Reviews & Analysis

Generative artificial intelligence (GenAI) is rapidly entering education, framed as a tool for efficiency and personalization. This Perspective argues that this framing of GenAI obscures a deeper transformation.

This Perspective proposes machine experientialism, positing that LLMs build their own form of understanding from training corpora.

In Human-LLMs interaction, LLMs offer sycophantic responses regardless of human communication style. This Perspective proposes that interacting with LLMs may be detrimental to the norms of human-human interaction.

This Perspective puts forward the view that social cohesion in crises depends on how much people depend on each other and the government, the (un)equality of these dependencies, and whether people’s interests conflict or align.

This Perspective offers a conceptual framework for response quality issues in multi-item surveys and how to handle these. It distinguishes between (1) response styles, (2) insufficient effort responding, and (3) response manipulation.

The experience sampling method (ESM) collects real-time reports of people’s feelings, actions, and surroundings, and originally included both numerical and open-ended responses. Whereas most studies today focus only on the numbers, we argue that open-ended responses should be collected and analyzed again, because they are essential for understanding what the numbers mean and for capturing context and the temporal order of experiences.

Behavioural policies succeed on average but yield highly heterogeneous outcomes. Reviewing the psychology of poverty, this Perspective argues that variability in conformism, present orientation, personal agency and social vigilance alters responses to default options, self-regulation devices, information campaigns and social norms.

Practical guidelines for transparent statistical reporting in quantitative psychology are presented, covering key decisions from study planning through results reporting across frequentist, Bayesian, and sequential frameworks. Resources include the Transparent Statistical Reporting in Psychology (TSRP) Checklist as well as specific R packages, functions, and side-by-side comparisons of insufficient versus best-practice reporting.

Hope has the capacity to be a powerful driving force for adaptation. Hope can, in theory, spur adaptation to climate change in situations where individuals and collectives identify adaptation goals and pathways; likewise, effective collective adaptation can reinforce hope.

Emotional meaning should be studied through language. Language may capture emotional meaning by identifying the concerns that are put in focus within a given situation, the perspective from which the situation is viewed, and the dimensions by which the situation or event is evaluated.

Applying computational models of reinforcement learning can help to improve psychotherapeutic interventions by helping to identify the therapeutic mechanisms of change and identifying for whom therapies will be most effective.

Programming is essential for modern research in neuroscience and psychology, but it can quickly become a source of frustration and error. This Primer introduces ten practical principles guiding researchers toward writing clear, adaptable, and easily shareable code, ultimately supporting reproducible science.

How do threat, reward, and active avoidance intersect? This Perspective proposes the existence of a toggle switch that allows the organism to change, responding from threat to active avoidance.

Flexible learning requires humans to adjust their behaviour to uncertainty. While normative learning models explain many adaptive behaviours, systematic biases-arising from inaccurate assumptions or cognitive simplifications-reveal key mechanisms of learning and their potential dysfunctions in psychiatric disorders.

Humans are driven to deploy their cognitive and neural resources in optimal ways – to maintain a kind of cognitive homeostasis. This perspective outlines the case of boredom as a signal of deviation from that optimal cognitive homeostatic range.

Psychology must embrace more responsible practices in design, reporting, generalisation, and evaluation of research to counteract the spectre of Questionable Generalisability Practices and the issue of MASKing (Making Assumptions based on Skewed Knowledge).

Decision making integrates affective dynamics, with affect providing information, signalling changes in the environment and conveying the current relevance of goals

Applying social cognition theories, concepts, and methodologies to the context of sexual interactions can lead to a better understanding of the dynamics and outcomes of sexual interactions. Likewise, considering the context of sexual interactions can better inform knowledge of the domain specificity of social cognition.

Biller et al explain that humans actively shape their lighting environment through behaviour to meet specific individual needs. They propose that achieving healthy light exposure relies on shaping behaviour.

A review of literature from Asia and Western countries suggests that familial roles, gender roles, and social expectations—which in turn vary by cultural context—affect how parents experience the empty nest period when their children have left home.