ArticleScientific reports2021
Automatic integration of numerical formats examined with frequency-tagged EEG.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed, 13 citations in OpenAlex.
- Numerical format integration in primary school children examined with frequency-tagged electroencephalography.Scientific reports · 2025Article
- Identifying conceptual neural responses to symbolic numerals.Proceedings. Biological sciences · 2024Article
- Linguistic and attentional factors - Not statistical regularities - Contribute to word-selective neural responses with FPVS-oddball paradigms.Cortex; a journal devoted to the study of the nervous system and behavior · 2024Article
- Stronger neural response to canonical finger-number configurations in deaf compared to hearing adults revealed by FPVS-EEG.Human brain mapping · 2023Article
- The importance of spatial language for early numerical development in preschool: Going beyond verbal number skills.PloS one · 2023Article
- A shared numerical magnitude representation evidenced by the distance effect in frequency-tagging EEG.Scientific reports · 2022Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 4 countries.
Funding
Abstract
How humans integrate and abstract numerical information across different formats is one of the most debated questions in human cognition. We addressed the neuronal signatures of the numerical integration using an EEG technique tagged at the frequency of visual stimulation. In an oddball design, participants were stimulated with standard sequences of numbers (< 5) depicted in single (digits, dots, number words) or mixed notation (dots-digits, number words-dots, digits-number words), presented at 10 Hz. Periodically, a deviant stimulus (> 5) was inserted at 1.25 Hz. We observed significant oddball amplitudes for all single notations, showing for the first time using this EEG technique, that the magnitude information is spontaneously and unintentionally abstracted, irrespectively of the numerical format. Significant amplitudes were also observed for digits-number words and number words-dots, but not for digits-dots, suggesting an automatic integration across some numerical formats. These results imply that direct and indirect neuro-cognitive links exist across the different numerical formats.
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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.