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Breastfeeding social support status and influencing factors in puerpera based on randomforest model
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Tian SUN, Bo-kun SHANG, Shuo LI, Chan-zhi DUAN, Yan WANG, Qing LI
Modern Preventive Medicine | 2024, 51(18) : 3320 - 3325
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Modern Preventive Medicine | 2024, 51(18): 3320-3325
Breastfeeding social support status and influencing factors in puerpera based on randomforest model
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Tian SUN, Bo-kun SHANG, Shuo LI, Chan-zhi DUAN, Yan WANG, Qing LI
Affiliations
  • School of Nursing, Chengde Medical University,Chengde, Heibei 067000, China
Published: 2024-09-25 doi: 10.20043/j.cnki.MPM.202403560
Outline
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Objective

To explore the status quo of breastfeeding social support in puerpera and analyze its influencing factors.

Methods

A total of 535 puerpera were selected from 4 community health service centers in Chengde city by complete random cluster sampling method.The random forest model and LASSO regression were used to rank and screen the influencing factors.

Results

The total score of the Breastfeeding Social Support Scale was 52.00 (9.00). The results of LASSO regression showed that when the lambda(λ) value was 0.117 7, the error was the smallest, and the corresponding number of influencing factors was 10.The importance ranking and multiple regression analysis showed that the main influencing factors of breastfeeding social support were community promotion of breastfeeding, whether returning to work or not, employment status, whether breastfeeding at night or not, feeding patterns (P<0.05).

Conclusion

The level of breastfeeding social support remains to be improved,and health care providers should develop targeted intervention according to the influencing factors.

Breastfeeding  /  Social support  /  Random Forest model  /  Influencing factors
Tian SUN, Bo-kun SHANG, Shuo LI, Chan-zhi DUAN, Yan WANG, Qing LI. Breastfeeding social support status and influencing factors in puerpera based on randomforest model[J]. Modern Preventive Medicine, 2024 , 51 (18) : 3320 -3325 . DOI: 10.20043/j.cnki.MPM.202403560
Year 2024 volume 51 Issue 18
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Article Info
doi: 10.20043/j.cnki.MPM.202403560
  • Receive Date:2024-03-31
  • Online Date:2026-03-20
  • Published:2024-09-25
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  • Received:2024-03-31
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    School of Nursing, Chengde Medical University,Chengde, Heibei 067000, China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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