Cargando…

Combining Resampling Strategies and Ensemble Machine Learning Methods to Enhance Prediction of Neonates with a Low Apgar Score After Induction of Labor in Northern Tanzania

OBJECTIVE: The goal of this study was to establish the most efficient boosting method in predicting neonatal low Apgar scores following labor induction intervention and to assess whether resampling strategies would improve the predictive performance of the selected boosting algorithms. METHODS: A to...

Descripción completa

Detalles Bibliográficos
Autores principales:	Tarimo, Clifford Silver, Bhuyan, Soumitra S, Li, Quanman, Ren, Weicun, Mahande, Michael Johnson, Wu, Jian
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Dove 2021
Materias:	Original Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8434924/ https://www.ncbi.nlm.nih.gov/pubmed/34522147 http://dx.doi.org/10.2147/RMHP.S331077

Ejemplares similares

Prediction of low Apgar score at five minutes following labor induction intervention in vaginal deliveries: machine learning approach for imbalanced data at a tertiary hospital in North Tanzania
por: Tarimo, Clifford Silver, et al.
Publicado: (2022)

Validating machine learning models for the prediction of labour induction intervention using routine data: a registry-based retrospective cohort study at a tertiary hospital in northern Tanzania
por: Tarimo, Clifford Silver, et al.
Publicado: (2021)

Prevalence and risk factors for caesarean delivery following labor induction at a tertiary hospital in North Tanzania: a retrospective cohort study (2000–2015)
por: Tarimo, Clifford Silver, et al.
Publicado: (2020)

The situation and influencing factors of outpatient satisfaction in large hospitals: Evidence from Henan province, China
por: Ren, Weicun, et al.
Publicado: (2021)

Grand multiparity as a predictor of adverse pregnancy outcome among women who delivered at a tertiary hospital in Northern Tanzania
por: Muniro, Zainab, et al.
Publicado: (2019)

Active commuting and the risk of obesity, hypertension and diabetes: a systematic review and meta-analysis of observational studies
por: Wu, Jian, et al.
Publicado: (2021)

REVO: Resampling of ensembles by variation optimization
por: Donyapour, Nazanin, et al.
Publicado: (2019)

Current state, equality level and trends of self-rated health among old adults with intact physical condition
por: Ren, Weicun, et al.
Publicado: (2023)

Association of Apgar Score With Meconium Staining of Amniotic Fluid in Labor
por: Masood, Mehar, et al.
Publicado: (2021)

The Impact of Health Insurance Policy on the Fertility Intention of Rural Floating Population in China: Empirical Evidence from Cross-Sectional Data
por: Xing, Yiqing, et al.
Publicado: (2022)

Prevalence of Cesarean Section and Analysis of Neonatal Apgar Score and the Mean Time of Second Phase of Labor in Pregnant Women
por: Shokrpour, Maryam, et al.
Publicado: (2019)

A study on the equity of self-rated health of older adults at the family level
por: Ren, Weicun, et al.
Publicado: (2023)

The first confirmed case of COVID-19 in Tanzania: recommendations based on lesson learned from China
por: Tarimo, Clifford Silver, et al.
Publicado: (2020)

Neonatal assessment in the delivery room – Trial to Evaluate a Specified Type of Apgar (TEST-Apgar)
por: Rüdiger, Mario, et al.
Publicado: (2015)

Prevalence and factors for anxiety during the coronavirus disease 2019 (COVID-19) epidemic among the teachers in China
por: Li, Quanman, et al.
Publicado: (2020)

Effects of mask wearing on anxiety of teachers affected by COVID-19: A large cross-sectional study in China
por: Li, Quanman, et al.
Publicado: (2021)

Prevalence and risk factors of worry among teachers during the COVID-19 epidemic in Henan, China: a cross-sectional survey
por: Wang, Yanqing, et al.
Publicado: (2021)

The scale and structure of government financial investment in traditional medicine based on optimal efficiency: evidence from public traditional Chinese medicine hospitals (PTHs) of Henan province, China
por: Ren, Weicun, et al.
Publicado: (2021)

A study on the current state and equity level of the health promotion service demands among older adults in China
por: Ren, Weicun, et al.
Publicado: (2023)

Cause-specific neonatal mortality in a neonatal care unit in Northern Tanzania: a registry based cohort study
por: Mmbaga, Blandina Theophil, et al.
Publicado: (2012)

The Apgar Score and Infant Mortality
por: Li, Fei, et al.
Publicado: (2013)

Apgar score and risk of autism
por: Modabbernia, Amirhossein, et al.
Publicado: (2018)

The comparison of automated clustering algorithms for resampling representative conformer ensembles with RMSD matrix
por: Kim, Hyoungrae, et al.
Publicado: (2017)

From Soranus score to Apgar score
por: Razaz, Neda
Publicado: (2020)

Resuscitating neonates: 65 years after Virginia Apgar
por: Rüdiger, Mario
Publicado: (2017)

The degree of equity and coupling coordination of staff in primary medical and health care institutions in China 2013–2019
por: Ren, Weicun, et al.
Publicado: (2021)

A study on the current state and equity level of social participation ability among older adults in Henan Province, China
por: Ren, Weicun, et al.
Publicado: (2022)

Comparison of the Combined versus Conventional Apgar Scores in Predicting Adverse Neonatal Outcomes
por: Dalili, Hosein, et al.
Publicado: (2016)

Fingerprint resampling: A generic method for efficient resampling
por: Mestdagh, Merijn, et al.
Publicado: (2015)

Improving the Otsu method for MRA image vessel extraction via resampling and ensemble learning
por: Chang, Yuchou
Publicado: (2019)

Wepy: A Flexible Software Framework for Simulating Rare Events with Weighted Ensemble Resampling
por: Lotz, Samuel D., et al.
Publicado: (2020)

Comparison of the Effects of Maternal Supportive Care and Acupressure (at BL32 Acupoint) on Labor Length and Infant's Apgar Score
por: Akbarzadeh, Marzieh, et al.
Publicado: (2016)

Adolescents and young adults excluded from preventive chemotherapy for schistosomiasis control in Northern Tanzania: are they at risk and reservoirs of infection? Prevalence and determinants of transmission in Northern Tanzania
por: Maseke, Leah S., et al.
Publicado: (2022)

Are gestational and type II diabetes mellitus associated with the Apgar scores of full-term neonates?
por: Yeagle, Kevin P, et al.
Publicado: (2018)

Intrapartum Fetal Heart Rate: A Possible Predictor of Neonatal Acidemia and APGAR Score
por: Medeiros, Thâmila Kamila de Souza, et al.
Publicado: (2018)

Retrospective analysis of risk factors for low 1-minute Apgar scores in term neonates
por: Yang, Congmei, et al.
Publicado: (2019)

Probiotics decrease the stress response and intestinal permeability of term neonates with low Apgar scores
por: Wu, Jie, et al.
Publicado: (2019)

Prevalence of parasitic infections and associations with pregnancy complications and outcomes in northern Tanzania: a registry-based cross-sectional study
por: Mahande, Aneth Mkunde, et al.
Publicado: (2016)

Social economic factors and malaria transmission in Lower Moshi, Northern Tanzania
por: Lowassa, Asanterabi, et al.
Publicado: (2012)

Role of cattle treated with deltamethrine in areas with a high population of Anopheles arabiensis in Moshi, Northern Tanzania
por: Mahande, Aneth M, et al.
Publicado: (2007)

Cannot write session to /tmp/vufind_sessions/sess_0ksit8f5jvmt56j9n2uq9imp4v