Luc Vermeylen, Senne Braem, Ivan I Ivanchei, Kobe Desender, J M García-Román, Carlos González-García, María Ruz, Wim Notebaert
{"title":"The temporal dynamics of metacognitive experiences track rational adaptations in task performance.","authors":"Luc Vermeylen, Senne Braem, Ivan I Ivanchei, Kobe Desender, J M García-Román, Carlos González-García, María Ruz, Wim Notebaert","doi":"10.1038/s44271-025-00282-x","DOIUrl":"10.1038/s44271-025-00282-x","url":null,"abstract":"<p><p>Human task performance elicits diverse subjective metacognitive experiences, such as boredom, effort, fatigue, and frustration, which are considered to play important roles in the monitoring and regulation of cognitive processes. Yet, their specific contributions to task performance remain poorly understood. Therefore, we investigated the temporal dynamics underlying these metacognitive experiences and latent cognitive processes supporting task performance. We used a time-on-task design using a conflict task and analyzed the data using a comprehensive approach encompassing behavioral, model-based, subjective, and neural measures (N = 111). Our results show that changes in cognitive processes can be understood as a rational attempt to optimize task performance and that distinct metacognitive experiences are related to different aspects of this rational endeavor. These findings suggest that metacognitive experiences act as tools for humans to gain insights into the optimality of their cognitive performance.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"96"},"PeriodicalIF":0.0,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12226731/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144562543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Large language models predict cognition and education close to or better than genomics or expert assessment.","authors":"Tobias Wolfram","doi":"10.1038/s44271-025-00274-x","DOIUrl":"10.1038/s44271-025-00274-x","url":null,"abstract":"<p><p>Previous research using standard social survey data has emphasized a relative lack of power when predicting educational and psychological outcomes. Leveraging a unique longitudinal dataset, we explore predictability of educational attainment, cognitive abilities, and non-cognitive traits. Integrating various measures of computational linguistics and large language model-based embeddings within a SuperLearner framework trained on short aspirational essays written at age 11, we accurately predict cognition and non-cognitive traits at the same and later age to a similar degree as teacher assessments, and better than genomic data. The same is true for predicting final educational attainment. Combining text, genetic markers, and teacher assessments into an ensemble model, we can predict cognitive ability at close to test-retest reliability of gold-standard tests ( <math> <msubsup><mrow><mi>R</mi></mrow> <mrow><mi>H</mi> <mi>o</mi> <mi>l</mi> <mi>d</mi> <mi>o</mi> <mi>u</mi> <mi>t</mi></mrow> <mrow><mn>2</mn></mrow> </msubsup> <mo>=</mo> <mn>0.7</mn></math> ) and explain 38% of individual differences in attainment. A sociological model comparable to the baseline of the Fragile Family Challenge replicates the FFC's findings regarding the level of predictability achievable with such data. These findings show that recent advances in large language models and machine learning equip behavioural scientists with tools for prediction of psycho-social features.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"95"},"PeriodicalIF":0.0,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12229686/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144562542","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
J Baker, Hvv Ngo, T N Efthimiou, A Elsenaar, M Mehu, S Korb
{"title":"Electrical stimulation of smiling muscles reduces visual processing load and enhances happiness perception in neutral faces.","authors":"J Baker, Hvv Ngo, T N Efthimiou, A Elsenaar, M Mehu, S Korb","doi":"10.1038/s44271-025-00281-y","DOIUrl":"10.1038/s44271-025-00281-y","url":null,"abstract":"<p><p>Theories of embodied cognition suggest that after an initial visual processing stage, emotional faces elicit spontaneous facial mimicry and that the accompanying change in proprioceptive facial feedback contributes to facial emotion recognition. However, this temporal sequence has not yet been properly tested, given the lack of methods allowing to manipulate or interfere with facial muscle activity at specific time points. The current study (N = 52, 28 women) investigated this key question using EEG and facial neuromuscular electrical stimulation (fNMES)-a technique offering superior control over which facial muscles are activated and when. Participants categorised neutral, happy and sad avatar faces as either happy or sad and received fNMES (except in the control condition) to bilateral zygomaticus major muscles during early visual processing (-250 to +250 ms of face onset), or later visual processing, when mimicry typically arises (500-1000 ms after face onset). Both early and late fNMES resulted in a happiness bias specific to neutral faces, which was mediated by a reduced N170 in the early window. In contrast, a modulation of the beta-band (13-22 Hz) coherence between somatomotor and occipital cortices was found in the late fNMES, although this did not predict categorisation choice. We propose that facial feedback biases emotion recognition at different visual processing stages by reducing visual processing load.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"94"},"PeriodicalIF":0.0,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12222020/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144556377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Carina Forster, Tilman Stephani, Martin Grund, Eleni Panagoulas, Esra Al, Simon M Hofmann, Vadim V Nikulin, Arno Villringer
{"title":"Pre-stimulus beta power mediates explicit and implicit perceptual biases in distinct cortical areas.","authors":"Carina Forster, Tilman Stephani, Martin Grund, Eleni Panagoulas, Esra Al, Simon M Hofmann, Vadim V Nikulin, Arno Villringer","doi":"10.1038/s44271-025-00265-y","DOIUrl":"10.1038/s44271-025-00265-y","url":null,"abstract":"<p><p>Perception is biased by expectations and previous actions. Pre-stimulus brain oscillations are a potential candidate for implementing biases in the brain. In two EEG studies (43 and 39 participants) on somatosensory near-threshold detection, we investigated the pre-stimulus neural correlates of an (implicit) previous choice bias and an explicit bias. The explicit bias was introduced by informing participants about stimulus probability on a single-trial level (volatile context) or block-wise (stable context). Behavioural analysis confirmed adjustments in the decision criterion and confidence ratings according to the cued probabilities and previous choice-induced biases. Pre-stimulus beta power with distinct sources in sensory and higher-order cortical areas predicted explicit and implicit biases, respectively, on a single subject level and partially mediated the impact of previous choice and stimulus probability on the detection response. We suggest pre-stimulus beta oscillations in distinct brain areas as a neural correlate of explicit and implicit biases in somatosensory perception.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"93"},"PeriodicalIF":0.0,"publicationDate":"2025-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12182587/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144340739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Eric Legler, Darío Cuevas Rivera, Sarah Schwöbel, Ben J Wagner, Stefan Kiebel
{"title":"Cognitive computational model reveals repetition bias in a sequential decision-making task.","authors":"Eric Legler, Darío Cuevas Rivera, Sarah Schwöbel, Ben J Wagner, Stefan Kiebel","doi":"10.1038/s44271-025-00271-0","DOIUrl":"10.1038/s44271-025-00271-0","url":null,"abstract":"<p><p>Humans tend to repeat action sequences that have led to reward. Recent computational models, based on a long-standing psychological theory, suggest that action selection can also be biased by how often an action or sequence of actions was repeated before, independent of rewards. However, empirical support for such a repetition bias effect in value-based decision-making remains limited. In this study, we provide evidence of a repetition bias for action sequences using a sequential decision-making task (N = 70). Through computational modeling of choices, we demonstrate both the learning and influence of a repetition bias on human value-based decisions. Using model comparison, we find that decisions are best explained by the combined influence of goal-directed reward seeking and a tendency to repeat action sequences. Additionally, we observe significant individual differences in the strength of this repetition bias. These findings lay the groundwork for further research on the interaction between goal-directed reward seeking and the repetition of action sequences in human decision making.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"92"},"PeriodicalIF":0.0,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12166051/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144295600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Emma F Thomas, Christina Stothard, Tomasz Besta, Gulcin Akbas, Julia C Becker, Maja Becker, Tymofii Brik, Maria Chayinska, Makiko Deguchi, Sandesh Dhakal, Kaltrina Kelmendi, Anna Kende, Soledad de Lemus, Paul Le Dornat, Magdalena Iwanowska, Angela Leung, Sarah Martiny, Rie Mizuki, Danny Osborne, Marek Palace, Maura Pozzi, Carlo Pistoni, Raja Intan Arifah Binti Raja Reza Shah, Pravash Kumar Raut, Saba Safdar, Katherine Stroebe, Dijana Sulejmanović, Eugene Y J Tee, Gonneke Ton, Ozden Melis Ulug, Ana Urbiola, Nathan Weber, Anna Włodarczyk, Martijn van Zomeren
{"title":"Author Correction: Anti-immigration conspiracy beliefs are associated with endorsement of conventional and violent actions opposing immigration and attitudes towards democracy across 21 countries.","authors":"Emma F Thomas, Christina Stothard, Tomasz Besta, Gulcin Akbas, Julia C Becker, Maja Becker, Tymofii Brik, Maria Chayinska, Makiko Deguchi, Sandesh Dhakal, Kaltrina Kelmendi, Anna Kende, Soledad de Lemus, Paul Le Dornat, Magdalena Iwanowska, Angela Leung, Sarah Martiny, Rie Mizuki, Danny Osborne, Marek Palace, Maura Pozzi, Carlo Pistoni, Raja Intan Arifah Binti Raja Reza Shah, Pravash Kumar Raut, Saba Safdar, Katherine Stroebe, Dijana Sulejmanović, Eugene Y J Tee, Gonneke Ton, Ozden Melis Ulug, Ana Urbiola, Nathan Weber, Anna Włodarczyk, Martijn van Zomeren","doi":"10.1038/s44271-025-00273-y","DOIUrl":"10.1038/s44271-025-00273-y","url":null,"abstract":"","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"91"},"PeriodicalIF":0.0,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12166046/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144295599","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Carter M Goldman, Toru Takahashi, Claire A Lavalley, Ning Li, Samuel M Taylor, Anne E Chuning, Rowan Hodson, Jennifer L Stewart, Robert C Wilson, Sahib S Khalsa, Martin P Paulus, Ryan Smith
{"title":"Individuals with methamphetamine use disorder show reduced directed exploration and learning rates independent of an aversive interoceptive state induction.","authors":"Carter M Goldman, Toru Takahashi, Claire A Lavalley, Ning Li, Samuel M Taylor, Anne E Chuning, Rowan Hodson, Jennifer L Stewart, Robert C Wilson, Sahib S Khalsa, Martin P Paulus, Ryan Smith","doi":"10.1038/s44271-025-00269-8","DOIUrl":"10.1038/s44271-025-00269-8","url":null,"abstract":"<p><p>Methamphetamine use disorder (MUD) is associated with substantially reduced quality of life. Yet, decisions to use persist, due in part to avoidance of anticipated withdrawal states. However, the specific cognitive mechanisms underlying this decision process, and possible modulatory effects of aversive states, remain unclear. Here, 56 individuals with MUD and 58 healthy comparisons (HCs) performed a decision task, both with and without an aversive interoceptive state induction. Computational modeling measured the tendency to test beliefs about uncertain outcomes (directed exploration) and the ability to update beliefs in response to outcomes (learning rates). Compared to HCs, the MUD group exhibited less directed exploration and slower learning rates, but these differences were not affected by the aversive state induction. Follow-up analyses further suggested that reduced exploration in those with MUD was best explained by greater avoidance of uncertainty on the task, and that trait differences in cognitive reflectiveness might account for these differences in task behavior. These results suggest state-independent computational mechanisms whereby individuals with MUD may have difficulties in testing beliefs about the tolerability of abstinence and in adjusting behavior in response to consequences of continued use.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"90"},"PeriodicalIF":0.0,"publicationDate":"2025-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12145274/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144251736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hirotaka Imada, Yukako Inoue, Alice Yamamoto-Wilson, Tatsuyoshi Saijo, Nobuhiro Mifune
{"title":"Ingroup favoritism and outgroup derogation in intergenerational cooperation.","authors":"Hirotaka Imada, Yukako Inoue, Alice Yamamoto-Wilson, Tatsuyoshi Saijo, Nobuhiro Mifune","doi":"10.1038/s44271-025-00272-z","DOIUrl":"10.1038/s44271-025-00272-z","url":null,"abstract":"<p><p>Issues related to sustainability (e.g., climate change and over-fishing) often manifest themselves as intergenerational social dilemmas, where people are faced with a choice between self-serving, unsustainable behavior and sustainable, personally costly behavior. Extending the previous literature on (non-intergenerational) intergroup cooperation, we tested whether group membership of the future generations influenced sustainable decision-making. In two preregistered studies using the intergenerational sustainability dilemma game, we found that individuals were more likely to make a sustainable (vs. selfish) decision when they believed that their current behavior would benefit future ingroup members, whereas more selfish decisions were made when benefits would accrue to outgroup members. These findings held in both the minimal group (Study 1: N = 1393) and national group (Study 2: Japan vs. China, N = 1781) contexts. The effect of ingroup intergenerational membership on cooperation was mediated by higher felt responsibility for future generations in both minimal and national group contexts. The effect of outgroup membership on intergenerational cooperation was mediated by a reduced sense of reputational concern in the minimal group context and by reduced affinity, legacy motivation, and responsibility for future generations in the nationality context.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"89"},"PeriodicalIF":0.0,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12144128/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144251737","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yi Yang, Katherine Hackett, Srikar Katta, Rita M Ludwig, Johanna Jarcho, Tania Giovannetti, Dominic S Fareri, David V Smith
{"title":"Psychological, social, and health-related factors predict risk for financial exploitation.","authors":"Yi Yang, Katherine Hackett, Srikar Katta, Rita M Ludwig, Johanna Jarcho, Tania Giovannetti, Dominic S Fareri, David V Smith","doi":"10.1038/s44271-025-00266-x","DOIUrl":"10.1038/s44271-025-00266-x","url":null,"abstract":"<p><p>People lose tens of billions of dollars a year to financial exploitation in the United States alone. Few studies have examined how preferences for trust and fairness in economic activities may contribute to risk for financial exploitation. Furthermore, few studies have examined the interaction between risk factors. In three studies, we attempt to address these gaps by surveying 1918 (Study 1 = 680, Study 2 = 305, Study 3 = 933) demographically and socioeconomically diverse participants to examine putative risk factors for self-reported financial exploitation. We focused on: (1) how trust in others and fairness preferences during economic games are associated with self-reported financial exploitation; and (2) how sociodemographic and health-related factors interact with psychosocial factors to confer risk for financial exploitation. We found participants with lower socioeconomic status and poor emotion regulation skills were at the greatest risk for financial exploitation. We also found associations between greater risk for financial exploitation and poorer physical health, more severe cognitive decline, increased persuadability, and increased insensitivity to trustworthiness cues. Our findings suggest that risk for financial exploitation is dependent upon a combination of psychosocial, sociodemographic and health factors, which may lead to interventions that protect vulnerable individuals.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"88"},"PeriodicalIF":0.0,"publicationDate":"2025-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12141040/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144236396","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Adam M Morgan, Orrin Devinsky, Werner K Doyle, Patricia Dugan, Daniel Friedman, Adeen Flinker
{"title":"Decoding words during sentence production with ECoG reveals syntactic role encoding and structure-dependent temporal dynamics.","authors":"Adam M Morgan, Orrin Devinsky, Werner K Doyle, Patricia Dugan, Daniel Friedman, Adeen Flinker","doi":"10.1038/s44271-025-00270-1","DOIUrl":"10.1038/s44271-025-00270-1","url":null,"abstract":"<p><p>Sentence production is the uniquely human ability to transform complex thoughts into strings of words. Despite the importance of this process, language production research has primarily focused on single words. It remains a largely untested assumption that the principles of word production generalize to more naturalistic utterances like sentences. Here, we investigate this using high-resolution neurosurgical recordings (ECoG) and an overt production experiment where ten patients produced six words in isolation (picture naming) and in sentences (scene description). We trained machine learning classifiers to identify the unique brain activity patterns for each word during picture naming, and used these patterns to decode which words patients were processing while they produced sentences. Our findings confirm that words share cortical representations across tasks, but reveal a division of labor within the language network. In sensorimotor cortex, words were consistently activated in the order in which they were said in the sentence. However, in prefrontal cortex, the order in which words were processed depended on the syntactic structure of the sentence. In non-canonical sentences (passives), we further observed a spatial code for syntactic roles, with subjects selectively encoded in inferior frontal gyrus (IFG) and objects selectively encoded in middle frontal gyrus (MFG). We suggest that these complex dynamics of prefrontal cortex may impose a subtle pressure on language evolution, potentially explaining why nearly all the world's languages position subjects before objects.</p>","PeriodicalId":501698,"journal":{"name":"Communications Psychology","volume":"3 1","pages":"87"},"PeriodicalIF":0.0,"publicationDate":"2025-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12133590/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144218042","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}