| Literature DB >> 35880059 |
Yi Li1, Xiaoli Deng2, Shan Liao3, Xiaoli Liang4, Hongyan Wang5, Hua Fang6, Zhen Ai7, Pei Chen7, Xiangeng Zhang8.
Abstract
In today's society, the pressure of family care is increasing and people's demand for childcare services is increasing. At the same time, the government also pays more attention to the problem of 0 ∼ 3-year-old infant care services which are desperately needed in every society throughout the world. General studies have been carried out in literature where results show that in families with only one child, long working hours and with more than two children, the three factors of children's age gap, attention to nursery facilities, attention to environment and food safety have a negative impact on people's demand for nursery services. From these studies, we have extracted three vital factors that have a positive impact on people's demand for childcare services: grandparents' help to take care of children, parents' age, and psychological tolerance of childcare service fees. In this paper, we have utilized one of the most commonly used methodology, i.e., big data, to smoothly resolve the accessibility issue of urban non-profit public nursery services. In order to verify and evaluate our claim, we have implemented the proposed scheme and compared the results which shows that exceptional performance of the propose scheme.Entities:
Mesh:
Year: 2022 PMID: 35880059 PMCID: PMC9308518 DOI: 10.1155/2022/9775524
Source DB: PubMed Journal: Comput Intell Neurosci
The influence of parents having only one child on the choice of childcare services.
| 1 | 2 | 3 | 4 | |
|---|---|---|---|---|
| Variable | if_ | if_ | if_ | if_ |
| The mother is the only child | −0.72 (0.49) | — | −0.42 (0.55) | — |
| Average family working hours per week | −0.02 (0.01) | 1.12 (0.72) | 1.23 (0.73) | 1.24 (0.70) |
| Parents and grandparents take care of infants and young children | 1.3 (0.75) | −0.02 (0.01) | −0.02 (0.73) | 1.24 (0.73) |
| Grandparents take care of infants and young children | 0.04 (0.02) | 1.21 (0.13) | 1.3 (0.7) | 1.1 (0.21) |
| Observed value | 175 | 175 | 175 | 175 |
Impact of children's age difference on the choice of childcare services.
| 1 | 2 | 3 | |
|---|---|---|---|
| Variable | if_ | if_ | if_ |
| Maternal age | 0.88 (0.42) | 0.04 (0.20) | 1.88 (0.45) |
| Age difference between the second child and the youngest child | 0.02 (0.01) | 1.42 (0.62) | 1.23 (0.53) |
| Age of first child | 1.5 (0.55) | 0.02 (0.20) | 0.23 (0.21) |
| Grandparents take care of infants and young children | 0.04 (0.02) | 1.21 (0.13) | 1.3 (0.7) |
| Is the mother an only child | — | 2.60 (1.18) | 5.52 (2.16) |
| The father is the only child | — | −1.58 (0.03) | −2.1 (0.05) |
| Observer value | 175 | 175 | 175 |
| Observed value | 60 | 60 | 60 |
Influence of characteristics of nursery institutions on the choice of nursery services.
| 1 | 2 | 3 | 4 | 5 | |
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| Variable | if_ | if_ | if_ | if_ | if_ |
| Distance between nursery institutions and Gao's family | - | - | 1.30 (0.75) | - | 0.25 (0.34) |
| Facilities, environment and food safety | - | - | - | - | −0.86 (0.35) |
| Quality of nursery clothes | - | - | - | - | −0.14 (0.24) |
| Nursery service qualification and reputation | - | - | - | - | −0.15 (0.36) |
| Psychologically acceptable charge level | 0.76(0.38) | - | - | - | - |
| Personal or family care burden | - | 0.77 (0.46) | - | - | - |
| Constant | 0.97 (1.44) | 2.34 (0.37) | 1.53 (0.24) | 1.53 (0.26) | 0.57 (0.28) |
| Observed value | 86 | 190 | 190 | 190 | 190 |
Figure 1False positive test results of malicious packet loss of the two systems.
Figure 2False negative test results of malicious packet loss of the two systems.
Figure 3False positive test results of malicious packet modification of the two systems.
Figure 4False negative test results of malicious packet modification of the two systems.