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Wang T, Xu X. The good, the bad, and the ambivalent: Extrapolating affective values for 38,000+ Chinese words via a computational model. Behav Res Methods 2024; 56:5386-5405. [PMID: 37968560 DOI: 10.3758/s13428-023-02274-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/16/2023] [Indexed: 11/17/2023]
Abstract
Word affective ratings are important tools in psycholinguistic research, natural language processing, and many other fields. However, even for well-studied languages, such norms are usually limited in scale. To extrapolate affective (i.e., valence and arousal) values for words in the SUBTLEX-CH database (Cai & Brysbaert, 2010, PLoS ONE, 5(6):e10729), we implemented a computational neural network which captured how words' vector-based semantic representations corresponded to the probability densities of their valence and arousal. Based on these probability density functions, we predicted not only a word's affective values, but also their respective degrees of variability that could characterize individual differences in human affective ratings. The resulting estimates of affective values largely converged with human ratings for both valence and arousal, and the estimated degrees of variability also captured important features of the variability in human ratings. We released the extrapolated affective values, together with their corresponding degrees of variability, for over 38,000 Chinese words in the Open Science Framework ( https://osf.io/s9zmd/ ). We also discussed how the view of embodied cognition could be illuminated by this computational model.
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Affiliation(s)
- Tianqi Wang
- School of Foreign Languages, Shanghai Jiao Tong University, 800 Dongchuan Rd., Shanghai, 200240, China
- Speech Science Laboratory, The University of Hong Kong, Hong Kong, China
- Academic Unit of Human Communication, Development, and Information Sciences, The University of Hong Kong, Hong Kong, China
| | - Xu Xu
- School of Foreign Languages, Shanghai Jiao Tong University, 800 Dongchuan Rd., Shanghai, 200240, China.
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Ireton R, Hughes A, Klabunde M. A Functional Magnetic Resonance Imaging Meta-Analysis of Childhood Trauma. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2024; 9:561-570. [PMID: 38311289 DOI: 10.1016/j.bpsc.2024.01.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 01/08/2024] [Accepted: 01/09/2024] [Indexed: 02/10/2024]
Abstract
BACKGROUND Traumatic experiences during childhood significantly impact the developing brain and contribute to the development of numerous physical and mental health problems. To date, however, a comprehensive understanding of the functional impairments within the brain associated with childhood trauma histories does not exist. Previous functional magnetic resonance imaging (fMRI) meta-analytical tools required homogeneity of task types and the clinical populations studied, thus preventing the comprehensive pooling of brain-based deficits present in children who have trauma histories. We hypothesized that the use of the novel, data-driven Bayesian author-topic model approach to fMRI meta-analyses would reveal deficits in brain networks that span fMRI task types in children with trauma histories. METHODS To our knowledge, this is the first study to use the Bayesian author-topic model approach to fMRI meta-analyses within a clinical population. Using PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines, we present data-driven results obtained by combining activation patterns across heterogeneous tasks from 1428 initially screened studies and combining data from 14 studies that met study criteria (285 children with trauma histories, 297 healthy control children). RESULTS Altered brain activity was revealed within 2 clusters in children with trauma histories compared to control children: the default mode/affective network/posterior insula and the central executive network. Our identified clusters were associated with tasks pertaining to cognitive processing, emotional/social stress, self-referential thought, memory, unexpected stimuli, and avoidance behaviors in youths who have experienced childhood trauma. CONCLUSIONS Our results reveal disturbances in children with trauma histories within the modulation of the default mode and central executive networks-but not the salience network-regardless of whether children also presented with posttraumatic stress symptoms.
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Affiliation(s)
- Rebecca Ireton
- Department of Psychology and Centre for Brain Sciences, University of Essex, Wivenhoe, United Kingdom
| | - Anna Hughes
- Department of Psychology and Centre for Brain Sciences, University of Essex, Wivenhoe, United Kingdom
| | - Megan Klabunde
- Department of Psychology and Centre for Brain Sciences, University of Essex, Wivenhoe, United Kingdom.
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George GC, Keding TJ, Heyn SA, Herringa RJ. Longitudinal hippocampal circuit change differentiates persistence and remission of pediatric posttraumatic stress disorder. Depress Anxiety 2022; 39:8-18. [PMID: 34843625 PMCID: PMC8763137 DOI: 10.1002/da.23229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 11/03/2021] [Accepted: 11/16/2021] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND Previous studies have identified functional brain abnormalities in pediatric posttraumatic stress disorder (pPTSD) suggesting altered frontoparietal-subcortical function during emotion processing. However, little is known about how the brain functionally changes over time in recovery versus the persistence of pPTSD. METHODS This longitudinal study recruited 23 youth with PTSD and 28 typically developing (TD) youth (ages: 8.07-17.99). Within the PTSD group, nine remitted by the 1-year follow-up (Remit) while the remaining 14 persisted (PTSD). At each visit, youth completed an emotional processing task in which they viewed threat and neutral images during functional magnetic resonance imaging (fMRI). Voxelwise activation analyses using linear mixed-effects regression were conducted using a group (TD, Remit, PTSD) by time (baseline, follow-up) by valence (threat, neutral) design. Based on activation findings, a subsequent analysis of hippocampal functional connectivity was performed using a similar model. RESULTS PTSD youth showed significantly increasing hippocampal activation to threatening images compared to TD youth, while the Remit group showed more similar patterns to TD youth. Subsequent hippocampal functional connectivity analyses reveal the Remit group showed increasing functional connectivity between the hippocampus and visual cortex (V4) while viewing threat stimuli. CONCLUSIONS These findings represent one of the first preliminary reports of functional brain substrates of persistence and remission in pPTSD. Notably, increased hippocampal activation to threat and decreased connectivity in the hippocampal-V4 network over time may contribute to persistence in pPTSD. These findings suggest potential biomarkers that could be utilized to advance the treatment of pediatric PTSD.
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Affiliation(s)
- Grace C. George
- Neuroscience & Public Policy Program, University of Wisconsin-Madison, Madison, WI, USA,Neuroscience Training Program, University of Wisconsin-Madison, Madison, WI, USA,Department of Psychiatry, BRAVE Youth Lab, 6001 Research Park Blvd., Madison, WI 53719, USA
| | - Taylor J. Keding
- Neuroscience Training Program, University of Wisconsin-Madison, Madison, WI, USA,Department of Psychiatry, BRAVE Youth Lab, 6001 Research Park Blvd., Madison, WI 53719, USA
| | - Sara A. Heyn
- Department of Psychiatry, BRAVE Youth Lab, 6001 Research Park Blvd., Madison, WI 53719, USA
| | - Ryan J. Herringa
- Neuroscience Training Program, University of Wisconsin-Madison, Madison, WI, USA,Department of Psychiatry, BRAVE Youth Lab, 6001 Research Park Blvd., Madison, WI 53719, USA
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Pérez-Fuentes MDC, Gázquez Linares JJ, Molero Jurado MDM, Martínez ÁM. Communication Styles Inventory-Brief: Adaptation and validation for Spanish nursing. Int J Health Plann Manage 2021; 36:1486-1499. [PMID: 33942388 DOI: 10.1002/hpm.3188] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 03/09/2021] [Accepted: 04/23/2021] [Indexed: 12/14/2022] Open
Abstract
Healthcare attention is sometimes considered purely technical, but communication has proven to be closely related to clinical results and patient satisfaction. Therefore, evaluation of communication in the scope of healthcare is a priority. The purpose of this study was to validate and adapt the Spanish version of the Communication Styles Inventory in a sample of nursing professionals. The sample was made up of 2313 nursing professionals selected at random from various medical centres in Spain, and is therefore a sample actively employed at the time data were acquired. We started out from the Communication Style Inventory, a questionnaire for evaluating the predominance of certain individual communication behaviours on six scales (expressiveness, preciseness, verbal aggressiveness, questioningness, emotionality and impression manipulativeness). Confirmatory Factor Analysis of the model proposed showed god fit indices. The reliability of the model shown by the Cronbach's alpha of α = 0.81 was adequate, and so was single-level and aggregate consistency. Finally, in the analysis of variance by type of contract, configural, metric and scalar invariance was acceptable, but not strict invariance. This instrument progresses in measuring non-technical attributes, such as communication styles, in nursing personnel.
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Noriega I, Trejos-Castillo E, Chae Y, Calderon-Delgado L, Barrera-Valencia M, Al-Khalil K, O'Boyle MW. Emotional memory processing in post-traumatic stress disorder affected Colombian youth. INTERNATIONAL JOURNAL OF PSYCHOLOGY 2020; 56:387-393. [PMID: 33236404 DOI: 10.1002/ijop.12730] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 10/22/2020] [Indexed: 11/09/2022]
Abstract
Post-traumatic stress disorder (PTSD) is a neuropsychological condition caused by exposure to chronic stressors and extreme trauma. In past decades, Colombia (South America) has experienced high levels of armed conflict, which created an environment of chronic stress, resulting in an increased incidence of PTSD in children. Limited research exists on the effects of PTSD on emotional memory functioning of these Colombian youth living in chronically stressful environments. In the present study, 23 PTSD affected youth and 26 controls were asked to recall items from a memorised word list, as well as remembering details from a short emotional story. Although no significant differences were found for word list memory, deficits for emotional story content were found in the PTSD youth, particularly for facts involving negative emotional details. The latter may suggest a deficit in executive functioning for the integration of emotionally laden stimuli, perhaps induced as a by-product of their traumatic experiences.
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Affiliation(s)
- Ivette Noriega
- Begun Center for Violence Prevention Research and Education, Case Western Reserve University, Cleveland, Ohio, USA
| | | | - Yoojin Chae
- Department of Human Development and Family Sciences, Texas Tech University, Lubbock, Texas, USA
| | - Liliana Calderon-Delgado
- Facultad de Psicología, Universidad CES, Medellín, Colombia.,Department of Political Science, Hradec Králové University, Hradec Králové, Czech Republic
| | - Mauricio Barrera-Valencia
- Departamento de Psicología, Universidad de Antioquia, Medellín, Colombia.,Department of Political Science, Hradec Králové University, Hradec Králové, Czech Republic
| | - Kareem Al-Khalil
- MIND Research Network, University of New Mexico, Albuquerque, New Mexico, USA
| | - Michael W O'Boyle
- Department of Human Development and Family Sciences, Texas Tech University, Lubbock, Texas, USA
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Mancho-Fora N, Montalà-Flaquer M, Farràs-Permanyer L, Zarabozo-Hurtado D, Gallardo-Moreno GB, Gudayol-Farré E, Peró-Cebollero M, Guàrdia-Olmos J. Network change point detection in resting-state functional connectivity dynamics of mild cognitive impairment patients. Int J Clin Health Psychol 2020; 20:200-212. [PMID: 32994793 PMCID: PMC7501449 DOI: 10.1016/j.ijchp.2020.07.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2020] [Accepted: 07/16/2020] [Indexed: 10/27/2022] Open
Abstract
Background/Objective: This study aims to characterize the differences on the short-term temporal network dynamics of the undirected and weighted whole-brain functional connectivity between healthy aging individuals and people with mild cognitive impairment (MCI). The Network Change Point Detection algorithm was applied to identify the significant change points in the resting-state fMRI register, and we analyzed the fluctuations in the topological properties of the sub-networks between significant change points. Method: Ten MCI patients matched by gender and age in 1:1 ratio to healthy controls screened during patient recruitment. A neuropsychological evaluation was done to both groups as well as functional magnetic images were obtained with a Philips 3.0T. All the images were preprocessed and statistically analyzed through dynamic point estimation tools. Results: No statistically significant differences were found between groups in the number of significant change points in the functional connectivity networks. However, an interaction effect of age and state was detected on the intra-participant variability of the network strength. Conclusions: The progression of states was associated to higher variability in the patient's group. Additionally, higher performance in the prospective and retrospective memory scale was associated with higher median network strength.
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Affiliation(s)
| | - Marc Montalà-Flaquer
- Facultat de Psicologia, Universitat de Barcelona, Spain.,UB Institute of Complex Systems, Universitat de Barcelona, Spain
| | | | | | | | - Esteban Gudayol-Farré
- Facultad de Psicología, Universidad Miochoacana San Nicolás de Hidalgo, Morelia, Mexico
| | - Maribel Peró-Cebollero
- Facultat de Psicologia, Universitat de Barcelona, Spain.,UB Institute of Complex Systems, Universitat de Barcelona, Spain.,Institute of Neuroscience, Universitat de Barcelona, Spain
| | - Joan Guàrdia-Olmos
- Facultat de Psicologia, Universitat de Barcelona, Spain.,UB Institute of Complex Systems, Universitat de Barcelona, Spain.,Institute of Neuroscience, Universitat de Barcelona, Spain
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