The exposome paradigm to predict environmental health in terms of systemic homeostasis and resource balance based on NMR data science

Kikuchi, Jun; Yamada, Shunji

doi:10.1039/d1ra03008f

Cited by 12 publications

(8 citation statements)

References 362 publications

(476 reference statements)

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“…In order to ensure that the released prisoners do not go out of control when they transition from prison to society, the social protection work for them needs to follow certain procedures and the active cooperation of relevant departments [ 16 ]. This article learned from the investigation of a county Justice Bureau that at present, in order to strengthen the information database construction of prisoners and better carry out resettlement, help, and education work, the Ministry of Justice has developed an information management system for released prisoners.…”

Section: Released Persons Return To the Status Quo Of Social Cooperat...mentioning

confidence: 99%

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[Retracted] Paradigm and Path of Released Prisoners’ Rights of Rehabilitation from the Perspective of Social Governance

2022

Journal of Environmental and Public Health

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In order to better solve the problem of the return of released prisoners to society and reduce the second crime rate after rehabilitation, the main factors affecting the rehabilitation of released prisoners and the specific situation of reoffending were studied from the perspective of social governance. There is a big difference between the sentence period of the first crime and the second crime. The proportion of those sentenced to less than 5 years for the first time is 86.1%, and the proportion of those sentenced to less than 3 years for the second time is 31.1%. Compared with the first crime, the proportion of those sentenced to more than 10 years has decreased by 56.7%, and the proportion of those sentenced to more than 10 years has increased by 8.6%. The figure shows that second offenses are more serious than first offenses. Those released from prison are likely to commit crimes again at any time after rehabilitation, and the proportion of reoffending within 5 years is 73.3%. The proportion of reoffenders who committed crimes for more than 5 years was 26.7%, indicating that the 5-year period after rehabilitation should be taken seriously to reduce the second crime rate. On this basis, the countermeasures for the rehabilitation of released prisoners are discussed.

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Section: Released Persons Return To the Status Quo Of Social Cooperat...mentioning

confidence: 99%

“…As can be seen from Figure 5 , the settlement rate shows an increasing trend [ 16 ]. It can be inferred from the previous article that the total number of people released after serving their sentences is increasing.…”

Section: Released Persons Return To the Status Quo Of Social Cooperat...mentioning

confidence: 99%

[Retracted] Paradigm and Path of Released Prisoners’ Rights of Rehabilitation from the Perspective of Social Governance

2022

Journal of Environmental and Public Health

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“…For example, PCA, k-means clustering, hierarchical clustering, and self-organizing maps. These have a strong relationship with the correlation strength and can also be represented by a correlation heatmap [40] . A known analysis method that uses raw data is Bayesian network analysis.…”

Section: Approachmentioning

confidence: 99%

“…This environmental complexity can be elucidated by combining a data science approach with physical environmental monitoring data and biochemical analytical data. Namely, visualization of homeostatic plasticity can show “environmental health (or illness)”, like as an assessment of a healthy human state [40] , [41] .…”

Section: Introductionmentioning

confidence: 99%

An evaluation of homeostatic plasticity for ecosystems using an analytical data science approach

Miyamoto¹,

Kikuchi²

2023

Computational and Structural Biotechnology Journal

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“…In recent years, we developed a database and performed statistical multivariate analyses such as nonnegative matrix factorization [13,14] for separating small and large molecules using a benchtop low-field NMR spectrometer. The focus of our applications is on the accumulation of NMR spectra of samples, which are obtained from a variety of food processes [15,16].…”

Section: Introductionmentioning

confidence: 99%

Parameter Visualization of Benchtop Nuclear Magnetic Resonance Spectra toward Food Process Monitoring

et al. 2022

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Low-cost and user-friendly benchtop low-field nuclear magnetic resonance (NMR) spectrometers are typically used to monitor food processes in the food industry. Because of excessive spectral overlap, it is difficult to characterize food mixtures using low-field NMR spectroscopy. In addition, for standard compounds, low-field benchtop NMR data are typically unavailable compared to high-field NMR data, which have been accumulated and are reusable in public databases. This work focused on NMR parameter visualization of the chemical structure and mobility of mixtures and the use of high-field NMR data to analyze benchtop NMR data to characterize food process samples. We developed a tool to easily process benchtop NMR data and obtain chemical shifts and T2 relaxation times of peaks, as well as transform high-field NMR data into low-field NMR data. Line broadening and time–frequency analysis methods were adopted for data processing. This tool can visualize NMR parameters to characterize changes in the components and mobilities of food process samples using benchtop NMR data. In addition, assignment errors were smaller when the spectra of standard compounds were identified by transferring the high-field NMR data to low-field NMR data rather than directly using experimentally obtained low-field NMR spectra.

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The exposome paradigm to predict environmental health in terms of systemic homeostasis and resource balance based on NMR data science

Abstract: From the environmental samples, such as waters, soils, as well as microbiome and biome, NMR data science can evaluate the exposome, namely the totality of exposure to physical/chemical/biological factors from natural environment and human society

Cited by 12 publications

References 362 publications

[Retracted] Paradigm and Path of Released Prisoners’ Rights of Rehabilitation from the Perspective of Social Governance

[Retracted] Paradigm and Path of Released Prisoners’ Rights of Rehabilitation from the Perspective of Social Governance

An evaluation of homeostatic plasticity for ecosystems using an analytical data science approach

Parameter Visualization of Benchtop Nuclear Magnetic Resonance Spectra toward Food Process Monitoring

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