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  1. Novelty seeking might underlie curiosity and the novelty dimension of creativity, but not the usefulness dimension.Oguz A. Acar & Christoph Fuchs - 2024 - Behavioral and Brain Sciences 47:e90.
    We question the perspective that curiosity and creativity stem from a shared novelty-seeking process. We emphasize that creativity has two distinct dimensions: Novelty and usefulness, each involving separate cognitive processes. These dimensions may not necessarily mutually reinforce each other. We contend that a more comprehensive model that encompasses the full scope of the creativity construct is needed.
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  2.  11
    Replies to commentaries on beyond playing 20 questions with nature.Abdullah Almaatouq, Thomas L. Griffiths, Jordan W. Suchow, Mark E. Whiting, James Evans & Duncan J. Watts - 2024 - Behavioral and Brain Sciences 47:e65.
    Commentaries on the target article offer diverse perspectives on integrative experiment design. Our responses engage three themes: (1) Disputes of our characterization of the problem, (2) skepticism toward our proposed solution, and (3) endorsement of the solution, with accompanying discussions of its implementation in existing work and its potential for other domains. Collectively, the commentaries enhance our confidence in the promise and viability of integrative experiment design, while highlighting important considerations about how it is used.
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  3.  9
    Integrative experiments require a shared theoretical and methodological basis.Pietro Amerio, Nicolas Coucke & Axel Cleeremans - 2024 - Behavioral and Brain Sciences 47:e34.
    Creating an integrated design space can be successful only if researchers agree on how to define and measure a certain phenomenon of interest. Adversarial collaborations and mathematical modeling can aid in reaching the necessary level of agreement when researchers depart from different theoretical perspectives.
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  4.  9
    On peace and its logic.Michael V. Antony - 2024 - Behavioral and Brain Sciences 47:e2.
    Glowacki argues that the human capacity for peace emerged 100,000 years ago, and that the logic of peace is such that the traits and technologies that enable peace are the same that are used to wage war. In my commentary I raise some concerns about these points as well as about Glowacki's understanding of peace.
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  5. The creativity of architects.Michael A. Arbib - 2024 - Behavioral and Brain Sciences 47:e91.
    TA builds on the state of mind (SoM) framework to offer the novelty-seeking model (NSM). The model relates curiosity to creativity but this commentary focuses on creativity: (i) It assesses the SoM + NSM model of creativity-in-the-lab, showing that the focus on semantic networks is inadequate. (ii) It discusses architectural design to sketch ideas for a theory of “big C” creativity.
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  6. Distinct neurocognitive pathways underlying creativity: An integrative approach.Matthijs Baas, Claire E. Stevenson, Corinna Perchtold-Stefan, Bernard A. Nijstad & Carsten K. W. De Dreu - 2024 - Behavioral and Brain Sciences 47:e92.
    By examining the shared neuro-cognitive correlates of curiosity and creativity, we better understand the brain basis of creativity. However, by only examining shared components, important neuro-cognitive correlates are overlooked. Here, we argue that any comprehensive brain model of creativity should consider multiple cognitive processes and, alongside the interplay between brain networks, also the neurochemistry and neural oscillations that underly creativity.
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  7.  4
    The elephant's other legs: What some sciences actually do.Jonathan Baron - 2024 - Behavioral and Brain Sciences 47:e35.
    Integrative experiments, as described, seem blindly empirical, as if the question of generality of effects could not be understood through controlled one-at-a-time experiments. But current research using such experiments, especially applied research, can resolve issues and make progress through understanding of cause–effect pathways, leaving to engineers the task of translating this understanding into practice.
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  8.  29
    Evolution, culture, and the possibility of peace.Roy F. Baumeister & Brad J. Bushman - 2024 - Behavioral and Brain Sciences 47:e3.
    Glowacki's work meshes well with our view of human nature as having evolved to use culture to improve survival and reproduction. Peace is a cultural achievement, requiring advances in social organization and control, including leaders who can implement policies to benefit the group, third-party mediation, and intergroup cooperation. Cultural advances shift intergroup interactions from negative-sum (war) to positive-sum (trade).
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  9. Prediction error minimization as a common computational principle for curiosity and creativity.Maxi Becker & Roberto Cabeza - 2024 - Behavioral and Brain Sciences 47:e93.
    We propose expanding the authors’ shared novelty-seeking basis for creativity and curiosity by emphasizing an underlying computational principle: Minimizing prediction errors (mismatch between predictions and incoming data). Curiosity is tied to the anticipation of minimizing prediction errors through future, novel information, whereas creative AHA moments are connected to the actual minimization of prediction errors through current, novel information.
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  10. Computational models of intrinsic motivation for curiosity and creativity.Sophia Becker, Alireza Modirshanechi & Wulfram Gerstner - 2024 - Behavioral and Brain Sciences 47:e94.
    We link Ivancovsky et al.'s novelty-seeking model (NSM) to computational models of intrinsically motivated behavior and learning. We argue that dissociating different forms of curiosity, creativity, and memory based on the involvement of distinct intrinsic motivations (e.g., surprise and novelty) is essential to empirically test the conceptual claims of the NSM.
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  11. On the dual nature of creativity: Same same but different?Mathias Benedek - 2024 - Behavioral and Brain Sciences 47:e95.
    The creativity literature is replete with dualistic constructs, suggesting shared mechanisms but also tempting overinterpretation of their interrelations. An explicit list of relevant concept associations indicates substantial commonality, yet also exposes certain inconsistencies. Dual-process accounts (A and B is relevant) hold promise in resolving discrepancies to the extent that we understand the relative contributions and conditions of A and B.
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  12.  8
    Economic games for the study of peace.Robert Böhm & Simon Columbus - 2024 - Behavioral and Brain Sciences 47:e4.
    Economic games provide models of real-world contexts in which researchers can probe dispositional and structural determinants of intergroup relations. Most intergroup games focus on determinants of aggression between groups and constrain the possibilities for peace. However, paradigms such as the intergroup parochial and universal cooperation game allow for peaceful intergroup relations and can be adapted for the study of peace.
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  13.  25
    Creating shared goals and experiences as a pathway to peace.Stephanie L. Brown, Michael Brown, David Cavallino, Ying-Syun Huang, Qianjing Li & Victor C. Monterroza - 2024 - Behavioral and Brain Sciences 47:e5.
    Glowacki offers many new directions for understanding and even eliminating the problem of war, especially creating positive interdependencies with out-group members. We develop Glowacki's intriguing proposition that in-group dynamics provide a route to peace by describing a prosocial motivational system, the caregiving system, that aligns individual interests and eliminates the need to use coercion to achieve mutually beneficial outcomes.
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  14. Dissecting the neuroanatomy of creativity and curiosity: The subdivisions within networks matter.Rocco Chiou, Francesca M. Branzi, Katya Krieger-Redwood & Elizabeth Jefferies - 2024 - Behavioral and Brain Sciences 47:e96.
    Ivancovsky et al. argue that the neurocognitive mechanisms of creativity and curiosity both rely on the interplay among brain networks. Research to date demonstrates that such inter-network dynamics are further complicated by functional fractionation within networks. Investigating how networks subdivide and reconfigure in service of a task offers insights about the precise anatomy that underpins creative and curious behaviour.
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  15.  5
    Assume a can opener.Cory J. Clark, Calvin Isch, Paul Connor & Philip E. Tetlock - 2024 - Behavioral and Brain Sciences 47:e36.
    We propose a friendly amendment to integrative experiment design (IED), adversarial-collaboration IED, that incentivizes research teams from competing theoretical perspectives to identify zones of the design space where they possess an explanatory edge. This amendment is especially critical in debates that have high policy stakes and carry a strong normative-political charge that might otherwise prevent free exchange of ideas.
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  16.  7
    A neurological foundation for peaceful negotiations.Frederick L. Coolidge - 2024 - Behavioral and Brain Sciences 47:e6.
    Glowacki explored the conditions required for peace and argued its preconditions arose only within the last 100,000 years. The present commentary addresses some major brain changes that occurred only in Homo sapiens within that period of time and the verbal and nonverbal cognitive sequelae of those neurological changes that may have aided the diplomatic negotiations required for peaceful solutions.
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  17.  9
    Test many theories in many ways.Wilson Cyrus-Lai, Warren Tierney & Eric Luis Uhlmann - 2024 - Behavioral and Brain Sciences 47:e37.
    Demonstrating the limitations of the one-at-a-time approach, crowd initiatives reveal the surprisingly powerful role of analytic and design choices in shaping scientific results. At the same time, cross-cultural variability in effects is far below the levels initially expected. This highlights the value of “medium” science, leveraging diverse stimulus sets and extensive robustness checks to achieve integrative tests of competing theories.
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  18.  6
    There are no shortcuts to theory.Berna Devezer - 2024 - Behavioral and Brain Sciences 47:e38.
    Almaatouq et al. claim that the integrative experiment design can help “develop a reliable, cohesive, and cumulative theoretical understanding.” I will contest this claim by challenging three underlying assumptions about the nature of scientific theories. I propose that the integrative experiment design should be viewed as an exploratory framework rather than a means to build or evaluate theories.
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  19.  17
    Let's move forward: Image-computable models and a common model evaluation scheme are prerequisites for a scientific understanding of human vision – CORRIGENDUM.James J. DiCarlo, Daniel L. K. Yamins, Michael E. Ferguson, Evelina Fedorenko, Matthias Bethge, Tyler Bonnen & Martin Schrimpf - 2024 - Behavioral and Brain Sciences 47:e66.
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  20.  11
    Integrative design for thought-experiments.Daniel Dohrn & Angelica Mezzadri - 2024 - Behavioral and Brain Sciences 47:e39.
    Integrative experiment design should be extended to thought-experiments. Thought-experiments are closely connected to “real” experiments. They are involved in devising the design space of theories and possible experiments. The latter may be partitioned into experiments to be really performed and mere thought-experiments. The proposed extension of integrative experiment design lends guidance to a more methodical performance of thought-experiments.
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  21.  8
    Explore your experimental designs and theories before you exploit them!Marina Dubova, Sabina J. Sloman, Ben Andrew, Matthew R. Nassar & Sebastian Musslick - 2024 - Behavioral and Brain Sciences 47:e40.
    In many areas of the social and behavioral sciences, the nature of the experiments and theories that best capture the underlying constructs are themselves areas of active inquiry. Integrative experiment design risks being prematurely exploitative, hindering exploration of experimental paradigms and of diverse theoretical accounts for target phenomena.
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  22.  4
    The miss of the framework.Paul E. Smaldino - 2024 - Behavioral and Brain Sciences 47:e59.
    The authors rightly critique existing social sciences approaches. However, they are too quick to dismiss the criticism that their proposed paradigm is atheoretical. Social and cognitive theories are indeed incommensurate, often due to the lack of a unifying framework. Without proper integration with theoretical frameworks, their proposal may merely produce a resource-intensive veneer of thoroughness without substantive improvements to understanding.
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  23. Is a wandering mind a novelty-seeking mind? The curious case of incubation.Myrthe Faber & Alwin de Rooij - 2024 - Behavioral and Brain Sciences 47:e97.
    The Novelty-Seeking Model can explain incubation's effect on creativity by assuming an adaptive decision threshold. During an impasse, the threshold for novelty becomes too high and biased to previous neural activity, hindering progress. Incubation “resets” this threshold through attentional decoupling, allowing for spontaneous ideas to emerge from subsequent mind wandering or other activities that attract attention, facilitating progress.
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  24.  6
    The evolution of peace (and war) is driven by an elementary social interaction mechanism.Ilan Fischer, Shacked Avrashi & Lior Savranevski - 2024 - Behavioral and Brain Sciences 47:e7.
    Here we revise Glowacki's model by proposing a simple and empirically tested mechanism that is applicable to a comprehensive set of social interactions. This parsimonious mechanism accounts for the choice of both cooperative and peaceful alternatives and explains when each choice benefits the interacting parties. It is proposed that this mechanism is key to the evolution of both peace and conflict.
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  25.  11
    Capacities for peace, and war, are old and related to Homo construction of worlds and communities.Agustín Fuentes, Nam Kim & Marc Kissel - 2024 - Behavioral and Brain Sciences 47:e8.
    The capacities required for both peace and war predate 100,000 years ago in the genus Homo are deeply entangled in the modes by which humans physically and perceptually construct their worlds and communities, and may not be sufficiently captured by economic models.
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  26. Ignoring the role of reiterative processing and worldview transformation leads to exaggeration of the role of curiosity in creativity.Liane Gabora, Kirthana Ganesh & Iana Bashmakova - 2024 - Behavioral and Brain Sciences 47:e98.
    The Novelty-Seeking Model does not address the iterative nature of creativity, and how it restructures one's worldview, resulting in overemphasis on the role of curiosity, and underemphasis on inspiration and perseverance. It overemphasizes the product; creators often seek merely to express themselves or figure out or come to terms with something. We point to inconsistencies regarding divergent and convergent thought.
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  27.  5
    Confidence in research findings depends on theory.David Gal, Brian Sternthal & Bobby J. Calder - 2024 - Behavioral and Brain Sciences 47:e41.
    Almaatouq et al. view the purpose of research is to map variable-to-variable relationships (e.g., the effect of X on Y). They also view theory as this mapping of variable-to-variable relationships rather than an explanation of why the relationships occur. However, it is theory as explanation that allows us to reconcile disparate findings and that should guide application.
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  28.  10
    The future of experimental design: Integrative, but is the sample diverse enough?Sakshi Ghai & Sanchayan Banerjee - 2024 - Behavioral and Brain Sciences 47:e42.
    Almaatouq et al. propose an “integrative approach” to increase the generalisability and commensurability of experiments. Yet their metascientific approach has one glaring omission (and misinterpretation of) – the role of sample diversity in generalisability. In this commentary, we challenge false notions of subsumed duality between contexts, population, and diversity, and propose modifications to their design space to accommodate sample diversity.
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  29.  3
    Individual differences do matter.Stefan Glasauer - 2024 - Behavioral and Brain Sciences 47:e43.
    The integrative experiment design proposal currently only relates to group results, but downplays individual differences between participants, which may nevertheless be substantial enough to constitute a relevant dimension in the design space. Excluding the individual participant in the integrative design will not solve all problems mentioned in the target article, because averaging results may obscure the underlying mechanisms.
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  30.  4
    Getting lost in an infinite design space is no solution.Mario Gollwitzer & Johannes Prager - 2024 - Behavioral and Brain Sciences 47:e44.
    Almaatouq et al. argue that an “integrative experiment design” approach can help generating cumulative empirical and theoretical knowledge. Here, we discuss the novelty of their approach and scrutinize its promises and pitfalls. We argue that setting up a “design space” may turn out to be theoretically uninformative, inefficient, and even impossible. Designing truly diagnostic experiments provides a better alternative.
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  31.  3
    Social and economic interdependence as a basis for peaceful between-group relationships in nonhuman primates and humans.Cyril C. Grueter - 2024 - Behavioral and Brain Sciences 47:e9.
    Glowacki asserts that interdependent relationships beyond group boundaries are exceptionally rare among nonhuman mammals. However, rudimentary forms of interdependence can be seen in primate species that form multilevel societies, that is, core social units embedded within higher-level grouping categories. Studies of primate multilevel societies can enrich discussions about the evolutionary origins of peaceful between-group interactions in humans.
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  32. Toward a causal model of curiosity and creativity.David J. Grüning & Joachim I. Krueger - 2024 - Behavioral and Brain Sciences 47:e99.
    We extend Ivancovsky et al.'s finding on the association between curiosity and creativity by proposing a sequential causal model assuming that (a) curiosity determines the motivation to seek information and that (b) creativity constitutes a capacity to act on that motivation. This framework assumes that both high levels of curiosity and creativity are necessary for information-seeking behavior.
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  33.  8
    Peace in other primates.David J. Grüning & Joachim I. Krueger - 2024 - Behavioral and Brain Sciences 47:e10.
    We elaborate on Glowacki's claim that humans are more capable of establishing peace than other mammals. We present three aspects suggesting caution. First, the social capabilities of nonhuman primates should not be underestimated. Second, the effect of these capabilities on peace establishment is nonmonotonous. Third, defining peace by human-centered values introduces a fallacy.
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  34. A shared “optimal-level of arousal”: Seeking basis for creativity and curiosity.Erik Gustafsson, Paula Ibáñez de Aldecoa & Emily R. R. Burdett - 2024 - Behavioral and Brain Sciences 47:e100.
    We argue that the phases identified in the novelty-seeking model can be clarified by considering an updated version of the optimal-level of arousal model, which incorporates the “arousal” and “mood changing” potentials of stimuli and contexts. Such a model provides valuable insights into what determines one's state of mind, inter-individual differences, and the rewarding effects of curiosity and creativity.
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  35.  5
    Neuroadaptive Bayesian optimisation can allow integrative design spaces at the individual level in the social and behavioural sciences… and beyond.Rianne Haartsen, Anna Gui & Emily J. H. Jones - 2024 - Behavioral and Brain Sciences 47:e45.
    Almaatouq et al. propose an integrative experiment design space combined with large samples for scientific advancement. We argue recent innovative designs combining closed-loop experiment designs and Bayesian optimisation allow for integrative experiments at an individual level during a single session, circumventing the necessity for large samples. This method can be applied across disciplines, including developmental and clinical research.
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  36.  3
    Impediments to peace.Raymond Hames - 2024 - Behavioral and Brain Sciences 47:e11.
    While effective institutional practices are critical for the evolution of peace certain factors deter their effectiveness. In-group and out-group dynamics may make peace difficult between culturally distinct groups. Critical ecological conditions often lead to intractable conflict over resources. And within group conflicts of interest most prominently between generations may inhibit effective peace making.
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  37.  6
    Measurement validity and the integrative approach.Wendy C. Higgins, Alexander J. Gillett, Eliane Deschrijver & Robert M. Ross - 2024 - Behavioral and Brain Sciences 47:e46.
    Almaatouq et al. propose a novel integrative approach to experiments. We provide three examples of how unaddressed measurement issues threaten the feasibility of the approach and its promise of promoting commensurability and knowledge integration.
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  38.  10
    The social sciences needs more than integrative experimental designs: We need better theories.Moshe Hoffman, Tadeg Quillien & Bethany Burum - 2024 - Behavioral and Brain Sciences 47:e47.
    Almaatouq et al.'s prescription for more integrative experimental designs is welcome but does not address an equally important problem: Lack of adequate theories. We highlight two features theories ought to satisfy: “Well-specified” and “grounded.” We discuss the importance of these features, some positive exemplars, and the complementarity between the target article's prescriptions and improved theorizing.
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  39.  4
    Representative design: A realistic alternative to (systematic) integrative design.Gijs A. Holleman, Mandeep K. Dhami, Ignace T. C. Hooge & Roy S. Hessels - 2024 - Behavioral and Brain Sciences 47:e48.
    We disagree with Almaatouq et al. that no realistic alternative exists to the “one-at-a-time” paradigm. Seventy years ago, Egon Brunswik introduced representative design, which offers a clear path to commensurability and generality. Almaatouq et al.'s integrative design cannot guarantee the external validity and generalizability of results which is sorely needed, while representative design tackles the problem head on.
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  40. Novelty seeking is neither necessary nor sufficient for curiosity or creativity, instead both curiosity and creativity may reflect an epistemic drive.Linus Holm & Paul Schrater - 2024 - Behavioral and Brain Sciences 47:e101.
    Novelty is neither necessary nor sufficient to link curiosity and creativity as stated in the target article. We point out the article's logical shortcomings, outline preconditions that may link curiosity and creativity, and suggest that curiosity and creativity may be expressions of a common epistemic drive.
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  41. Getting curiouser and curiouser about creativity: The search for a nuanced model.C. Blaine Horton & Malia F. Mason - 2024 - Behavioral and Brain Sciences 47:e102.
    Ivancovsky et al. propose a novelty-seeking model linking curiosity to creativity. This commentary suggests integrating their work with a stage-based creativity model for additional insights. It also encourages readers to address knowledge gaps identified by the authors, including factors that trigger the pursuit of creative solutions. We aim to refine theory and direct future research to clarify the complex curiosity–creativity relationship.
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  42.  5
    The importance of social rejection as reputational sanction in fostering peace.Hsuan-Che Huang - 2024 - Behavioral and Brain Sciences 47:e12.
    I challenge the idea by Glowacki that “strong sanctions” such as fines, physical punishment, or execution are more effective in promoting peace than “weak punishments” like social rejection. Reviewing evidence that social rejection can have significant social and psychological costs for norm violators, I propose that social rejection can serve as a powerful reputational sanction in fostering peace in society.
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  43.  2
    Some problems with zooming out as scientific reform.Jessica Hullman - 2024 - Behavioral and Brain Sciences 47:e49.
    Integrative experimentation will improve on the status quo in empirical behavioral science. However, the results integrative experiments produce will remain conditional on the various assumptions used to produce them. Without a theory of interpretability, it remains unclear how viable it is to address the crud factor without sacrificing explainability.
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  44.  4
    Experimental evidence suggests intergroup relations are, by default, neutral rather than aggressive.Hirotaka Imada & Nobuhiro Mifune - 2024 - Behavioral and Brain Sciences 47:e13.
    The target article offers a game-theoretical analysis of primitive intergroup aggression (i.e., raiding) and discusses difficulties in achieving peace. We argue the analysis does not capture the actual strategy space, missing out “do-nothing.” Experimental evidence robustly shows people prefer doing nothing against out-group members over cooperating with/attacking them. Thus, the target article overestimates the likelihood of intergroup aggression.
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  45. A shared novelty-seeking basis for creativity and curiosity: Response to the commentators.Tal Ivancovsky, Shira Baror & Moshe Bar - 2024 - Behavioral and Brain Sciences 47:e119.
    In our target article, we proposed that curiosity and creativity are both manifestations of the same novelty-seeking process. We received 29 commentaries from diverse disciplines that add insights to our initial proposal. These commentaries ultimately expanded and supplemented our model. Here we draw attention to five central practical and theoretical issues that were raised by the commentators: (1) The complex construct of novelty and associated concepts; (2) the underlying subsystems and possible mechanisms; (3) the different pathways and subtypes of curiosity (...)
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  46.  9
    A game of raids: Expanding on a game theoretical approach utilising the prisoner's dilemma and ethnography in situ.Emily M. L. Jeffries, Sarah E. Wright & Sheina Lew-Levy - 2024 - Behavioral and Brain Sciences 47:e14.
    In this commentary, we set out the specifics of how Glowacki's game theoretical framework for the evolution of peace could be incorporated within broader cultural evolutionary approaches. We outline a formal proposal for prisoner's dilemma games investigating raid-based conflict. We also centre an ethnographic lens to understand the norms surrounding war and peace in intergroup interactions in small-scale communities.
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  47. Curious? The relationship between curiosity and creativity is likely NOT novelty.Jamie J. Jirout, Natalie S. Evans & Kathy Hirsh-Pasek - 2024 - Behavioral and Brain Sciences 47:e103.
    The target article tackles an important and complicated issue of the underlying links between curiosity and creativity. Although thought-provoking, the target article overlooks contemporary theories and research on these constructs. Consequently, the proposed model is inconsistent with prior research in the developmental and educational fields and would benefit from better specification and clarity around key constructs and processes.
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  48. Be curious: Strategic curiosity drives creativity.Maciej Karwowski & Aleksandra Zielińska - 2024 - Behavioral and Brain Sciences 47:e104.
    Ivancovsky et al. provide a compelling argument for the role of curiosity in creative thinking. We argue that (a) trait-like curiosity is necessary to engage in creative actions and (b) state-like curiosity might be effectively and strategically induced during interventions. Thus, we posit that curiosity works in an agentic and strategic way in strengthening creativity.
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  49. The costs of curiosity and creativity: Minimizing the downsides while maximizing the upsides.Todd B. Kashdan, James C. Kaufman & Patrick E. McKnight - 2024 - Behavioral and Brain Sciences 47:e105.
    The unbridled positivity toward curiosity and creativity may be excessive. Both aid species survival through exploration and advancement. These beneficial effects are well documented. What remains is to understand their optimal levels and contexts for maximal achievement, health, and well-being. Every beneficial element to individuals and groups carries the potential for harm – curiosity and creativity included.
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  50.  3
    Discovering the unknown unknowns of research cartography with high-throughput natural description.Tanay Katiyar, Jean-François Bonnefon, Samuel A. Mehr & Manvir Singh - 2024 - Behavioral and Brain Sciences 47:e50.
    To succeed, we posit that research cartography will require high-throughput natural description to identify unknown unknowns in a particular design space. High-throughput natural description, the systematic collection and annotation of representative corpora of real-world stimuli, faces logistical challenges, but these can be overcome by solutions that are deployed in the later stages of integrative experiment design.
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  51.  7
    Against naïve induction from experimental data.David Kellen, Gregory E. Cox, Chris Donkin, John C. Dunn & Richard M. Shiffrin - 2024 - Behavioral and Brain Sciences 47:e51.
    This commentary argues against the indictment of current experimental practices such as piecemeal testing, and the proposed integrated experiment design (IED) approach, which we see as yet another attempt at automating scientific thinking. We identify a number of undesirable features of IED that lead us to believe that its broad application will hinder scientific progress.
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  52.  6
    Beyond integrative experiment design: Systematic experimentation guided by causal discovery AI.Erich Kummerfeld & Bryan Andrews - 2024 - Behavioral and Brain Sciences 47:e52.
    Integrative experiment design is a needed improvement over ad hoc experiments, but the specific proposed method has limitations. We urge a further break with tradition through the use of an enormous untapped resource: Decades of causal discovery artificial intelligence (AI) literature on optimizing the design of systematic experimentation.
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  53.  8
    Don't let perfect be the enemy of better: In defense of unparameterized megastudies.Wei Li & Joshua K. Hartshorne - 2024 - Behavioral and Brain Sciences 47:e53.
    The target article argues researchers should be more ambitious, designing studies that systematically and comprehensively explore the space of possible experiments in one fell swoop. We argue that while “systematic” is rarely achievable, “comprehensive” is often enough. Critically, the recent popularization of massive online experiments shows that comprehensive studies are achievable for most cognitive and behavioral research questions.
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  54. Breaking down (and moving beyond) novelty as a trigger of curiosity.Emily G. Liquin & Tania Lombrozo - 2024 - Behavioral and Brain Sciences 47:e106.
    The Novelty Seeking Model (NSM) places “novelty” at center stage in characterizing the mechanisms behind curiosity. We argue that the NSM's conception of novelty is too broad, obscuring distinct constructs. More critically, the NSM underemphasizes triggers of curiosity that better unify these constructs and that have received stronger empirical support: those that signal the potential for useful learning.
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  55. Curiosity is more than novelty seeking.Yana Litovsky, Samantha Horn & Christopher Y. Olivola - 2024 - Behavioral and Brain Sciences 47:e107.
    The novelty-seeking model (NSM) does not offer a compelling unifying framework for understanding creativity and curiosity. It fails to explain important manifestations and features of curiosity. Moreover, the arguments offered to support a curiosity–creativity link – a shared association with a common core process and various superficial associations between them – are neither convincing nor do they yield useful predictions.
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  56.  4
    The intertwined nature of peace and war.Bonaventura Majolo - 2024 - Behavioral and Brain Sciences 47:e17.
    Glowacki discusses how humans regularly face collective action problems that may result in either peaceful or aggressive between-group interactions. Peace and war probably coevolved in humans. Using a gene–culture evolutionary framework is a powerful way to analyse why, when, and how humans have the capacity to build and maintain long-term peaceful interactions between groups and also to wage deadly wars.
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  57.  4
    Is generalization decay a fundamental law of psychology?David R. Mandel - 2024 - Behavioral and Brain Sciences 47:e54.
    Generalizations strengthen in traditional sciences, but in psychology (and social and behavioral sciences, more generally) they decay. This is usually viewed as a problem requiring solution. It could be viewed instead as a law-like phenomenon. Generalization decay cannot be squelched because human behavior is metastable and all behavioral data collected thus far have resulted from a thin sliver of human time.
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  58. Exploratory exploitation and exploitative exploration: The phenomenology of play and the computational dynamics of search.Mihnea Moldoveanu - 2024 - Behavioral and Brain Sciences 47:e108.
    I argue for a more complicated but nonetheless computationally feasible and algorithmically intelligible interplay between exploration and exploitation and for admitting into our conceptual toolkit regimes of exploitative exploration and exploratory exploitation that can enhance the novelty and usefulness of the results of either problemistic or serendipitous search.
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  59.  2
    Sampling complex social and behavioral phenomena.Henrik Olsson & Mirta Galesic - 2024 - Behavioral and Brain Sciences 47:e55.
    We comment on the limits of relying on prior literature when constructing the design space for an integrative experiment; the adaptive nature of social and behavioral phenomena and the implications for the use of theory and modeling when constructing the design space; and on the challenges of measuring random errors and lab-related biases in measurement without replication.
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  60. Beyond novelty: Learnability in the interplay between creativity, curiosity and artistic endeavours.Diana Omigie & Joydeep Bhattacharya - 2024 - Behavioral and Brain Sciences 47:e109.
    Using art and aesthetics as context, we explore the notion that curiosity and creativity emanate from a single novelty-seeking mechanism and outline support for the idea. However, we also highlight the importance of learning progress tracking in exploratory action and advocate for a nuanced understanding that aligns novelty-seeking with learnability. This, we argue, offers a more comprehensive framework of how curiosity and creativity are related.
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  61. Mindfulness, curiosity, and creativity.Francesco Pagnini, Philip Maymin & Ellen Langer - 2024 - Behavioral and Brain Sciences 47:e110.
    Curiosity and creativity are manifestations of novelty-seeking mechanisms, closely intertwined and interdependent. This principle aligns seamlessly with the foundational tenets of Langerian mindfulness, which places novelty seeking as a cornerstone. Creativity, curiosity, openness, and flexibility all harmoniously converge in this framework. Spanning over four decades, research in the realm of mindfulness has diligently delved into the intricate interplay among these constructs.
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  62.  12
    The evolution of (intergroup) peace hinges on how we define groups and peace.Anne C. Pisor, Kristopher M. Smith & Jeffrey P. Deminchuk - 2024 - Behavioral and Brain Sciences 47:e22.
    Glowacki defines peace as harmonious relationships between groups maintained without the threat of violence, where groups can be anything from families to nation states. However, defining such contentious concepts like “peace” and “groups” is a difficult task, and we discuss the implications of Glowacki's definitions for understanding intergroup relationships and their evolutionary history.
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  63. Models need mechanisms, but not labels.Seema Prasad & Bernhard Hommel - 2024 - Behavioral and Brain Sciences 47:e111.
    The target article proposes a model involving the important but not well-investigated topics of curiosity and creativity. The model, however, falls short of providing convincing explanations of the basic mechanisms underlying these phenomena. We outline the importance of mechanistic thinking in dealing with the concepts outlined in this article specifically and within psychology and cognitive neuroscience in general.
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  64.  6
    Consensus meetings will outperform integrative experiments.Maximilian A. Primbs, Leonie A. Dudda, Pia K. Andresen, Erin M. Buchanan, Hannah K. Peetz, Miguel Silan & Daniël Lakens - 2024 - Behavioral and Brain Sciences 47:e56.
    We expect that consensus meetings, where researchers come together to discuss their theoretical viewpoints, prioritize the factors they agree are important to study, standardize their measures, and determine a smallest effect size of interest, will prove to be a more efficient solution to the lack of coordination and integration of claims in science than integrative experiments.
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  65. Question-asking as a mechanism of information seeking.Tuval Raz & Yoed N. Kenett - 2024 - Behavioral and Brain Sciences 47:e112.
    Ivancovsky et al. explore the relationship between curiosity and creativity, by suggesting they align through novelty-seeking mechanisms. We argue that a general mechanism linking both capacities together is question-asking: Curiosity drives question-asking that leads to creative problem solving. Yet, current findings from our lab suggest that question complexity relates to creativity, but not necessarily to curiosity, warranting further investigation.
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  66.  7
    Is peace a human phenomenon?Elva J. H. Robinson, António M. M. Rodrigues & Jessica L. Barker - 2024 - Behavioral and Brain Sciences 47:e24.
    Peace is a hallmark of human societies. However, certain ant species engage in long-term intergroup resource sharing, which is remarkably similar to peace among human groups. We discuss how individual and group payoff distributions are affected by kinship, dispersal, and age structure; the challenges of diagnosing peace; and the benefits of comparing convergent complex behaviours in disparate taxa.
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  67. Commentary on creativity and curiosity.Mark A. Runco - 2024 - Behavioral and Brain Sciences 47:e113.
    The target article covers a large amount of ground and offers a provocative perspective. This commentary focuses on (a) assumptions, namely that there are discrete stages in the creative process and that novelty and usefulness are inextricable, (b) hidden variables in the creativity–curiosity relationship, and (c) the difference between an explanation of creativity versus a description of influence on it.
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  68. An extension of the novelty-seeking model: Considering the plurality of novelty types and their differential interactions with memory.Anaïs Servais & Christine Bastin - 2024 - Behavioral and Brain Sciences 47:e114.
    The novelty-seeking model suggests that curiosity and creativity originate from novelty processes. However, different types of novelty exist, each with distinctive relationships with memory, which potentially influence curiosity and creativity in distinct ways. We thus propose expanding the NSM model to consider these different novelty types and their specific involvement in creativity.
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  69.  5
    Diversity of contributions is not efficient but is essential for science.Catherine T. Shea & Anita Williams Woolley - 2024 - Behavioral and Brain Sciences 47:e57.
    Dominant paradigms in science foster integration of research findings, but at what cost? Forcing convergence requires centralizing decision-making authority, and risks reducing the diversity of methods and contributors, both of which are essential for the breakthrough ideas that advance science.
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  70.  13
    Cultural technologies for peace may have shaped our social cognition.Amine Sijilmassi, Lou Safra & Nicolas Baumard - 2024 - Behavioral and Brain Sciences 47:e28.
    Peace, the article shows, is achieved by culturally evolved institutions that incentivize positive-sum relationships. We propose that this insight has important consequences for the design of human social cognition. Cues that signal the existence of such institutions should play a prominent role in detecting group membership. We show how this accounts for previous findings and suggest avenues for future research.
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  71.  5
    Phenomena complexity, disciplinary consensus, and experimental versus correlational research in psychological science.Dean Keith Simonton - 2024 - Behavioral and Brain Sciences 47:e58.
    The target article ignores the crucial role of correlational methods in the behavioral and social sciences. Yet such methods are often mandated by the greater complexity of the phenomena investigated. This necessity is especially conspicuous in psychological research where its position in the hierarchy of the sciences implies the need for both experimental and correlational investigations, each featuring distinct assets.
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  72. Creativity is motivated by novelty. Curiosity is triggered by uncertainty.Aditya Singh & Kou Murayama - 2024 - Behavioral and Brain Sciences 47:e115.
    Although creativity and curiosity can be similarly construed as knowledge-building processes, their underlying motivation is fundamentally different. Specifically, curiosity drives organisms to seek information that reduces uncertainty so that they can make a better prediction about the world. On the contrary, creative processes aim to connect distant pieces of information, maximizing novelty and utility.
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  73.  6
    Are language–cognition interactions bigger than a breadbox? Integrative modeling and design space thinking temper simplistic questions about causally dense phenomena.Debra Titone, Esteban Hernández-Rivera, Antonio Iniesta, Anne L. Beatty-Martínez & Jason W. Gullifer - 2024 - Behavioral and Brain Sciences 47:e60.
    We affirm the utility of integrative modeling, according to which it is advantageous to move beyond “one-at-a-time binary paradigms” through studies that position themselves within realistic multidimensional design spaces. We extend the integrative modeling approach to a target domain with which we are familiar, the consequences of bilingualism on mind and brain, often referred to as the “bilingual advantage.” In doing so, we highlight work from our group consistent with integrative modeling.
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  74.  5
    Experiment commensurability does not necessitate research consolidation.Milena Tsvetkova - 2024 - Behavioral and Brain Sciences 47:e61.
    Integrative experiment design promises to foster cumulative knowledge by changing how we design experiments, build theories, and conduct research. I support the push to increase commensurability across experimental research but raise several reservations regarding results-driven and large-team-based research. I argue that it is vital to preserve academic diversity and adversarial debate via independent efforts.
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  75.  8
    Eliminativist induction cannot be a solution to psychology's crisis.Mehmet Necip Tunç & Duygu Uygun Tunç - 2024 - Behavioral and Brain Sciences 47:e62.
    Integrative experiment design assumes that we can effectively design a space of factors that cause contextual variation. However, this is impossible to do so in a sufficiently objective way, resulting inevitably in observations laden with surrogate models. Consequently, integrative experiment design may even deepen the problem of incommensurability. In comparison, one-at-a-time approaches make much more tentative assumptions about the factors excluded from experiment design, hence still seem better suited to deal with incommensurability.
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  76. A developmental account of curiosity and creativity.Julie Vaisarova & Kelsey Lucca - 2024 - Behavioral and Brain Sciences 47:e116.
    Ivancovsky et al.'s Novelty-Seeking Model suggests several mechanisms that might underlie developmental change in creativity and curiosity. We discuss how these implications both do and do not align with extant developmental findings, suggest two further elements that can provide a more complete developmental account, and discuss current methodological barriers to formulating an integrated developmental model of curiosity and creativity.
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  77.  4
    Commensurability engineering is first and foremost a theoretical exercise.Joachim Vandekerckhove - 2024 - Behavioral and Brain Sciences 47:e63.
    I provide a personal perspective on metastudies and emphasize lesser-known benefits. I stress the need for integrative theories to establish commensurability between experiments. I argue that mathematical social scientists should be engaged to develop integrative theories, and that likelihood functions provide a common mathematical framework across experiments. The development of quantitative theories promotes commensurability engineering on a larger scale.
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  78.  23
    Dimensional versus conceptual incommensurability in the social and behavioral sciences.Eugene Vaynberg, Kate Nicole Hoffman, Jacqueline Mae Wallis & Michael Weisberg - 2024 - Behavioral and Brain Sciences 47:e64.
    This commentary analyzes the extent to which the incommensurability problem can be resolved through the proposed alternative method of integrative experiment design. We suggest that, although one aspect of incommensurability is successfully addressed (dimensional incommensurability), the proposed design space method does not yet alleviate another major source of discontinuity, which we call conceptual incommensurability.
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  79. Mood regulation as a shared basis for creativity and curiosity.Daniel C. Zeitlen, Karen Gasper & Roger E. Beaty - 2024 - Behavioral and Brain Sciences 47:e117.
    We extend the work of Ivancovsky et al. by proposing that in addition to novelty seeking, mood regulation goals – including enhancing positive mood and repairing negative mood – motivate both creativity and curiosity. Additionally, we discuss how the effects of mood on state of mind are context-dependent (not fixed), and how such flexibility may impact creativity and curiosity.
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  80. Expanding horizons in reinforcement learning for curious exploration and creative planning.Dale Zhou & Aaron M. Bornstein - 2024 - Behavioral and Brain Sciences 47:e118.
    Curiosity and creativity are expressions of the trade-off between leveraging that with which we are familiar or seeking out novelty. Through the computational lens of reinforcement learning, we describe how formulating the value of information seeking and generation via their complementary effects on planning horizons formally captures a range of solutions to striking this balance.
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  81.  23
    Beyond playing 20 questions with nature: Integrative experiment design in the social and behavioral sciences.Abdullah Almaatouq, Thomas L. Griffiths, Jordan W. Suchow, Mark E. Whiting, James Evans & Duncan J. Watts - 2024 - Behavioral and Brain Sciences 47:e33.
    The dominant paradigm of experiments in the social and behavioral sciences views an experiment as a test of a theory, where the theory is assumed to generalize beyond the experiment's specific conditions. According to this view, which Alan Newell once characterized as “playing twenty questions with nature,” theory is advanced one experiment at a time, and the integration of disparate findings is assumed to happen via the scientific publishing process. In this article, we argue that the process of integration is (...)
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  82.  17
    The evolution of peace.Luke Glowacki - 2024 - Behavioral and Brain Sciences 47:e1.
    While some species have affiliative and even cooperative interactions between individuals of different social groups, humans are alone in having durable, positive-sum, interdependent relationships across unrelated social groups. Our capacity to have harmonious relationships that cross group boundaries is an important aspect of our species' success, allowing for the exchange of ideas, materials, and ultimately enabling cumulative cultural evolution. Knowledge about the conditions required for peaceful intergroup relationships is critical for understanding the success of our species and building a more (...)
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  83.  30
    A shared novelty-seeking basis for creativity and curiosity.Tal Ivancovsky, Shira Baror & Moshe Bar - 2024 - Behavioral and Brain Sciences 47:e89.
    Curiosity and creativity are central pillars of human growth and invention. Although they have been studied extensively in isolation, the relationship between them has not yet been established. We propose that both curiosity and creativity emanate from the same mechanism of novelty seeking. We first present a synthesis showing that curiosity and creativity are affected similarly by a number of key cognitive faculties such as memory, cognitive control, attention, and reward. We then review empirical evidence from neuroscience research, indicating that (...)
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