Influencing factors for childbirth readiness among pregnant women based on the reciprocal determinism theory and backpropagation neural network: a cross-sectional study in China

This study innovatively used reciprocal determinism and backpropagation neural network modeling to identify key childbirth readiness factors, highlighting behavioral intention in childbirth preparation, family care, fear of birth, and information support. Integrating intrinsic motivation with extrinsic support enhances maternal readiness and provides strategies for improved antenatal care.

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Publication Details

Journal
BMC Pregnancy and Childbirth
Published
2025-10-14
DOI
https://doi.org/10.1186/s12884-025-08141-7
Citations
2
Primary Topic
Evaluation Methods in Various Fields
Type
article
Field-Weighted Citation Impact
3.68

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article

Influencing factors for childbirth readiness among pregnant women based on the reciprocal determinism theory and backpropagation neural network: a cross-sectional study in China

Ke Zhang, Tieying Zeng, Meiliyang Wu, Meizhen Zhao et al.
2 citations
BMC Pregnancy and Childbirth
Evaluation Methods in Various Fields
3.68
article

Influencing factors for childbirth readiness among pregnant women based on the reciprocal determinism theory and backpropagation neural network: a cross-sectional study in China

Ke Zhang, Tieying Zeng, Meiliyang Wu, Meizhen Zhao, Mengmei Yuan
article en
2 citations

Abstract

This study innovatively used reciprocal determinism and backpropagation neural network modeling to identify key childbirth readiness factors, highlighting behavioral intention in childbirth preparation, family care, fear of birth, and information support. Integrating intrinsic motivation with extrinsic support enhances maternal readiness and provides strategies for improved antenatal care.

BMC Pregnancy and ChildbirthVol. 25(1)
Tongji Hospital (CN), Huazhong University of Science and Technology (CN)
National Natural Science Foundation of China, Huazhong University of Science and Technology, Tongji University, Tongji Medical College, Huazhong University of Science and Technology
Openalex Percentile: Top 7%
Evaluation Methods in Various Fields
3.68
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