluate and characterize the oculomotor behavior during the reading of words and pseudowords in Brazilian Portuguese organized by frequency, length and regularity and verify its association with performance on neuropsychological tests. METHODS 21 university students, with a mean age of 20.9 years, were submitted to a word and pseudoword reading task (TLPP) from the Anele Battery, in addition to verbal fluency and phonological working memory tests. The patterns of first fixation duration, gaze duration and rate of refixation were studied. RESULTS The first fixation duration and the gaze duration were significantly lower for words if compared to pseudowords and the gaze duration was also lower for high-frequency and short words. Significant interactions were also found between verbal fluency performance and the first fixation duration. CONCLUSION Our results demonstrate the applicability of eye tracking to study reading patterns at the word-level in Brazilian Portuguese. The eye tracker can be an additional tool in the investigation of acquired and developmental reading disorders and can assist in the detection of reading difficulties based on comparisons of the oculomotor behavior between fluent and non-fluent readers.
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Affiliation(s)
- Fernanda Marchezini
- Programa de Pós-graduação em Neurociência e Cognição, Universidade Federal de ABC – UFABC – São Bernardo do Campo (SP), Brasil.
| | - Peter Maurice Erna Claessens
- Centro de Matemática, Computação e Cognição, Universidade Federal do ABC – UFABC – São Bernardo do Campo (SP), Brasil.
| | - Maria Teresa Carthery-Goulart
- Centro de Matemática, Computação e Cognição, Universidade Federal do ABC – UFABC – São Bernardo do Campo (SP), Brasil.,Instituto Nacional de Ciência e Tecnologia sobre Comportamento, Cognição e Ensino – INCT-ECCE – São Carlos (SP), Brasil.,Grupo de Pesquisa em Neurologia Cognitiva e do Comportamento, Departamento de Neurologia, Faculdade de Medicina, Universidade de São Paulo – USP – São Paulo (SP), Brasil.
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30
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Chou I, Liu K, Zhao N. Effects of Directionality on Interpreting Performance: Evidence From Interpreting Between Chinese and English by Trainee Interpreters. Front Psychol 2021; 12:781610. [PMID: 34899532 PMCID: PMC8661131 DOI: 10.3389/fpsyg.2021.781610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Accepted: 10/21/2021] [Indexed: 11/13/2022] Open
Abstract
Interpreters can either interpret from the first language (L1) to the second language (L), or in the other direction. Understanding translation and interpreting as a direction-dependent process contributes to a wider and more critical view regarding the role of both languages in the process, as well as the identity, perspectives, and preferences of translators. The effect of directionality primarily weighs on stimulus and individual factors. This study explores the impact of directionality on the performance of trainee interpreters by examining four critical aspects of quality in target speeches, namely: speech rate, information completeness, delivery, and quality of expression. We observed an advantage for L2-L1 over L1-L2 interpreting in the form of interpreting quality (i.e., delivery and quality of expression) but not in content (i.e., the level of information retained in the target language). These effects of interpreting directionality suggest an important role of L2 proficiency in interpreting. Moreover, L1-L2 interpreting is cognitively demanding compared to L2-L1 interpreting for trainee interpreters. This research sheds light on the cognitive mechanisms of interpreting in different directions and provides pedagogical recommendations for training interpreters.
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Affiliation(s)
- Isabelle Chou
- School of Foreign Languages, University of Electronic Science and Technology of China, Chengdu, China
| | - Kanglong Liu
- Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Nan Zhao
- Department of Translation, Interpreting and Intercultural Studies, Hong Kong Baptist University, Kowloon, Hong Kong SAR, China
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31
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Sakib AS, Mukta MSH, Huda FR, Islam AKMN, Islam T, Ali ME. Identifying Insomnia From Social Media Posts: Psycholinguistic Analyses of User Tweets. J Med Internet Res 2021; 23:e27613. [PMID: 34889758 PMCID: PMC8704110 DOI: 10.2196/27613] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 05/12/2021] [Accepted: 10/05/2021] [Indexed: 11/21/2022] Open
Abstract
Background Many people suffer from insomnia, a sleep disorder characterized by difficulty falling and staying asleep during the night. As social media have become a ubiquitous platform to share users’ thoughts, opinions, activities, and preferences with their friends and acquaintances, the shared content across these platforms can be used to diagnose different health problems, including insomnia. Only a few recent studies have examined the prediction of insomnia from Twitter data, and we found research gaps in predicting insomnia from word usage patterns and correlations between users’ insomnia and their Big 5 personality traits as derived from social media interactions. Objective The purpose of this study is to build an insomnia prediction model from users’ psycholinguistic patterns, including the elements of word usage, semantics, and their Big 5 personality traits as derived from tweets. Methods In this paper, we exploited both psycholinguistic and personality traits derived from tweets to identify insomnia patients. First, we built psycholinguistic profiles of the users from their word choices and the semantic relationships between the words of their tweets. We then determined the relationship between a users’ personality traits and insomnia. Finally, we built a double-weighted ensemble classification model to predict insomnia from both psycholinguistic and personality traits as derived from user tweets. Results Our classification model showed strong prediction potential (78.8%) to predict insomnia from tweets. As insomniacs are generally ill-tempered and feel more stress and mental exhaustion, we observed significant correlations of certain word usage patterns among them. They tend to use negative words (eg, “no,” “not,” “never”). Some people frequently use swear words (eg, “damn,” “piss,” “fuck”) with strong temperament. They also use anxious (eg, “worried,” “fearful,” “nervous”) and sad (eg, “crying,” “grief,” “sad”) words in their tweets. We also found that the users with high neuroticism and conscientiousness scores for the Big 5 personality traits likely have strong correlations with insomnia. Additionally, we observed that users with high conscientiousness scores have strong correlations with insomnia patterns, while negative correlation between extraversion and insomnia was also found. Conclusions Our model can help predict insomnia from users’ social media interactions. Thus, incorporating our model into a software system can help family members detect insomnia problems in individuals before they become worse. The software system can also help doctors to diagnose possible insomnia in patients.
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Affiliation(s)
| | | | | | | | - Tohedul Islam
- American International University-Bangladesh, Dhaka, Bangladesh
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32
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Hubert Lyall I, Järvikivi J. Individual Differences in Political Ideology and Disgust Sensitivity Affect Real-Time Spoken Language Comprehension. Front Psychol 2021; 12:699071. [PMID: 34707531 PMCID: PMC8542873 DOI: 10.3389/fpsyg.2021.699071] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 09/07/2021] [Indexed: 01/21/2023] Open
Abstract
Individuals' moral views have been shown to affect their event-related potentials (ERP) response to spoken statements, and people's political ideology has been shown to guide their sentence completion behavior. Using pupillometry, we asked whether political ideology and disgust sensitivity affect online spoken language comprehension. 60 native speakers of English listened to spoken utterances while their pupil size was tracked. Some of those utterances contained grammatical errors, semantic anomalies, or socio-cultural violations, statements incongruent with existing gender stereotypes and perceived speaker identity, such as "I sometimes buy my bras at Hudson's Bay," spoken by a male speaker. An individual's disgust sensitivity is associated with the Behavioral Immune System, and may be correlated with socio-political attitudes, for example regarding out-group stigmatization. We found that more disgust-sensitive individuals showed greater pupil dilation with semantic anomalies and socio-cultural violations. However, political views differently affected the processing of the two types of violations: whereas more conservative listeners showed a greater pupil response to socio-cultural violations, more progressive listeners engaged more with semantic anomalies, but this effect appeared much later in the pupil record.
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Affiliation(s)
| | - Juhani Järvikivi
- Department of Linguistics, University of Alberta, Edmonton, AB, Canada
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33
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Cheng LSP, Burgess D, Vernooij N, Solís-Barroso C, McDermott A, Namboodiripad S. The Problematic Concept of Native Speaker in Psycholinguistics: Replacing Vague and Harmful Terminology With Inclusive and Accurate Measures. Front Psychol 2021; 12:715843. [PMID: 34659029 PMCID: PMC8517917 DOI: 10.3389/fpsyg.2021.715843] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 08/18/2021] [Indexed: 11/13/2022] Open
Abstract
Though the term NATIVE SPEAKER/SIGNER is frequently used in language research, it is inconsistently conceptualized. Factors, such as age, order, and context of acquisition, in addition to social/cultural identity, are often differentially conflated. While the ambiguity and harmful consequences of the term NATIVE SPEAKER have been problematized across disciplines, much of this literature attempts to repurpose the term in order to include and/or exclude certain populations. This paper problematizes NATIVE SPEAKER within psycholinguistics, arguing that the term is both unhelpful to rigorous theory construction and harmful to marginalized populations by reproducing normative assumptions about behavior, experience, and identity. We propose that language researchers avoid NATIVE SPEAKER altogether, and we suggest alternate ways of characterizing language experience/use. The vagueness of NATIVE SPEAKER can create problems in research design (e.g., through systematically excluding certain populations), recruitment (as participants' definitions might diverge from researchers'), and analysis (by distilling continuous factors into under-specified binary categories). This can result in barriers to cross-study comparison, which is particularly concerning for theory construction and replicability. From a research ethics perspective, it matters how participants are characterized and included: Excluding participants based on binary/essentialist conceptualizations of nativeness upholds deficit perspectives toward multilingualism and non-hegemonic modes of language acquisition. Finally, by implicitly assuming the existence of a critical period, NATIVE SPEAKER brings with it theoretical baggage which not all researchers may want to carry. Given the issues above and how 'nativeness' is racialized (particularly in European and North American contexts), we ask that researchers consider carefully whether exclusion of marginalized/minoritized populations is necessary or justified-particularly when NATIVE SPEAKER is used only as a way to achieve linguistic homogeneity. Instead, we urge psycholinguists to explicitly state the specific axes traditionally implied by NATIVENESS that they wish to target. We outline several of these (e.g., order of acquisition, allegiance, and comfort with providing intuitions) and give examples of how to recruit and describe participants while eschewing NATIVE SPEAKER. Shifting away from harmful conventions, such as NATIVE SPEAKER, will not only improve research design and analysis, but also is one way we can co-create a more just and inclusive field.
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Affiliation(s)
- Lauretta S P Cheng
- Department of Linguistics, University of Michigan, Ann Arbor, MI, United States
| | - Danielle Burgess
- Department of Linguistics, University of Michigan, Ann Arbor, MI, United States
| | - Natasha Vernooij
- Department of Psychology, University of Michigan, Ann Arbor, MI, United States
| | | | - Ashley McDermott
- Department of Anthropology, University of Michigan, Ann Arbor, MI, United States
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34
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Macoir J, Martel-Sauvageau V, Bouvier L, Laforce R, Monetta L. Heterogeneity of repetition abilities in logopenic variant primary progressive aphasia. Dement Neuropsychol 2021; 15:405-412. [PMID: 34630930 PMCID: PMC8485642 DOI: 10.1590/1980-57642021dn15-030014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 03/09/2021] [Indexed: 11/21/2022] Open
Abstract
The differential diagnosis of primary progressive aphasia (PPA) is challenging due to overlapping clinical manifestations of the different variants of the disease. This is particularly true for the logopenic variant of PPA (lvPPA), in which such overlap was reported with regard to impairments in repetition abilities. In this study, four individuals with lvPPA underwent standard neuropsychological and language assessments. The influence of psycholinguistic variables on their performance of in word, nonword and sentence repetition tasks was also specifically explored. Some level of heterogeneity was found in cognitive functions and in language. The four participants showed impairment in sentence repetition in which their performance was negatively affected by semantic reversibility and syntactic complexity. This study supports the heterogeneity of lvPPA with respect to the cognitive and linguistic status of participants. It also shows that sentence repetition is influenced not only by length, but also by semantic reversibility and syntactic complexity, two psycholinguistic variables known to place additional demands on phonological working memory.
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Affiliation(s)
- Joel Macoir
- Faculty of Medicine, Department of Rehabilitation, Laval University - Quebec, QC, Canada.,CERVO, Brain Research Centre - Quebec, QC, Canada
| | - Vicent Martel-Sauvageau
- Faculty of Medicine, Department of Rehabilitation, Laval University - Quebec, QC, Canada.,Center for Interdisciplinary Research in Rehabilitation and Social Integration - Quebec, QC, Canada
| | - Liziane Bouvier
- Faculty of Medicine, Department of Rehabilitation, Laval University - Quebec, QC, Canada.,CERVO, Brain Research Centre - Quebec, QC, Canada
| | - Robert Laforce
- Faculty of Medicine, Department of Medicine, Laval University - Quebec, QC, Canada.,Interdisciplinary Memory Clinic, Laval University Hospital Center - Quebec, QC, Canada.,Research Chair in Progressive Primary Aphasias, Lemaire Family Foundation - Quebec, QC, Canada
| | - Laura Monetta
- Faculty of Medicine, Department of Rehabilitation, Laval University - Quebec, QC, Canada.,CERVO, Brain Research Centre - Quebec, QC, Canada
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35
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Abstract
Humans have been using language for millennia but have only just begun to scratch the surface of what natural language can reveal about the mind. Here we propose that language offers a unique window into psychology. After briefly summarizing the legacy of language analyses in psychological science, we show how methodological advances have made these analyses more feasible and insightful than ever before. In particular, we describe how two forms of language analysis—natural-language processing and comparative linguistics—are contributing to how we understand topics as diverse as emotion, creativity, and religion and overcoming obstacles related to statistical power and culturally diverse samples. We summarize resources for learning both of these methods and highlight the best way to combine language analysis with more traditional psychological paradigms. Applying language analysis to large-scale and cross-cultural datasets promises to provide major breakthroughs in psychological science.
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Affiliation(s)
- Joshua Conrad Jackson
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill
| | - Joseph Watts
- Department of Linguistic and Cultural Evolution, Max Planck Institute for the Science of Human History.,Center for Research on Evolution, Belief, and Behaviour, University of Otago.,Religion Programme, University of Otago
| | - Johann-Mattis List
- Department of Linguistic and Cultural Evolution, Max Planck Institute for the Science of Human History
| | - Curtis Puryear
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill
| | - Ryan Drabble
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill
| | - Kristen A Lindquist
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill
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36
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Kaiser E. Consequences of Sensory Modality for Perspective-Taking: Comparing Visual, Olfactory and Gustatory Perception. Front Psychol 2021; 12:701486. [PMID: 34484049 PMCID: PMC8415443 DOI: 10.3389/fpsyg.2021.701486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 07/05/2021] [Indexed: 11/13/2022] Open
Abstract
Perspective-taking is fundamental for language comprehension, including the interpretation of subjective adjectives (e.g., fun, tasty, and amazing). To understand these adjectives, one needs to know whose opinion is being conveyed—in other words, who is the attitude-holder or perspectival center. Although the perspective-sensitivity of subjective adjectives has received considerable attention in prior work in formal semantics, potential effects of sensory modality (e.g., sight, taste, and smell) on the process of attitude-holder identification have not been systematically investigated. This paper reports a series of studies testing whether interpretation of subjective adjectives depends on whether they refer to the visual, olfactory (smell) vs. gustatory (taste) domains. The results provide evidence that sensory modality has a significant impact on the process of identifying the attitude-holder. This outcome suggests that perspective-sensitivity is highly context-dependent, and the observed modality effects align well with the biological and social properties of sight, taste, and smell.
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Affiliation(s)
- Elsi Kaiser
- Department of Linguistics, University of Southern California, Los Angeles, CA, United States
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37
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Andy A, Andy U. Understanding Communication in an Online Cancer Forum: Content Analysis Study. JMIR Cancer 2021; 7:e29555. [PMID: 34491209 PMCID: PMC8456325 DOI: 10.2196/29555] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 07/20/2021] [Accepted: 08/10/2021] [Indexed: 01/30/2023] Open
Abstract
Background Cancer affects individuals, their family members, and friends, and increasingly, some of these individuals are turning to online cancer forums to express their thoughts/feelings and seek support such as asking cancer-related questions. The thoughts/feelings expressed and the support needed from these online forums may differ depending on if (1) an individual has or had cancer or (2) an individual is a family member or friend of an individual who has or had cancer; the language used in posts in these forums may reflect these differences. Objective Using natural language processing methods, we aim to determine the differences in the support needs and concerns expressed in posts published on an online cancer forum by (1) users who self-declare to have or had cancer compared with (2) users who self-declare to be family members or friends of individuals with or that had cancer. Methods Using latent Dirichlet allocation (LDA), which is a natural language processing algorithm and Linguistic Inquiry and Word Count (LIWC), a psycholinguistic dictionary, we analyzed posts published on an online cancer forum with the aim to delineate the language features associated with users in these different groups. Results Users who self-declare to have or had cancer were more likely to post about LDA topics related to hospital visits (Cohen d=0.671) and use words associated with LIWC categories related to health (Cohen d=0.635) and anxiety (Cohen d=0.126). By contrast, users who declared to be family members or friends tend to post about LDA topics related to losing a family member (Cohen d=0.702) and LIWC categories focusing on the past (Cohen d=0.465) and death (Cohen d=0.181) were more associated with these users. Conclusions Using LDA and LIWC, we show that there are differences in the support needs and concerns expressed in posts published on an online cancer forum by users with cancer compared with family members or friends of those with cancer. Hence, responders to online cancer forums need to be cognizant of these differences in support needs and concerns and tailor their responses based on these findings.
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Affiliation(s)
- Anietie Andy
- Penn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, PA, United States
| | - Uduak Andy
- Division of Urogynecology and Pelvic Reconstructive Surgery, Department of Obstetrics and Gynecology, Hospital of the University of Pennsylvania, Philadelphia, PA, United States
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38
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Grippando S. Japanese orthographic complexity and speech duration in a reading task. Phonetica 2021; 78:317-344. [PMID: 34461011 DOI: 10.1515/phon-2021-2008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The number of letters in a word's orthographic form can affect speech duration. Previous research in this area has been limited to studies of languages with alphabets. The current study expands upon this previous research by investigating effects on speech duration from units of orthographic complexity potentially analogous to letter length in Japanese, a language with a logography. In a modified version of a reading task used in one of the prior studies, native Japanese-speaking participants were audio-recorded reading pairs of homophonous words that varied by: 1) number of pen strokes in a single character; or 2) number of whole characters in their orthographic forms. Two-character words were produced significantly longer than one-character words. No significant effect was found from pen strokes on speech duration. These results are presented as evidence that the orthographic duration effect observed in previous studies is not limited to languages with alphabetic writing systems.
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Abstract
Psychological sex differences have been studied scientifically for more than a century, yet linguists still debate about the existence, magnitude, and causes of such differences in language use. Advances in psychology and cognitive neuroscience have shown the importance of sex and sexual orientation for various psychobehavioural traits, but the extent to which such differences manifest in language use is largely unexplored. Using computerised text analysis (Linguistic Inquiry and Word Count: LIWC 2015), this study found substantial psycholinguistic sexual dimorphism in a large corpus of English-language novels (n = 304) by heterosexual authors. The psycholinguistic sex differences largely aligned with known psychological sex differences, such as empathising–systemising, people–things orientation, and men’s more pronounced spatial cognitive styles and abilities. Furthermore, consistent with predictions from cognitive neuroscience, novels (n = 158) by lesbian authors showed minor signs of psycholinguistic masculinisation, while novels (n = 167) by homosexual men had a female-typical psycholinguistic pattern, supporting the gender shift hypothesis of homosexuality. The findings on this large corpus of 66.9 million words indicate how psychological group differences based on sex and sexual orientation manifest in language use in two centuries of literary art.
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Affiliation(s)
- Severi Luoto
- English, Drama and Writing Studies, The University of Auckland, Auckland, New Zealand.,School of Psychology, The University of Auckland, Auckland, New Zealand
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40
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Knowlton T, Hunter T, Odic D, Wellwood A, Halberda J, Pietroski P, Lidz J. Linguistic meanings as cognitive instructions. Ann N Y Acad Sci 2021; 1500:134-144. [PMID: 34050535 DOI: 10.1111/nyas.14618] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 05/05/2021] [Accepted: 05/09/2021] [Indexed: 12/01/2022]
Abstract
Natural languages like English connect pronunciations with meanings. Linguistic pronunciations can be described in ways that relate them to our motor system (e.g., to the movement of our lips and tongue). But how do linguistic meanings relate to our nonlinguistic cognitive systems? As a case study, we defend an explicit proposal about the meaning of most by comparing it to the closely related more: whereas more expresses a comparison between two independent subsets, most expresses a subset-superset comparison. Six experiments with adults and children demonstrate that these subtle differences between their meanings influence how participants organize and interrogate their visual world. In otherwise identical situations, changing the word from most to more affects preferences for picture-sentence matching (experiments 1-2), scene creation (experiments 3-4), memory for visual features (experiment 5), and accuracy on speeded truth judgments (experiment 6). These effects support the idea that the meanings of more and most are mental representations that provide detailed instructions to conceptual systems.
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Affiliation(s)
- Tyler Knowlton
- Department of Linguistics, University of Maryland, College Park, Maryland
| | - Tim Hunter
- Department of Linguistics, University of California, Los Angeles, California
| | - Darko Odic
- Department of Psychology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alexis Wellwood
- School of Philosophy, University of Southern California, Los Angeles, California
| | - Justin Halberda
- Department of Psychological and Brain Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Paul Pietroski
- Department of Philosophy, Rutgers University, New Brunswick, New Jersey
| | - Jeffrey Lidz
- Department of Linguistics, University of Maryland, College Park, Maryland
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41
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Cho SJ, Watson D, Jacobs C, Naveiras M. A Markov Mixed-Effect Multinomial Logistic Regression Model for Nominal Repeated Measures with an Application to Syntactic Self-Priming Effects. Multivariate Behav Res 2021; 56:476-495. [PMID: 32207638 DOI: 10.1080/00273171.2020.1738207] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Syntactic priming effects have been investigated for several decades in psycholinguistics and the cognitive sciences to understand the cognitive mechanisms that support language production and comprehension. The question of whether speakers prime themselves is central to adjudicating between two theories of syntactic priming, activation-based theories and expectation-based theories. However, there is a lack of a statistical model to investigate the two different theories when nominal repeated measures are obtained from multiple participants and items. This paper presents a Markov mixed-effect multinomial logistic regression model in which there are fixed and random effects for own-category lags and cross-category lags in a multivariate structure and there are category-specific crossed random effects (random person and item effects). The model is illustrated with experimental data that investigates the average and participant-specific deviations in syntactic self-priming effects. Results of the model suggest that evidence of self-priming is consistent with the predictions of activation-based theories. Accuracy of parameter estimates and precision is evaluated via a simulation study using Bayesian analysis.
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Affiliation(s)
- Sun-Joo Cho
- Psychology and Human Development, Vanderbilt University
| | - Duane Watson
- Psychology and Human Development, Vanderbilt University
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42
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Majid A. Olfactory Language Requires an Integrative and Interdisciplinary Approach. Trends Cogn Sci 2021; 25:421-2. [PMID: 33757700 DOI: 10.1016/j.tics.2021.03.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 03/01/2021] [Accepted: 03/02/2021] [Indexed: 11/19/2022]
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43
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Klimova B, Pikhart M, Cierniak-Emerych A, Dziuba S, Firlej K. A Comparative Psycholinguistic Study on the Subjective Feelings of Well-Being Outcomes of Foreign Language Learning in Older Adults From the Czech Republic and Poland. Front Psychol 2021; 12:606083. [PMID: 33679523 PMCID: PMC7925630 DOI: 10.3389/fpsyg.2021.606083] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 01/18/2021] [Indexed: 11/25/2022] Open
Abstract
Positive psychology has recently seen unprecedented rise and has reached vast achievements in the area of quality of life (QoL) improvement. The purpose of this study is to show that there are different aspects of well-being that make healthy older people motivated to learn a foreign language at a later age. The research was conducted in the Czech Republic and Poland in two groups of learners aged 55 years and more. The experimental group consisted of 105 Czech respondents who were targeted with an online questionnaire with the aim to determine the level of FLL outcomes connected to QoL in healthy older adults in their L2 acquisition. The second experimental group (n = 100) was established of Polish seniors who attended similar language courses. The findings of the research clearly show that FLL has an irreplaceable role as one of several non-pharmacological strategies utilized to improve the aging process and reduce drawbacks of aging. The results indicate that seniors' overall satisfaction and subjective feelings of well-being are enormously high when attending foreign language classes at older age. FLL, therefore, creates an environment that can enhance QoL of older adults that can be supplemented by other means such as well-balanced diet, other social activities, sport and physical activity, music, or computer games. All these intervention methods can significantly improve QoL of older adults and the parties engaged and/or responsible for taking care of older generation should take it into serious consideration.
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Affiliation(s)
- Blanka Klimova
- Department of Applied Linguistics, Faculty of Informatics and Management, University of Hradec Kralove, Hradec Kralove, Czechia
| | - Marcel Pikhart
- Department of Applied Linguistics, Faculty of Informatics and Management, University of Hradec Kralove, Hradec Kralove, Czechia
| | - Anna Cierniak-Emerych
- Faculty of Business and Management, Wroclaw University of Economics and Business, Wrocław, Poland
| | - Szymon Dziuba
- Faculty of Business and Management, Wroclaw University of Economics and Business, Wrocław, Poland
| | - Krzysztof Firlej
- Department of Organization Development, Cracow University of Economics, Kraków, Poland
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44
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Brothers T, Kuperberg GR. Word predictability effects are linear, not logarithmic: Implications for probabilistic models of sentence comprehension. J Mem Lang 2021; 116:104174. [PMID: 33100508 PMCID: PMC7584137 DOI: 10.1016/j.jml.2020.104174] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
During language comprehension, we routinely use information from the prior context to help identify the meaning of individual words. While measures of online processing difficulty, such as reading times, are strongly influenced by contextual predictability, there is disagreement about the mechanisms underlying this lexical predictability effect, with different models predicting different linking functions - linear (Reichle, Rayner & Pollatsek, 2003) or logarithmic (Levy, 2008). To help resolve this debate, we conducted two highly-powered experiments (self-paced reading, N = 216; cross-modal picture naming, N = 36), and a meta-analysis of prior eye-tracking while reading studies (total N = 218). We observed a robust linear relationship between lexical predictability and word processing times across all three studies. Beyond their methodological implications, these findings also place important constraints on predictive processing models of language comprehension. In particular, these results directly contradict the empirical predictions of surprisal theory, while supporting a proportional pre-activation account of lexical prediction effects in comprehension.
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Affiliation(s)
- Trevor Brothers
- Department of Psychology, Tufts University, Medford, MA
USA
- Department of Psychiatry and the Athinoula A. Martinos
Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical
School, Boston, MA USA
| | - Gina R. Kuperberg
- Department of Psychology, Tufts University, Medford, MA
USA
- Department of Psychiatry and the Athinoula A. Martinos
Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical
School, Boston, MA USA
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45
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Majid A. Human Olfaction at the Intersection of Language, Culture, and Biology. Trends Cogn Sci 2020; 25:111-123. [PMID: 33349546 DOI: 10.1016/j.tics.2020.11.005] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 11/14/2020] [Accepted: 11/17/2020] [Indexed: 12/21/2022]
Abstract
The human sense of smell can accomplish astonishing feats, yet there remains a prevailing belief that olfactory language is deficient. Numerous studies with English speakers support this view: there are few terms for odors, odor talk is infrequent, and naming odors is difficult. However, this is not true across the world. Many languages have sizeable smell lexicons - smell is even grammaticalized. In addition, for some cultures smell talk is more frequent and odor naming easier. This linguistic variation is as yet unexplained but could be the result of ecological, cultural, or genetic factors or a combination thereof. Different ways of talking about smells may shape aspects of olfactory cognition too. Critically, this variation sheds new light on this important sensory modality.
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Affiliation(s)
- Asifa Majid
- Department of Psychology, University of York, Heslington, York, UK.
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46
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Abstract
One of the central debates in the cognitive science of language has revolved around the nature of human linguistic competence. Whether syntactic competence should be characterized by abstract hierarchical structures or reduced to surface linear strings has been actively debated, but the nature of morphological competence has been insufficiently appreciated despite the parallel question in the cognitive science literature. In this paper, in order to investigate whether morphological competence should be characterized by abstract hierarchical structures, we conducted a crowdsourced acceptability judgment experiment on morphologically complex words and evaluated five computational models of morphological competence against human acceptability judgments: Character Markov Models (Character), Syllable Markov Models (Syllable), Morpheme Markov Models (Morpheme), Hidden Markov Models (HMM), and Probabilistic Context-Free Grammars (PCFG). Our psycholinguistic experimentation and computational modeling demonstrated that “morphous” computational models with morpheme units outperformed “amorphous” computational models without morpheme units and, importantly, PCFG with hierarchical structures most accurately explained human acceptability judgments on several evaluation metrics, especially for morphologically complex words with nested morphological structures. Those results strongly suggest that human morphological competence should be characterized by abstract hierarchical structures internally generated by the grammar, not reduced to surface linear strings externally attested in large corpora.
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Affiliation(s)
- Yohei Oseki
- Faculty of Science & Engineering, Waseda University, Tokyo, Japan.,Department of Linguistics, New York University, New York, NY, United States
| | - Alec Marantz
- Department of Linguistics, New York University, New York, NY, United States.,Department of Psychology, New York University, New York, NY, United States.,NYU Abu Dhabi Institute, New York University, Abu Dhabi, United Arab Emirates
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47
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Bretl BL. Neural and Linguistic Considerations for Assessing Moral Intuitions Using Text-Based Stimuli. J Psychol 2020; 155:90-114. [PMID: 33180682 DOI: 10.1080/00223980.2020.1832034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
This review takes a focused look at neural and linguistic considerations for assessing moral intuitions using text-based stimuli. Relevant neural correlates of moral salience, emotional processing, moral emotions (shame and guilt), semantic processing, implicit stereotype activation (e.g., gender, age, and race stereotypes), and functional brain network development (the default mode network and salience network) are considered insofar as they relate to unique considerations for text-based instruments. What emerge are not only key considerations for researchers assessing moral intuitions using text-based stimuli but also considerations for the study of moral psychology more broadly, especially in developmental and educational contexts.
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48
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Pikhart M, Klimova B. Maintaining and Supporting Seniors' Wellbeing through Foreign Language Learning: Psycholinguistics of Second Language Acquisition in Older Age. Int J Environ Res Public Health 2020; 17:E8038. [PMID: 33142773 DOI: 10.3390/ijerph17218038] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 10/29/2020] [Accepted: 10/30/2020] [Indexed: 12/22/2022]
Abstract
This study concerns aspects of positive psychology connected to foreign language learning (FLL) in an older healthy generation. The positive psychology perspective stresses the positive aspects of improved wellbeing in participants who engage in various activities, particularly mental and brain-training practices. Therefore, the aim of this study was to explore older people’s subjective feelings connected to their FLL as one of the crucial ways to improve their quality of life (QoL). The objective of the research was to determine the subjective satisfaction level of the participants of a second language (L2) acquisition course. The research sample (experimental group) consisted of 105 respondents who were Czech citizens and 55+ years old. Two control groups were set up. The first (young control) consisted of 102 young adults (university students), also Czech citizens, aged between 19 and 23 years. The second control group (elderly control) consisted of 102 subjects older than 55 years, similar in age to the experimental group. A standardized online questionnaire survey was the principal research method, identical both for the experimental and control groups. The findings clearly showed that language training significantly improved the subjective positive feelings and wellbeing of the older participants, regardless of their objective progress in FLL itself. These results stood in opposition to the young control group and were different from the elderly control group. The results revealed that FLL is an effective tool for enhancing the overall wellbeing of older people, which was shown in their expression of their feelings of happiness, satisfaction, and positive motivation to learn an L2. In addition, FLL objectively affected their mental health in a positive way and expanded their social networks. Moreover, FLL was a meaningful activity for them, despite the weak objective learning outcomes due to the decline of cognitive functions, helping them find their general purpose of life, as well as life motivation as expressed in the survey. These findings are crucial, as it has already been proven that wellbeing is directly connected with good health and longevity. Therefore, national governments and all stakeholders dealing with the present issue of the aging population should pay undivided attention to the enhancement of older people’s wellbeing by all possible intervention approaches, including FLL. There is limited research into the issue and the findings of this investigation could be an impetus for further research into the topic from the perspectives of cognitive science, psychology, and psycholinguistics.
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Abstract
Similarities among the world’s languages may be driven by universal features of human cognition or perception. For example, in many languages, complex words are formed by adding suffixes to the ends of simpler words, but adding prefixes is much less common: Why might this be? Previous research suggests this is due to a domain-general perceptual bias: Sequences differing at their ends are perceived as more similar to each other than sequences differing at their beginnings. However, as is typical in psycholinguistic research, the evidence comes exclusively from one population—English speakers—who have extensive experience with suffixing. Here, we provided a much stronger test of this claim by investigating perceptual-similarity judgments in speakers of Kîîtharaka, a heavily prefixing Bantu language spoken in rural Kenya. We found that Kîîtharaka speakers (N = 72) showed the opposite judgments to English speakers (N = 51), which calls into question whether a universal bias in human perception can explain the suffixing preference in the world’s languages.
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50
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Bartolotti J, Schroeder SR, Hayakawa S, Rochanavibhata S, Chen P, Marian V. Listening to speech and non-speech sounds activates phonological and semantic knowledge differently. Q J Exp Psychol (Hove) 2020; 73:1135-1149. [PMID: 32338572 DOI: 10.1177/1747021820923944] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
How does the mind process linguistic and non-linguistic sounds? The current study assessed the different ways that spoken words (e.g., "dog") and characteristic sounds (e.g., <barking>) provide access to phonological information (e.g., word-form of "dog") and semantic information (e.g., knowledge that a dog is associated with a leash). Using an eye-tracking paradigm, we found that listening to words prompted rapid phonological activation, which was then followed by semantic access. The opposite pattern emerged for sounds, with early semantic access followed by later retrieval of phonological information. Despite differences in the time courses of conceptual access, both words and sounds elicited robust activation of phonological and semantic knowledge. These findings inform models of auditory processing by revealing the pathways between speech and non-speech input and their corresponding word forms and concepts, which influence the speed, magnitude, and duration of linguistic and nonlinguistic activation.
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Affiliation(s)
- James Bartolotti
- Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA
- Department of Psychology, The University of Kansas, Lawrence, KS, USA
| | - Scott R Schroeder
- Department of Speech-Language-Hearing Sciences, Hofstra University, Hempstead, NY, USA
| | - Sayuri Hayakawa
- Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA
| | - Sirada Rochanavibhata
- Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA
| | - Peiyao Chen
- Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA
| | - Viorica Marian
- Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, USA
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