ArticleFrontiers in human neuroscience2019
Individual Differences in Math Ability Determine Neurocognitive Processing of Arithmetic Complexity: A Combined fNIRS-EEG Study.
Article in Frontiers in human neuroscience, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
15 citing papers in PubMed, 2 syntheses or guidelines pooled it, 30 citations in OpenAlex.
- A Systematic Review of Electroencephalography (EEG) Studies Investigating Mathematical Efficiency: Current Insights and Future Directions.Advances in experimental medicine and biology · 2026Pooled it
- The neuroscience basis and educational interventions of mathematical cognitive impairment and anxiety: a systematic literature review.Frontiers in psychology · 2023Pooled it
- Diminished prefrontal cortex activation in patients with binge eating disorder associates with trait impulsivity and improves after impulsivity-focused treatment based on a randomized controlled IMPULS trial.NeuroImage. Clinical · 2021Trial
- Functional network activation during a subtraction task.Scientific reports · 2026Article
- Comparing aperiodic activity in consumer-grade and research-grade EEG: Reliability and association with mathematical ability.Behavior research methods · 2026Article
- Neural Basis of Simple Arithmetic Processing in a Native and Second Language.Neurobiology of language (Cambridge, Mass.) · 2026Article
- No developmental fronto-parietal shift in brain activation during mental arithmetic across the lifespan: A registered report.PloS one · 2026Article
- Effects on nonverbal numerical acuity performance after a single-session transient random noise stimulation over the intraparietal sulcus or dorsolateral prefrontal cortex.Scientific reports · 2025Article
- Math on cortex-enhanced delta phase synchrony in math experts during long and complex math demonstrations.Cerebral cortex (New York, N.Y. : 1991) · 2024Article
- Arithmetic skills are associated with left fronto-temporal gray matter volume in 536 children and adolescents.NPJ science of learning · 2023Article
- Arithmetic in the signing brain: Differences and similarities in arithmetic processing between deaf signers and hearing non-signers.Journal of neuroscience research · 2023Article
- Improving middle school students' geometry problem solving ability through hands-on experience: An fNIRS study.Frontiers in psychology · 2023Article
- Predicting Math Ability Using Working Memory, Number Sense, and Neurophysiology in Children and Adults.Brain sciences · 2022Article
- Is the Discount Really Favorable? The Effect of Numeracy on Price Magnitude Judgment: Evidence From Electroencephalography.Frontiers in neuroscience · 2022Article
- Investigating Language and Domain-General Processing in Neurotypicals and Individuals With Aphasia - A Functional Near-Infrared Spectroscopy Pilot Study.Frontiers in human neuroscience · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Some individuals experience more difficulties with math than others, in particular when arithmetic problems get more complex. Math ability, on one hand, and arithmetic complexity, on the other hand, seem to partly share neural underpinnings. This study addresses the question of whether this leads to an interaction of math ability and arithmetic complexity for multiplication and division on behavioral and neural levels. Previously screened individuals with high and low math ability solved multiplication and division problems in a written production paradigm while brain activation was assessed by combined functional near-infrared spectroscopy (fNIRS) and electroencephalography (EEG). Arithmetic complexity was manipulated by using single-digit operands for simple multiplication problems and operands between 2 and 19 for complex multiplication problems and the corresponding division problems. On the behavioral level, individuals with low math ability needed more time for calculation, especially for complex arithmetic. On the neural level, fNIRS results revealed that these individuals showed less activation in the left supramarginal gyrus (SMG), superior temporal gyrus (STG) and inferior frontal gyrus (IFG) than individuals with high math ability when solving complex compared to simple arithmetic. This reflects the greater use of arithmetic fact retrieval and also the more efficient processing of arithmetic complexity by individuals with high math ability. Oscillatory EEG analysis generally revealed theta and alpha desynchronization with increasing arithmetic complexity but showed no interaction with math ability. Because of the discovered interaction for behavior and brain activation, we conclude that the consideration of individual differences is essential when investigating the neurocognitive processing of arithmetic.
Indexed as
Identifiers
What OpenQuestion holds
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.