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July 20, 2026
Scientists Create Open Dataset for Studying Concentration
A team of Russian researchers, including scientists from HSE University–St Petersburg, has developed the first open multimodal dataset containing recordings of brain activity, heart function, and video observations to help researchers understand what happens in the human brain during deep concentration. In the future, the dataset could accelerate the development of neural interfaces, rehabilitation technologies, and AI systems. The article has been published in Scientific Data.
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Subnational Consistency in Cause-of-Death Data: The Cases of Russia, Germany, the United States, and France

Population. 2021. Vol. 76. No. 4. P. 645–674.
Danilova I., Rau R., Barbieri M., Grigoriev P., Dmitri A. Jdanov, Mesle F., Vallin J., Vladimir M. Shkolnikov

Dissimilarities in the approaches used to certify or code underlying causes of death may diminish the usefulness and reliability of cause-of-death statistics. Consistency of cause-specific mortality data within a given country can be regarded as one of the criteria for evaluating data quality. In the present paper, we assess the subnational consistency of cause-of-death statistics in four countries: Russia, Germany, the U.S., and France. We estimate the shares of major groups of causes in the mortality structures of subnational entities (regions), and compare them with the inter-regional average values. Next, we visualize the deviations on heat map matrices. This allows us to pinpoint the cases that deviate the most with respect to regions and causes of death, as well as the causes with high levels of within-country variability, and the regions with unique mortality structure. Among the countries that we examined, France has the most consistent cause-of-death data across its regions, while Russia has the largest number of outliers. We also found that causes of death that do not have strict diagnostic criteria (e.g., ill-defined) tend to display higher variability, while the shares of causes that are easier to diagnose as underlying are more stable across the regions.

Research target: Sociology (including Demography and Anthropology
Priority areas: sociology
Language: English
DOI
Keywords: RussiaGermanyUSAFrancemortalityregionscauses of deathdata evaluation
Publication based on the results of:
Geographic inequality in mortality and life expectancy in Russia: causes of death and risk factors (2020)
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