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1.
Magn Reson Med ; 2024 May 09.
Artigo em Inglês | MEDLINE | ID: mdl-38725132

RESUMO

PURPOSE: To investigate the feasibility of diffusion tensor brain imaging at 0.55T with comparisons against 3T. METHODS: Diffusion tensor imaging data with 2 mm isotropic resolution was acquired on a cohort of five healthy subjects using both 0.55T and 3T scanners. The signal-to-noise ratio (SNR) of the 0.55T data was improved using a previous SNR-enhancing joint reconstruction method that jointly reconstructs the entire set of diffusion weighted images from k-space using shared-edge constraints. Quantitative diffusion tensor parameters were estimated and compared across field strengths. We also performed a test-retest assessment of repeatability at each field strength. RESULTS: After applying SNR-enhancing joint reconstruction, the diffusion tensor parameters obtained from 0.55T data were strongly correlated ( R 2 ≥ 0 . 70 $$ {R}^2\ge 0.70 $$ ) with those obtained from 3T data. Test-retest analysis showed that SNR-enhancing reconstruction improved the repeatability of the 0.55T diffusion tensor parameters. CONCLUSION: High-resolution in vivo diffusion MRI of the human brain is feasible at 0.55T when appropriate noise-mitigation strategies are applied.

2.
Sci Robot ; 8(80): eabq3658, 2023 07 12.
Artigo em Inglês | MEDLINE | ID: mdl-37436969

RESUMO

Given the accelerating powers of artificial intelligence (AI), we must equip artificial agents and robots with empathy to prevent harmful and irreversible decisions. Current approaches to artificial empathy focus on its cognitive or performative processes, overlooking affect, and thus promote sociopathic behaviors. Artificially vulnerable, fully empathic AI is necessary to prevent sociopathic robots and protect human welfare.


Assuntos
Inteligência Artificial , Robótica , Humanos , Empatia
3.
Sci Rep ; 13(1): 10140, 2023 06 22.
Artigo em Inglês | MEDLINE | ID: mdl-37349385

RESUMO

When communicating about political issues, messages targeted to resonate with the core values of the receiver may be effective, an approach known as moral reframing. During the COVID-19 pandemic, we tested the relationships between moral values and mask-wearing in a sample (N = 540) of self-identified liberals, conservatives, and moderates in the United States. Anti-mask attitudes were stronger in conservatives, and were associated with increased concerns for in-group loyalty, national identity, and personal liberty. We then crafted messages about the benefits of mask-wearing framed to resonate with these moral concerns, and in a pre-registered study of N = 597 self-identified U.S. conservatives, tested the effect of moral reframing on anti-mask attitudes and behaviors. Messages framed in terms of loyalty, with appeals to the protection of the community and America, were effective in reducing anti-mask beliefs, compared with unrelated control messages and messages delivering purely scientific information, and these changes in belief persisted for at least 1 week. Exploratory analyses showed that participants who saw loyalty-framed messages reported wearing masks in public more frequently in the subsequent week. This study provides evidence that framing messages about health behaviors in terms of group loyalty may be one productive way of communicating with conservative audiences.


Assuntos
COVID-19 , Humanos , Estados Unidos/epidemiologia , COVID-19/epidemiologia , COVID-19/prevenção & controle , Pandemias/prevenção & controle , Princípios Morais , Atitude , Comportamentos Relacionados com a Saúde
4.
Soc Cogn Affect Neurosci ; 17(12): 1082-1090, 2022 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-35579186

RESUMO

Recent work using multivariate-pattern analysis (MVPA) on functional magnetic resonance imaging (fMRI) data has found that distinct affective states produce correspondingly distinct patterns of neural activity in the cerebral cortex. However, it is unclear whether individual differences in the distinctiveness of neural patterns evoked by affective stimuli underlie empathic abilities such as perspective-taking (PT). Accordingly, we examined whether we could predict PT tendency from the classification of blood-oxygen-level-dependent (BOLD) fMRI activation patterns while participants (n = 57) imagined themselves in affectively charged scenarios. We used an MVPA searchlight analysis to map where in the brain activity patterns permitted the classification of four affective states: happiness, sadness, fear and disgust. Classification accuracy was significantly above chance levels in most of the prefrontal cortex and in the posterior medial cortices. Furthermore, participants' self-reported PT was positively associated with classification accuracy in the ventromedial prefrontal cortex and insula. This finding has implications for understanding affective processing in the prefrontal cortex and for interpreting the cognitive significance of classifiable affective brain states. Our multivariate approach suggests that PT ability may rely on the grain of internally simulated affective representations rather than simply the global strength.


Assuntos
Mapeamento Encefálico , Emoções , Humanos , Mapeamento Encefálico/métodos , Emoções/fisiologia , Córtex Pré-Frontal/diagnóstico por imagem , Córtex Pré-Frontal/fisiologia , Encéfalo/fisiologia , Imageamento por Ressonância Magnética/métodos
5.
Front Hum Neurosci ; 15: 665319, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34290594

RESUMO

Engaging with narratives involves a complex array of cognitive and affective processes. These processes make stories persuasive in ways that standard arguments are not, though the underlying reasons for this remain unclear. Transportation theory proposes a potential explanation for this: narratives are processed in a way which makes individuals feel immersed in the world of a story, which in turn leads people to resonate emotionally with the events of the story. Recent fMRI studies have shown that the posterior medial cortex (PMC) and anterior insula (AI) play important roles in understanding the meaning of stories and experiencing the feelings they produce. In this study, we aimed to explore the AI's and PMC's role in narrative processing by measuring their functional connectivity with the rest of the brain during story listening, and how connectivity changes as a function of narrative transportation and the persuasiveness of the story. We analyzed data from 36 right-handed subjects who listened to two stories, obtained from podcasts, inside the fMRI scanner. After the scan, subjects were asked a series of questions, including a measure of how transported into the story they felt, how likely they would be to donate to causes related to the messages of the stories. We used searchlight multivariate pattern analysis (MVPA) to classify functional connectivity maps using seeds in both the AI and PMC and to compare these maps between participants who differed in transportation and prosocial intention. We found that connectivity to various regions successfully distinguished between high and low ratings on each of these behavioral measures with accuracies over 75%. However, only one pattern of connectivity was consistent across both stories: PMC-inferior frontal gyrus connectivity successfully distinguished high and low ratings of narrative transportation in both stories. All other findings were not consistent across stories. Instead, we found that patterns of connectivity may relate more to the specific content of the story rather than to a universal way in which narratives are processed.

6.
Perspect Psychol Sci ; 15(5): 1187-1199, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32758063

RESUMO

Ambivalent affective states, such as bittersweetness, nostalgia, and longing, which are felt as having both positive and negative aspects, are an important component of human experience but have received little attention. The most influential theoretical frameworks in affective neuroscience focus largely on univalenced states. As a result, it is not known whether ambivalent affect corresponds to a simultaneously positive and negative valenced state or whether it results from a rapid vacillation between positive and negative states. Here we hypothesize that ambivalent affect involves both mechanisms, that is, rapid vacillation and simultaneity of positive and negative affect, albeit at different neurobiological levels. Rapidly vacillating univalent emotions could give rise to an ambivalent feeling, a mechanism that depends on brainstem nuclei that facilitate rapid action programs of emotional behavior while inhibiting opposing behaviors. This reciprocal inhibition prevents organisms from simultaneously implementing responses to conflicting emotions but also allows for rapid switching between emotions triggered by counterfactual thinking and rapid reappraisal of situations. We propose that as these transitions occur and respective interoceptive information reaches the insular cortex, further processing of this "emotional moment" would allow separate emotional events to be experienced as one "mixed" and integrated feeling.


Assuntos
Afeto/fisiologia , Tronco Encefálico/fisiologia , Córtex Cerebral/fisiologia , Desenvolvimento Infantil/fisiologia , Conflito Psicológico , Interocepção/fisiologia , Inibição Neural/fisiologia , Criança , Pré-Escolar , Humanos
7.
Cancer Prev Res (Phila) ; 13(4): 343-350, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-31948998

RESUMO

A massive portion of cancer burden is accounted for by a small collection of highly prevalent cancer risk behaviors (e.g., low physical activity, unhealthy diet, and tobacco use). Why people engage in numerous types of cancer risk behaviors and fail to adopt various cancer prevention behaviors has been poorly understood. In this commentary, we propose a novel scientific framework, which argues that a common affective (i.e., emotion based) mechanism underpins a diversity of such cancer risk and prevention behaviors. The scientific premise is that cancer risk and prevention behaviors produce immediate and robust changes in affective states that are translated into motivations and drives, which promote further pursuit of risk behaviors or avoidance of prevention behaviors. After describing the conceptual and scientific basis for this framework, we then propose central research questions that can address the validity and utility of the framework. Next, we selectively review and integrate findings on the mood-altering effects of various cancer risk and prevention behaviors from the addiction science, exercise science, and behavioral nutrition literatures, focusing on the nature and phenomenology of behavior-elicited mood changes and their value for predicting future behavior change. We conclude by discussing how this framework can be applied to address critical scientific questions in cancer control.


Assuntos
Antidepressivos/uso terapêutico , Terapia Comportamental/métodos , Exercício Físico , Comportamentos Relacionados com a Saúde , Transtornos do Humor/terapia , Neoplasias/prevenção & controle , Fumar/efeitos adversos , Dieta , Humanos , Transtornos do Humor/psicologia , Neoplasias/etiologia , Neoplasias/psicologia , Abandono do Hábito de Fumar
8.
Neuroimage ; 218: 116512, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-31901418

RESUMO

Psychological theories of emotion often highlight the dynamic quality of the affective experience, yet neuroimaging studies of affect have traditionally relied on static stimuli that lack ecological validity. Consequently, the brain regions that represent emotions and feelings as they unfold remain unclear. Recently, dynamic, model-free analytical techniques have been employed with naturalistic stimuli to better capture time-varying patterns of activity in the brain; yet, few studies have focused on relating these patterns to changes in subjective feelings. Here, we address this gap, using intersubject correlation and phase synchronization to assess how stimulus-driven changes in brain activity and connectivity are related to two aspects of emotional experience: emotional intensity and enjoyment. During fMRI scanning, healthy volunteers listened to a full-length piece of music selected to induce sadness. After scanning, participants listened to the piece twice while simultaneously rating the intensity of felt sadness or felt enjoyment. Activity in the auditory cortex, insula, and inferior frontal gyrus was significantly synchronized across participants. Synchronization in auditory, visual, and prefrontal regions was significantly greater in participants with higher measures of a subscale of trait empathy related to feeling emotions in response to music. When assessed dynamically, continuous enjoyment ratings positively predicted a moment-to-moment measure of intersubject synchronization in auditory, default mode, and striatal networks, as well as the orbitofrontal cortex, whereas sadness predicted intersubject synchronization in limbic and striatal networks. The results suggest that stimulus-driven patterns of neural communication in emotional processing and high-level cortical regions carry meaningful information with regards to our feeling in response to a naturalistic stimulus.


Assuntos
Encéfalo/fisiologia , Emoções/fisiologia , Música/psicologia , Adulto , Percepção Auditiva/fisiologia , Mapeamento Encefálico/métodos , Empatia/fisiologia , Feminino , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino , Adulto Jovem
9.
Dev Sci ; 21(6): e12686, 2018 11.
Artigo em Inglês | MEDLINE | ID: mdl-29890029

RESUMO

Community violence exposure is a common stressor, known to compromise youth cognitive and emotional development. In a diverse, urban sample of 22 adolescents, participants reported on community violence exposure (witnessing a beating or illegal drug use, hearing gun shots, or other forms of community violence) in early adolescence (average age 12.99), and underwent a neuroimaging scan 3-5 years later (average age 16.92). Community violence exposure in early adolescence predicted smaller manually traced left and right hippocampal and amygdala volumes in a model controlling for age, gender, and concurrent community violence exposure, measured in late adolescence. Community violence continued to predict hippocampus (but not amygdala) volumes after we also controlled for family aggression exposure in early adolescence. Community violence exposure was also associated with stronger resting state connectivity between the right hippocampus (using the manually traced structure as a seed region) and bilateral frontotemporal regions including the superior temporal gyrus and insula. These resting state connectivity results held after controlling for concurrent community violence exposure, SES, and family aggression. Although this is the first study focusing on community violence in conjunction with brain structure and function, these results dovetail with other research linking childhood adversity with smaller subcortical volumes in adolescence and adulthood, and with altered frontolimbic resting state connectivity. Our findings suggest that even community-level exposure to neighborhood violence can have detectable neural correlates in adolescents.


Assuntos
Tonsila do Cerebelo/fisiopatologia , Exposição à Violência/psicologia , Hipocampo/fisiopatologia , Características de Residência , Adolescente , Criança , Humanos , Estudos Longitudinais , Neuroimagem , Lobo Temporal
10.
Neuroimage ; 174: 1-10, 2018 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-29501874

RESUMO

Effective social functioning relies in part on the ability to identify emotions from auditory stimuli and respond appropriately. Previous studies have uncovered brain regions engaged by the affective information conveyed by sound. But some of the acoustical properties of sounds that express certain emotions vary remarkably with the instrument used to produce them, for example the human voice or a violin. Do these brain regions respond in the same way to different emotions regardless of the sound source? To address this question, we had participants (N = 38, 20 females) listen to brief audio excerpts produced by the violin, clarinet, and human voice, each conveying one of three target emotions-happiness, sadness, and fear-while brain activity was measured with fMRI. We used multivoxel pattern analysis to test whether emotion-specific neural responses to the voice could predict emotion-specific neural responses to musical instruments and vice-versa. A whole-brain searchlight analysis revealed that patterns of activity within the primary and secondary auditory cortex, posterior insula, and parietal operculum were predictive of the affective content of sound both within and across instruments. Furthermore, classification accuracy within the anterior insula was correlated with behavioral measures of empathy. The findings suggest that these brain regions carry emotion-specific patterns that generalize across sounds with different acoustical properties. Also, individuals with greater empathic ability have more distinct neural patterns related to perceiving emotions. These results extend previous knowledge regarding how the human brain extracts emotional meaning from auditory stimuli and enables us to understand and connect with others effectively.


Assuntos
Córtex Auditivo/fisiologia , Percepção Auditiva/fisiologia , Emoções/fisiologia , Estimulação Acústica , Adolescente , Adulto , Afeto/fisiologia , Encéfalo/fisiologia , Mapeamento Encefálico , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Adulto Jovem
11.
J Res Adolesc ; 28(1): 134-149, 2018 03.
Artigo em Inglês | MEDLINE | ID: mdl-29460354

RESUMO

Using longitudinal data from 21 adolescents, we assessed family aggression (via mother, father, and youth report) in early adolescence, externalizing behavior in mid-adolescence, and magnetic resonance imaging (MRI) data in late adolescence. Amygdalae were manually traced, and used as seed regions for resting state analyses. Both family aggression and subsequent externalizing behavior predicted larger right amygdala volumes and stronger amygdala-frontolimbic/salience network connectivity and weaker amygdala-posterior cingulate connectivity. Externalizing behavior in mid-adolescence mediated associations between family aggression in early adolescence and resting state connectivity between the amygdala and the subgenual anterior cingulate cortex, medial prefrontal cortex, orbitofrontal cortex, and posterior cingulate cortex in late adolescence. Family adversity and adolescent behavior problems may share common neural correlates.


Assuntos
Comportamento do Adolescente/psicologia , Agressão/psicologia , Tonsila do Cerebelo/diagnóstico por imagem , Vias Neurais/fisiologia , Adolescente , Tonsila do Cerebelo/anatomia & histologia , Tonsila do Cerebelo/fisiopatologia , Mecanismos de Defesa , Feminino , Giro do Cíngulo/fisiopatologia , Humanos , Estudos Longitudinais , Imageamento por Ressonância Magnética/métodos , Masculino , Negociação/métodos , Córtex Pré-Frontal/fisiopatologia
12.
Soc Cogn Affect Neurosci ; 12(10): 1637-1646, 2017 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-28981903

RESUMO

This study used an emotional go/no-go task to explore inhibitory spillover (how intentional cognitive inhibition 'spills over' to inhibit neural responses to affective stimuli) within 23 adolescents. Adolescents were shown emotional faces and asked to press a button depending on the gender of the face. When asked to inhibit with irrelevant affective stimuli present, adolescents recruited prefrontal cognitive control regions (rIFG, ACC) and ventral affective areas (insula, amygdala). In support of the inhibitory spillover hypothesis, increased activation of the rIFG and down-regulation of the amygdala occurred during negative, but not positive, inhibition trials compared with go trials. Functional connectivity analysis revealed coupling of the rIFG pars opercularis and ventral affective areas during negative no-go trials. Age was negatively associated with activation in frontal and temporal regions associated with inhibition and sensory integration. Internalizing symptoms were positively associated with increased bilateral IFG, ACC, putamen and pallidum. This is the first study to test the inhibitory spillover emotional go/no-go task within adolescents, who may have difficulties with inhibitory control, and to tie it to internalizing symptoms.


Assuntos
Inibição Psicológica , Psicologia do Adolescente , Adolescente , Afeto/fisiologia , Envelhecimento/psicologia , Tonsila do Cerebelo/fisiologia , Mapeamento Encefálico , Expressão Facial , Feminino , Lobo Frontal/fisiologia , Humanos , Estudos Longitudinais , Masculino , Vias Neurais/fisiologia , Desempenho Psicomotor/fisiologia , Tempo de Reação , Lobo Temporal/fisiologia , Adulto Jovem
13.
Hum Brain Mapp ; 38(12): 6096-6106, 2017 12.
Artigo em Inglês | MEDLINE | ID: mdl-28940969

RESUMO

Drawing from a common lexicon of semantic units, humans fashion narratives whose meaning transcends that of their individual utterances. However, while brain regions that represent lower-level semantic units, such as words and sentences, have been identified, questions remain about the neural representation of narrative comprehension, which involves inferring cumulative meaning. To address these questions, we exposed English, Mandarin, and Farsi native speakers to native language translations of the same stories during fMRI scanning. Using a new technique in natural language processing, we calculated the distributed representations of these stories (capturing the meaning of the stories in high-dimensional semantic space), and demonstrate that using these representations we can identify the specific story a participant was reading from the neural data. Notably, this was possible even when the distributed representations were calculated using stories in a different language than the participant was reading. Our results reveal that identification relied on a collection of brain regions most prominently located in the default mode network. These results demonstrate that neuro-semantic encoding of narratives happens at levels higher than individual semantic units and that this encoding is systematic across both individuals and languages. Hum Brain Mapp 38:6096-6106, 2017. © 2017 Wiley Periodicals, Inc.


Assuntos
Encéfalo/fisiologia , Compreensão/fisiologia , Multilinguismo , Narração , Leitura , Semântica , Adulto , Encéfalo/diagnóstico por imagem , Mapeamento Encefálico , Cultura , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Testes Neuropsicológicos , Reconhecimento Visual de Modelos/fisiologia , Psicolinguística , Tradução , Adulto Jovem
15.
Cereb Cortex ; 27(2): 1428-1438, 2017 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-26744541

RESUMO

Narratives are an important component of culture and play a central role in transmitting social values. Little is known, however, about how the brain of a listener/reader processes narratives. A receiver's response to narration is influenced by the narrator's framing and appeal to values. Narratives that appeal to "protected values," including core personal, national, or religious values, may be particularly effective at influencing receivers. Protected values resist compromise and are tied with identity, affective value, moral decision-making, and other aspects of social cognition. Here, we investigated the neural mechanisms underlying reactions to protected values in narratives. During fMRI scanning, we presented 78 American, Chinese, and Iranian participants with real-life stories distilled from a corpus of over 20 million weblogs. Reading these stories engaged the posterior medial, medial prefrontal, and temporo-parietal cortices. When participants believed that the protagonist was appealing to a protected value, signal in these regions was increased compared with when no protected value was perceived, possibly reflecting the intensive and iterative search required to process this material. The effect strength also varied across groups, potentially reflecting cultural differences in the degree of concern for protected values.


Assuntos
Encéfalo/fisiologia , Tomada de Decisões/fisiologia , Princípios Morais , Narração , Identificação Social , Adulto , China , Comparação Transcultural , Feminino , Humanos , Irã (Geográfico) , Imageamento por Ressonância Magnética/métodos , Masculino , Estados Unidos , Adulto Jovem
16.
Sci Rep ; 6: 39589, 2016 12 23.
Artigo em Inglês | MEDLINE | ID: mdl-28008965

RESUMO

People often discount evidence that contradicts their firmly held beliefs. However, little is known about the neural mechanisms that govern this behavior. We used neuroimaging to investigate the neural systems involved in maintaining belief in the face of counterevidence, presenting 40 liberals with arguments that contradicted their strongly held political and non-political views. Challenges to political beliefs produced increased activity in the default mode network-a set of interconnected structures associated with self-representation and disengagement from the external world. Trials with greater belief resistance showed increased response in the dorsomedial prefrontal cortex and decreased activity in the orbitofrontal cortex. We also found that participants who changed their minds more showed less BOLD signal in the insula and the amygdala when evaluating counterevidence. These results highlight the role of emotion in belief-change resistance and offer insight into the neural systems involved in belief maintenance, motivated reasoning, and related phenomena.


Assuntos
Tonsila do Cerebelo/fisiologia , Mapeamento Encefálico , Córtex Cerebral/fisiologia , Cultura , Córtex Pré-Frontal/fisiologia , Adolescente , Adulto , Comportamento , Emoções/fisiologia , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Imageamento por Ressonância Magnética , Masculino , Modelos Neurológicos , Motivação , Política , Inquéritos e Questionários , Fatores de Tempo
18.
Front Neurosci ; 10: 398, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27656121

RESUMO

Associations between brain structure and early adversity have been inconsistent in the literature. These inconsistencies may be partially due to methodological differences. Different methods of brain segmentation may produce different results, obscuring the relationship between early adversity and brain volume. Moreover, adolescence is a time of significant brain growth and certain brain areas have distinct rates of development, which may compromise the accuracy of automated segmentation approaches. In the current study, 23 adolescents participated in two waves of a longitudinal study. Family aggression was measured when the youths were 12 years old, and structural scans were acquired an average of 4 years later. Bilateral amygdalae and hippocampi were segmented using three different methods (manual tracing, FSL, and NeuroQuant). The segmentation estimates were compared, and linear regressions were run to assess the relationship between early family aggression exposure and all three volume segmentation estimates. Manual tracing results showed a positive relationship between family aggression and right amygdala volume, whereas FSL segmentation showed negative relationships between family aggression and both the left and right hippocampi. However, results indicate poor overlap between methods, and different associations were found between early family aggression exposure and brain volume depending on the segmentation method used.

19.
Hum Brain Mapp ; 36(9): 3629-40, 2015 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26047030

RESUMO

We continuously perceive objects in the world through multiple sensory channels. In this study, we investigated the convergence of information from different sensory streams within the cerebral cortex. We presented volunteers with three common objects via three different modalities-sight, sound, and touch-and used multivariate pattern analysis of functional magnetic resonance imaging data to map the cortical regions containing information about the identity of the objects. We could reliably predict which of the three stimuli a subject had seen, heard, or touched from the pattern of neural activity in the corresponding early sensory cortices. Intramodal classification was also successful in large portions of the cerebral cortex beyond the primary areas, with multiple regions showing convergence of information from two or all three modalities. Using crossmodal classification, we also searched for brain regions that would represent objects in a similar fashion across different modalities of presentation. We trained a classifier to distinguish objects presented in one modality and then tested it on the same objects presented in a different modality. We detected audiovisual invariance in the right temporo-occipital junction, audiotactile invariance in the left postcentral gyrus and parietal operculum, and visuotactile invariance in the right postcentral and supramarginal gyri. Our maps of multisensory convergence and crossmodal generalization reveal the underlying organization of the association cortices, and may be related to the neural basis for mental concepts.


Assuntos
Percepção Auditiva/fisiologia , Encéfalo/fisiologia , Percepção do Tato/fisiologia , Percepção Visual/fisiologia , Mapeamento Encefálico/métodos , Feminino , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino , Estimulação Física , Processamento de Sinais Assistido por Computador
20.
Front Hum Neurosci ; 9: 151, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-25859202

RESUMO

Here we highlight an emerging trend in the use of machine learning classifiers to test for abstraction across patterns of neural activity. When a classifier algorithm is trained on data from one cognitive context, and tested on data from another, conclusions can be drawn about the role of a given brain region in representing information that abstracts across those cognitive contexts. We call this kind of analysis Multivariate Cross-Classification (MVCC), and review several domains where it has recently made an impact. MVCC has been important in establishing correspondences among neural patterns across cognitive domains, including motor-perception matching and cross-sensory matching. It has been used to test for similarity between neural patterns evoked by perception and those generated from memory. Other work has used MVCC to investigate the similarity of representations for semantic categories across different kinds of stimulus presentation, and in the presence of different cognitive demands. We use these examples to demonstrate the power of MVCC as a tool for investigating neural abstraction and discuss some important methodological issues related to its application.

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