ReviewWiley interdisciplinary reviews. Cognitive science2023
Attention as a multi-level system of weights and balances.
Review in Wiley interdisciplinary reviews. Cognitive science, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
17 citing papers in PubMed.
- Phoneme Monitoring in Developmental Dyslexia: Pupillometric Evidence for Cognitive Rather than Acoustic Origins of Phonological Deficits.Brain sciences · 2026Article
- Dorsal visual stream development improves symmetry of receptive field coverage and spatial attention.bioRxiv : the preprint server for biology · 2026Article
- Measuring conscious perception interferes with the allocation of attention to distractors.Psychological research · 2026Article
- The influence of active suppression on stimulus-response binding and retrieval.Attention, perception & psychophysics · 2026Article
- Rapid inversion of singleton distractor representations underlies learned attentional suppression.bioRxiv : the preprint server for biology · 2026Article
- Common and distinct contributions of the dorsomedial prefrontal and posterior parietal cortices to social episodic memory.Social cognitive and affective neuroscience · 2026Article
- The Attention Habit II: How selection history shapes the strategic control of attention.Psychonomic bulletin & review · 2025Review
- Multimodal Integration in Health Care: Development With Applications in Disease Management.Journal of medical Internet research · 2025Review
- Does familiarity-detection flip attention inward? The familiarity-flip-of-attention account of the primacy effect in memory for repetitions.Memory & cognition · 2025Article
- Dynamic modulation of spatial selection: Online and anticipatory adjustments in the flanker task.Attention, perception & psychophysics · 2025Article
- Habituation in Predictability-Modulations of Stimulus-Response Binding.Journal of cognition · 2025Article
- Testing weight-based conditional discrimination in Goffin's cockatoos, Cacatua goffiniana.PloS one · 2025Article
- Shifting attention between perception and working memory.Cognition · 2024Article
- Learned relevance of a distracting cue can influence feature interference errors.Visual cognition · 2024Article
- When the mind's eye prevails: The Internal Dominance over External Attention (IDEA) hypothesis.Psychonomic bulletin & review · 2023Review
- Predictability reduces event file retrieval.Attention, perception & psychophysics · 2023Article
- Attention as a multi-level system of weights and balances.Wiley interdisciplinary reviews. Cognitive science · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
This opinion piece is part of a collection on the topic: "What is attention?" Despite the word's place in the common vernacular, a satisfying definition for "attention" remains elusive. Part of the challenge is there exist many different types of attention, which may or may not share common mechanisms. Here we review this literature and offer an intuitive definition that draws from aspects of prior theories and models of attention but is broad enough to recognize the various types of attention and modalities it acts upon: attention as a multi-level system of weights and balances. While the specific mechanism(s) governing the weighting/balancing may vary across levels, the fundamental role of attention is to dynamically weigh and balance all signals-both externally-generated and internally-generated-such that the highest weighted signals are selected and enhanced. Top-down, bottom-up, and experience-driven factors dynamically impact this balancing, and competition occurs both within and across multiple levels of processing. This idea of a multi-level system of weights and balances is intended to incorporate both external and internal attention and capture their myriad of constantly interacting processes. We review key findings and open questions related to external attention guidance, internal attention and working memory, and broader attentional control (e.g., ongoing competition between external stimuli and internal thoughts) within the framework of this analogy. We also speculate about the implications of failures of attention in terms of weights and balances, ranging from momentary one-off errors to clinical disorders, as well as attentional development and degradation across the lifespan. This article is categorized under: Psychology > Attention Neuroscience > Cognition.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.