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Lopes da Cunha P, Ruiz F, Ferrante F, Sterpin LF, Ibáñez A, Slachevsky A, Matallana D, Martínez Á, Hesse E, García AM. Automated free speech analysis reveals distinct markers of Alzheimer's and frontotemporal dementia. PLoS One 2024; 19:e0304272. [PMID: 38843210 PMCID: PMC11156374 DOI: 10.1371/journal.pone.0304272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 05/09/2024] [Indexed: 06/09/2024] Open
Abstract
Dementia can disrupt how people experience and describe events as well as their own role in them. Alzheimer's disease (AD) compromises the processing of entities expressed by nouns, while behavioral variant frontotemporal dementia (bvFTD) entails a depersonalized perspective with increased third-person references. Yet, no study has examined whether these patterns can be captured in connected speech via natural language processing tools. To tackle such gaps, we asked 96 participants (32 AD patients, 32 bvFTD patients, 32 healthy controls) to narrate a typical day of their lives and calculated the proportion of nouns, verbs, and first- or third-person markers (via part-of-speech and morphological tagging). We also extracted objective properties (frequency, phonological neighborhood, length, semantic variability) from each content word. In our main study (with 21 AD patients, 21 bvFTD patients, and 21 healthy controls), we used inferential statistics and machine learning for group-level and subject-level discrimination. The above linguistic features were correlated with patients' scores in tests of general cognitive status and executive functions. We found that, compared with HCs, (i) AD (but not bvFTD) patients produced significantly fewer nouns, (ii) bvFTD (but not AD) patients used significantly more third-person markers, and (iii) both patient groups produced more frequent words. Machine learning analyses showed that these features identified individuals with AD and bvFTD (AUC = 0.71). A generalizability test, with a model trained on the entire main study sample and tested on hold-out samples (11 AD patients, 11 bvFTD patients, 11 healthy controls), showed even better performance, with AUCs of 0.76 and 0.83 for AD and bvFTD, respectively. No linguistic feature was significantly correlated with cognitive test scores in either patient group. These results suggest that specific cognitive traits of each disorder can be captured automatically in connected speech, favoring interpretability for enhanced syndrome characterization, diagnosis, and monitoring.
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Affiliation(s)
- Pamela Lopes da Cunha
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Buenos Aires, Argentina
| | - Fabián Ruiz
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
| | - Franco Ferrante
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Buenos Aires, Argentina
- Facultad de Ingeniería, Universidad de Buenos Aires (FIUBA), Ciudad Autónoma de Buenos Aires, Buenos Aires, Argentina
| | - Lucas Federico Sterpin
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
| | - Agustín Ibáñez
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
- Latin American Brain Health (BrainLat) Institute, Universidad Adolfo Ibáñez, Santiago, Peñalolén, Región Metropolitana, Chile
- Global Brain Health Institute, University of California San Francisco, San Francisco, California, United States of America
- Trinity College Dublin, Dublin, Ireland
| | - Andrea Slachevsky
- Faculty of Medicine, Neuroscience and East Neuroscience Departments, Neuropsychology and Clinical Neuroscience Laboratory (LANNEC), Physiopathology Program – Institute of Biomedical Sciences (ICBM), University of Chile, Santiago, Chile
- Geroscience Center for Brain Health and Metabolism (GERO), Providencia, Santiago, Chile
- Hospital del Salvador and Faculty of Medicine, Memory and Neuropsychiatric Center (CMYN), Neurology Department, University of Chile, Providencia, Santiago, Chile
- Departamento de Medicina, Servicio de Neurología, Clínica Alemana-Universidad del Desarrollo, Las Condes, Región Metropolitana, Chile
| | - Diana Matallana
- Facultad de Medicina, Departamento de Psiquiatría (Programa PhD Neurociencias), Instituto de Envejecimiento, Pontificia Universidad Javeriana, Bogotá, Colombia
- Centro de Memoria y Cognición, Intellectus, Hospital Universitario San Ignacio Bogotá, San Ignacio, Colombia
- Departamento de Salud Mental, Hospital Universitario Santa Fe de Bogotá, Bogotá, Colombia
| | - Ángela Martínez
- Escuela de Medicina y Ciencias de la Salud, Universidad del Rosario, Bogotá, Colombia
| | - Eugenia Hesse
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
- Departamento de Matemática, Universidad de San Andres, Victoria, Buenos Aires, Argentina
| | - Adolfo M. García
- Cognitive Neuroscience Center, Universidad de San Andrés, Victoria, Buenos Aires, Argentina
- Latin American Brain Health (BrainLat) Institute, Universidad Adolfo Ibáñez, Santiago, Peñalolén, Región Metropolitana, Chile
- Global Brain Health Institute, University of California San Francisco, San Francisco, California, United States of America
- Facultad de Humanidades, Departamento de Lingüística y Literatura, Universidad de Santiago de Chile, Estación Central, Santiago, Chile
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Teitelbaum Dorfman F, Kogan B, Barttfeld P, García AM. Bilinguals on the footbridge: the role of foreign-language proficiency in moral decision making. BILINGUALISM (CAMBRIDGE, ENGLAND) 2024:1-16. [PMID: 39561112 PMCID: PMC11133874 DOI: 10.1017/s1366728924000312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 03/04/2024] [Accepted: 03/05/2024] [Indexed: 11/21/2024]
Abstract
Socio-cognitive research on bilinguals points to a moral foreign-language effect (MFLE), with more utilitarian choices (e.g., sacrificing someone to save more people) for moral dilemmas presented in the second language (L2) relative to the first language. Yet, inconsistent results highlight the influence of subject-level variables, including a critical underexplored factor: L2 proficiency (L2p). Here we provide a systematic review of 57 bilingualism studies on moral dilemmas, showing that L2p rarely modulates responses to impersonal dilemmas, but it does impact personal dilemmas (with MFLEs proving consistent at intermediate L2p levels but unsystematic at high L2p levels). We propose an empirico-theoretical framework to conceptualize such patterns, highlighting the impact of L2p on four affective mediating factors: mental imagery, inhibitory control, prosocial behavior and numerical processing. Finally, we outline core challenges for the field. These insights open new avenues at the crossing of bilingualism and social cognition research.
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Affiliation(s)
- Federico Teitelbaum Dorfman
- Cognitive Neuroscience Center, Universidad de San Andrés, Buenos Aires, Argentina
- Cognitive Science Group, Facultad de Psicología, Instituto de Investigaciones Psicológicas (IIPsi, CONICET-UNC), Universidad Nacional de Córdoba, Córdoba, Argentina
| | - Boris Kogan
- Cognitive Neuroscience Center, Universidad de San Andrés, Buenos Aires, Argentina
- National Scientific and Technical Research Council (CONICET), Buenos Aires, Argentina
- Department of Philosophy, Faculty of Humanities, National University of Mar del Plata, Buenos Aires, Argentina
| | - Pablo Barttfeld
- Cognitive Science Group, Facultad de Psicología, Instituto de Investigaciones Psicológicas (IIPsi, CONICET-UNC), Universidad Nacional de Córdoba, Córdoba, Argentina
| | - Adolfo M García
- Cognitive Neuroscience Center, Universidad de San Andrés, Buenos Aires, Argentina
- Global Brain Health Institute, University of California, San Francisco, CA 94158, USA and Trinity College Dublin, Dublin, Ireland
- Departamento de Lingüística y Literatura, Facultad de Humanidades, Universidad de Santiago de Chile, Santiago, Chile
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Birba A, López-Pigüi J, León Santana I, García AM. Impaired social concept processing in persons with autistic-like traits. Sci Rep 2023; 13:15709. [PMID: 37735251 PMCID: PMC10514259 DOI: 10.1038/s41598-023-42889-2] [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] [Received: 02/23/2023] [Accepted: 09/15/2023] [Indexed: 09/23/2023] Open
Abstract
Situated models suggest that social concepts are grounded in interpersonal experience. However, few studies have tested this notion experimentally, and none has targeted individuals with reduced social interaction. Here, we assessed comprehension of text-level social and non-social concepts in persons with and without autistic-like traits. Participants read a social and a non-social text and answered questionnaires targeting social and non-social concepts, respectively. We compared behavioral outcomes, gauged their contribution to subject-level classification, and examined their association with validated measures of autism. Persons with autistic-like traits showed selective deficits in grasping text-level social concepts, even adjusting for intelligence, memory, and vocabulary. Also, social concept comprehension was the only variable that significantly classified between groups. Finally, social concept outcomes correlated negatively with measures of autism, including social interaction. Our results suggest that reduced interpersonal experience selectively compromises text-level social concept processing, offering empirical constraints for situated models of social semantics.
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Affiliation(s)
- Agustina Birba
- Cognitive Neuroscience Center, University of San Andrés, Vito Dumas 284, B1644BID, Victoria, Buenos Aires, Argentina
- Instituto Universitario de Neurociencia, Universidad de La Laguna, Tenerife, Spain
| | - Joana López-Pigüi
- Instituto Universitario de Neurociencia, Universidad de La Laguna, Tenerife, Spain
- Department of Psychology, Faculty of Health Sciences, University of Hull, Kingston Upon Hull, UK
| | - Inmaculada León Santana
- Instituto Universitario de Neurociencia, Universidad de La Laguna, Tenerife, Spain
- Facultad de Psicología, Universidad de La Laguna, Tenerife, Spain
| | - Adolfo M García
- Cognitive Neuroscience Center, University of San Andrés, Vito Dumas 284, B1644BID, Victoria, Buenos Aires, Argentina.
- Global Brain Health Institute, University of California San Francisco, San Francisco, USA.
- Departamento de Lingüística y Literatura, Facultad de Humanidades, Universidad de Santiago de Chile, Santiago, Chile.
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Borghi AM, Osińska A, Roepstorff A, Raczaszek-Leonardi J. Editorial concepts in interaction: social engagement and inner experiences. Philos Trans R Soc Lond B Biol Sci 2023; 378:20210351. [PMID: 36571137 PMCID: PMC9791470 DOI: 10.1098/rstb.2021.0351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
This theme issue aims to view the literature on concepts through a novel lens, that of social interaction and its influence on inner experiences. It discusses unsolved problems in literature on concepts, emphasizing the distinction between concrete versus abstract concepts and external versus internal grounding. This introductory article reflects the two research streams that the theme aims to bridge-in this area, the dimension of embodied interaction with others and how this influences the interaction with ourselves is still underexplored. In the first part, we discuss recent trends in social cognition, showing how interacting with others influences our concepts. In the second part, we address how social interactions become part of our inner world in a Vygotskian fashion. First, we illustrate how interoception, emotion and metacognition are connected with concepts and knowledge. Second, we deal with how language, in both its outer and inner form, can empower cognition and concepts. We also briefly describe how novel experimental and computational methods contribute to investigating the online use of concepts. Overall, this introductory article outlines the potentialities of an integrated and interactive approach that can give new, fresh life to a topic, that of concepts, which lies at the root of human cognition. This article is part of the theme issue 'Concepts in interaction: social engagement and inner experiences'.
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Affiliation(s)
- Anna M. Borghi
- Dynamic and Clinical Psychology, and Health Studies, Sapienza University of Rome, 00185 Rome, Lazio, Italy,Institute of Cognitive Sciences and Technologies, National Research Council, 00185 Rome, Lazio, Italy
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