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Comparison of Multivariable Logistic Regression and Other Machine Learning Algorithms for Prognostic Prediction Studies in Pregnancy Care: Systematic Review and Meta-Analysis

Comparison of Multivariable Logistic Regression and Other Machine Learning Algorithms for Prognostic Prediction Studies in Pregnancy Care: Systematic Review and Meta-Analysis

Among pregnant women, the LR algorithm was mostly applied to develop predictions for outcome categories of obstetric labor (13/77, 17%) [36,46,47,54,57,62,64,70,83,86,91,97,103], pregnancy-induced hypertension (12/77, 16%) [30,31, 43,48,55,65,66,68,76,81,93,105

Herdiantri Sufriyana, Atina Husnayain, Ya-Lin Chen, Chao-Yang Kuo, Onkar Singh, Tso-Yang Yeh, Yu-Wei Wu, Emily Chia-Yu Su

JMIR Med Inform 2020;8(11):e16503

Risk Perception of Health Professionals in Intrapartum Care Decisions: Protocol for a Mixed Methods Study

Risk Perception of Health Professionals in Intrapartum Care Decisions: Protocol for a Mixed Methods Study

A large number of women experience some form of intervention during labor, for example, an epidural, administration of oxytocin, an episiotomy, or a caesarean section [2,3].

Nina H Peterwerth, Margareta Halek, Sabrina Tulka, Rainhild Schäfers

JMIR Res Protoc 2020;9(11):e21443

Computerized Childbirth Monitoring Tools for Health Care Providers Managing Labor: A Scoping Review

Computerized Childbirth Monitoring Tools for Health Care Providers Managing Labor: A Scoping Review

The obstructed labor complex directly contributes to 6-10% of the maternal deaths, in addition to contributing to other diseases for the mother and the baby [3,4].Proper monitoring of the labor and delivery process with appropriate action based on findings

Michael S Balikuddembe, Nazarius M Tumwesigye, Peter K Wakholi, Thorkild Tylleskär

JMIR Med Inform 2017;5(2):e14

Relationship Between Adherence to Remote Monitoring and Patient Characteristics: Observational Study in Women With Pregnancy-Induced Hypertension

Relationship Between Adherence to Remote Monitoring and Patient Characteristics: Observational Study in Women With Pregnancy-Induced Hypertension

Furthermore, it is likely that women monitored with RM will enter labor spontaneously and will be more likely to be diagnosed with gestational hypertension rather than pre-eclampsia than women treated with conventional care [6].

Thijs Vandenberk, Dorien Lanssens, Valerie Storms, Inge M Thijs, Lotte Bamelis, Lars Grieten, Wilfried Gyselaers, Eileen Tang, Patrick Luyten

JMIR Mhealth Uhealth 2019;7(8):e12574

INTERGROWTH-21st Gestational Dating and Fetal and Newborn Growth Standards in Peri-Urban Nairobi, Kenya: Quasi-Experimental Implementation Study Protocol

INTERGROWTH-21st Gestational Dating and Fetal and Newborn Growth Standards in Peri-Urban Nairobi, Kenya: Quasi-Experimental Implementation Study Protocol

The ability to date a pregnancy accurately affects a clinician’s ability to make informed decisions about appropriate timing of labor induction for maternal and fetal indications (including prolonged gestation) and elective or repeat caesarean sections [15]

Kathryn Millar, Suha Patel, Meghan Munson, Linda Vesel, Shalini Subbiah, Rachel M. Jones, Sarah Little, Aris T. Papageorghiou, Jose Villar, Mary Nell Wegner, Nick Pearson, Faith Muigai, Catherine Ongeti, Ana Langer

JMIR Res Protoc 2018;7(6):e10293

The Impact of a Maternal Education Program Through Text Messaging in Rural China: Cluster Randomized Controlled Trial

The Impact of a Maternal Education Program Through Text Messaging in Rural China: Cluster Randomized Controlled Trial

These documents are comprehensive, with 28 education modules on details regarding various maternity care including safe motherhood, parenthood, concept of risk and appropriateness for prenatal care visits and testing, labor and delivery, postpartum care, and

Ri-Hua Xie, Hongzhuan Tan, Monica Taljaard, Yan Liao, Daniel Krewski, Qingfeng Du, Shi Wu Wen

JMIR Mhealth Uhealth 2018;6(12):e11213

Online Antenatal Care During the COVID-19 Pandemic: Opportunities and Challenges

Online Antenatal Care During the COVID-19 Pandemic: Opportunities and Challenges

The obstetric doctor can then closely monitor patients’ glucose levels and provide appropriate dietary suggestions and medications. This would be helpful in decreasing the incidence and negative impact of GDM.

Huailiang Wu, Weiwei Sun, Xinyu Huang, Shinning Yu, Hao Wang, Xiaoyu Bi, Jie Sheng, Sihan Chen, Babatunde Akinwunmi, Casper J P Zhang, Wai-Kit Ming

J Med Internet Res 2020;22(7):e19916