ReviewReproductive sciences (Thousand Oaks, Calif.)2022
Changing Perspectives of Electronic Fetal Monitoring.
Review in Reproductive sciences (Thousand Oaks, Calif.), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
12 citing papers in PubMed.
- Maternal and Fetal Outcomes of Contemporary Obstetric Interventions: A Systematic Review.Cureus · 2026Review
- Enhancing agreement in cardiotocography interpretation between midwives and obstetricians through a rule-based AI program: A comparative cross-sectional study.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2026Article
- Home Fetal Heart Rate Monitoring in Pregnancy: Patient Experience and Acceptance in the Era of Digital Prenatal Care.Healthcare (Basel, Switzerland) · 2026Article
- Assessing signal loss, accuracy, and acceptability of an ambulatory fetal electrocardiography with cardiotocography in the antepartum and intrapartum phases.Acta obstetricia et gynecologica Scandinavica · 2026Article
- Correlation of suspicious and pathological cardiotocography with umbilical cord blood gas parameters: A prospective cohort study.Journal of family medicine and primary care · 2025Article
- Effect of constructivist teaching in the improvement of midwives' interpretation ability in fetal monitor graphs.BMC medical education · 2025Article
- Article
- Day-to-day dynamics of fetal heart rate variability to detect chorioamnionitis in preterm premature rupture of membranes.PloS one · 2025Article
- Etiology and Ontogeny of Cerebral Palsy: Implications for Practice and Research.Reproductive sciences (Thousand Oaks, Calif.) · 2024Review
- The effect of continuous electronic fetal monitoring on mode of delivery and neonatal outcome among low-risk laboring mothers at Debre Markos comprehensive specialized hospital, Northwest Ethiopia.Frontiers in global women's health · 2024Article
- Resistance to Change.Reproductive sciences (Thousand Oaks, Calif.) · 2023Review
- Evolving Frameworks for the Foundation and Practice of Electronic Fetal Monitoring.Maternal-fetal medicine (Wolters Kluwer Health, Inc.) · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The delivery of healthy babies is the primary goal of obstetric care. Many technologies have been developed to reduce both maternal and fetal risks for poor outcomes. For 50 years, electronic fetal monitoring (EFM) has been used extensively in labor attempting to prevent a large proportion of neonatal encephalopathy and cerebral palsy. However, even key opinion leaders admit that EFM has mostly failed to achieve this goal. We believe this situation emanates from a fundamental misunderstanding of differences between screening and diagnostic tests, considerable subjectivity and inter-observer variability in EFM interpretation, failure to address the pathophysiology of fetal compromise, and a tunnel vision focus. To address these suboptimal results, several iterations of increasingly sophisticated analyses have intended to improve the situation. We believe that part of the continuing problem is that the focus of EFM has been too narrow ignoring important contextual issues such as maternal, fetal, and obstetrical risk factors, and increased uterine contraction frequency. All of these can significantly impact the application of EFM to intrapartum care. We have recently developed a new clinical approach, the Fetal Reserve Index (FRI), contextualizing EFM interpretation. Our data suggest the FRI is capable of providing higher accuracy and earlier detection of emerging fetal compromise. Over time, artificial intelligence/machine learning approaches will likely improve measurements and interpretation of FHR characteristics and other relevant variables. Such future developments will allow us to develop more comprehensive models that increase the interpretability and utility of interfaces for clinical decision making during the intrapartum period.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.