Automatic prediction of therapeutic activities during newborn resuscitation combining video and signal data

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Newborn mortality is a global challenge with around 2.4 million neonatal deaths in 2019. One third of these occur within the first-and-only day of life with labour complications and birth asphyxia being the primary causes. Existing guidelines for newborn resuscitation are based on limited scientific evidence, and evidens based research is sought for. To increase our knowledge on resuscitation of newborns, it is crucial to first quantify what is currently being done in terms of therapeutic activities, such as ventilation and stimulation, and how they affect resuscitation outcomes. In the current study, the therapeutic activities during newborn resuscitation are quantified by estimating a timeline describing the start and stop of activities. The proposed approach is combining methods using both video and time series data recorded during resuscitation, where the predictions are based on the available sources. From video the activity recognition is done by a 3D CNN method. For the signal data feature extraction is performed on ECG and accelerometer signals and thereafter machine learning is done to perform stimulation detection. We show that best results are achieved with all signals and video available, for the activity “stimulation” we get an AUC of 0.86, sensitivity of 82.32%, specificity of 82.23%, and precision of 57.59%. If only signals or video is available we still get good results with AUC at 0.80, and 0.84 respectively.

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Intermittent Detection of Fetal Heart Rate Abnormalities Identify Infants at Greatest Risk for Fresh Stillbirths, Birth Asphyxia, Neonatal Resuscitation, and Early Neonatal Deaths in a Limited-Resource Setting: A Prospective Descriptive Observational Study at Haydom Lutheran Hospital
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Background: Intermittent fetal heart rate (FHR) monitoring during labor using an acoustic stethoscope is the most frequent method for fetal assessment of well-being in low- and middle-income countries. Evidence concerning reliability and efficacy of this technique is almost nonexistent. Objectives: To determine the value of routine intermittent FHR monitoring during labor in the detection of FHR abnormalities, and the relationship of abnormalities to the subsequent fresh stillbirths (FSB), birth asphyxia (BA), need for neonatal face mask ventilation (FMV), and neonatal deaths within 24 h. Methods: This is a descriptive observational study in a delivery room from November 2009 through December 2011. Research assistants/observers (n = 14) prospectively observed every delivery and recorded labor information including FHR and interventions, neonatal information including responses in the delivery room, and fetal/neonatal outcomes (FSB, death within 24 h, admission neonatal area, or normal). Results: 10,271 infants were born. FHR was abnormal (i.e. <120 or >160 beats/min) in 279 fetuses (2.7%) and absent in 200 (1.9%). Postnatal outcomes included FSB in 159 (1.5%), need for FMV in 695 (6.8%), BA (i.e. 5-min Apgar score <7) in 69 (0.7%), and deaths in 89 (0.9%). Abnormal FHR was associated with labor complications (OR = 31.4; 95% CI: 23.1–42.8), increased need for FMV (OR = 7.8; 95% CI: 5.9–10.1), BA (OR = 21.7; 95% CI: 12.7–37.0), deaths (OR = 9.9; 95% CI: 5.6–17.5), and FSB (OR = 35; 95% CI: 20.3–60.4). An undetected FHR predicted FSB (OR = 1,983; 95% CI: 922–4,264). Conclusions: Intermittent detection of an absent or abnormal FHR using a fetal stethoscope is associated with FSB, increased need for neonatal resuscitation, BA, and neonatal death in a limited-resource setting. The likelihood of an abnormal FHR is magnified with labor complications.

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Laryngeal Masks in Neonatal Resuscitation-A Narrative Review of Updates 2022.
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Nurses’ and midwives’ knowledge regarding neonatal resuscitation in public hospitals of south wollo zone of Amhara Region, Northern Ethiopia

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Reply
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Reduced perinatal mortality following enhanced training of birth attendants in the Democratic Republic of Congo: a time-dependent effect
  • Aug 4, 2011
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Knowledge and skills of newborn resuscitation among health care professionals in East Africa. A systematic review and meta-analysis.
  • Mar 8, 2024
  • PLOS ONE
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Newborn resuscitation is a medical intervention to support the establishment of breathing and circulation in the immediate intrauterine life. It takes the lion's share in reducing neonatal mortality and impairments. Healthcare providers' knowledge and skills are the key determinants of the success of newborn resuscitation. Many primary studies have been conducted in various countries to examine the level of knowledge and skills of newborn resuscitation and associated factors among healthcare providers. However, these studies had great discrepancies and inconsistent results across East Africa. Hence, this review aimed to synthesize the pooled level of knowledge and skills of newborn resuscitation and associated factors among healthcare providers in East Africa. Studies were systematically searched from February 11, 2023, to March 10, 2023, using PubMed, Google Scholar, HINARI, and grey literature. The effect size measurement of knowledge and skill of health care newborn resuscitation was estimated using the Random Effect Model. The data were extracted by Excel and analyzed using Stata 17 software. The Cochran's Q test and I2 statistic were used to assess the heterogeneity of studies. The symmetry of the funnel plot and Egger's test were used to check for publication bias. A subgroup analysis was done on the study years, sample sizes, and geographical location. Percentages and odds ratios (OR) with 95% CI were used to pool the effect measure. In this systematic review and meta-analysis, a total of 1953 articles were retrieved from various databases and registers. Finally, 17 studies with 7655 participants were included. The overall levels of knowledge and skills of healthcare providers on newborn resuscitation were 58.74% (95% CI: 44.34%, 73.14%) and 46.20% (95% CI: 25.16%, 67.24%), respectively. Newborn resuscitation training (OR = 3.95, 95% CI: 2.82, 5.56) and the availability of newborn resuscitation guidelines (OR = 2.71, 95% CI: 1.90, 3.86) were factors significantly associated with knowledge of health care professionals on newborn resuscitation. Work experience (OR = 5.92, 95% CI, 2.10, 16.70), newborn resuscitation training (OR = 2.83, 95% CI, 1.8, 4.45), knowledge (OR = 3.05, 95% CI, 1.78, 5.30), and the availability of newborn resuscitation equipment (OR = 4.92, 95% CI, 2.80, 8.62) were determinant factors of skills of health care professionals on newborn resuscitation. The knowledge and skills of healthcare providers on newborn resuscitation in East Africa were not adequate. Newborn resuscitation training and the availability of resuscitation guidelines were determinant factors of knowledge, whereas work experience, knowledge, and the availability of newborn resuscitation equipment and training were associated with the skills of healthcare providers in newborn resuscitation. Newborn resuscitation training, resuscitation guidelines and equipment availability, and work experience are recommended to improve healthcare providers' knowledge and skills.

  • Research Article
  • Cite Count Icon 1
  • 10.54112/pjicm.v5i01.49
PRACTICES AND OUTCOMES OF NEONATAL RESUSCITATION FOR NEWBORNS WITH BIRTH ASPHYXIA IN TERTIARY CARE HOSPITALS IN LAHORE, PAKISTAN
  • Mar 20, 2025
  • Pakistan Journal of Intensive Care Medicine
  • S Nasim + 2 more

Background:Neonatal resuscitation (NR) is a critical intervention to reduce neonatal morbidity and mortality associated with birth asphyxia. The effectiveness of NR practices by healthcare professionals (HCPs) significantly influences newborn outcomes. However, gaps in NR training and adherence to standardized resuscitation protocols may impact survival and long-term health. Evaluating NR practices and their association with neonatal outcomes can help identify areas for improvement and optimize neonatal care. Objective: To observe the NR practices of HCPs and their outcomes and to determine the associations between practices and outcomes. Study Design: Observational Cross-sectional study. Setting: The study was conducted in the neonatal resuscitation unit of a tertiary care hospital. Duration of Study: March 2024 to August 2024. Methods: One thousand six hundred and forty neonates were followed, and out of them, a total of 138 newborn resuscitations were observed by 46 HCPs using a predetermined adopted checklist. Newborns with birth asphyxia by the WHO criteria, as well as criteria defined by the American Academy of Pediatrics, were included in the study. The complete bio-data of health care professionals was documented with their way of resuscitation. The observer was present in the resuscitation area every time a delivery was being conducted. Data was analyzed using the SPSS software. The chi-square test was used to determine the association between NR practices and outcomes at one hour. Result: 45.7% of the HCPs were within the age group of 26-30 years, with 55.2% as females. The majority of them are doctors, followed by nurses. 50.7% HCPs prepared the area for resuscitation, and only 18.8% identified a helper. 95.7% dried the baby, and 76.8% removed the wet cloth. 96.4% HCPs cleared the baby's airway. Meconium was present in 42% of neonates. Only 27.9% HCPs started BMV within the Golden minute (60s), 75% used the correct mask size and 96.9% observed chest movement. According to the level of practices by HCPs, good scores were as follows: 74.6% in Drying/Stimulating, 89.7% for Support Ventilation, 39.9% in Open Airway, 27.9 % for BMV, and in ABMW, 44.8% of HCPs demonstrated good practices. 16.7% neonates recovered well, 47.1% needed oxygen therapy, 29% required intensive care, and 7.2% died after 01 hour. Suctioning before the baby breathes (p-value .001), placing the baby's head in a neutral position (p-value = .013), initiation of BMV (p-value &lt;.05), and checking the baby's heart rate after 1 minute (p-value = .022) were associated with newborn outcomes at 1 hour. Conclusion: The Majority of the HCPs were inadequately trained for NR practices. However, a significant association among HCPs' NR practices (airway management and advanced resuscitation practices) and outcomes was observed. Structured and ongoing NR training for HCPs can improve practices and contribute to reduced newborn morbidity and mortality rates. Consequently, it will be helpful for lowering healthcare costs for families and the healthcare system and will contribute to the national economy..

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