scholarly journals Estimating outcomes in newborn infants using fuzzy logic

2014 ◽  
Vol 32 (2) ◽  
pp. 164-170 ◽  
Author(s):  
Luciano Eustáquio Chaves ◽  
Luiz Fernando C. Nascimento

OBJECTIVE: To build a linguistic model using the properties of fuzzy logic to estimate the risk of death of neonates admitted to a Neonatal Intensive Care Unit.METHODS: Computational model using fuzzy logic. The input variables of the model were birth weight, gestational age, 5th-minute Apgar score and inspired fraction of oxygen in newborn infants admitted to a Neonatal Intensive Care Unit of Taubaté, Southeast Brazil. The output variable was the risk of death, estimated as a percentage. Three membership functions related to birth weight, gestational age and 5th-minute Apgar score were built, as well as two functions related to the inspired fraction of oxygen; the risk presented five membership functions. The model was developed using the Mandani inference by means of Matlab(r) software. The model values were compared with those provided by experts and their performance was estimated by ROC curve.RESULTS: 100 newborns were included, and eight of them died. The model estimated an average possibility of death of 49.7±29.3%, and the possibility of hospital discharge was 24±17.5%. These values are different when compared by Student's t-test (p<0.001). The correlation test revealed r=0.80 and the performance of the model was 81.9%.CONCLUSIONS: This predictive, non-invasive and low cost model showed a good accuracy and can be applied in neonatal care, given the easiness of its use.

2020 ◽  
Vol 8 (1) ◽  
pp. 4-4
Author(s):  
Amir Eftekhari Milani ◽  
Mohamad Reza Niyousha ◽  
Ali Kiavar ◽  
Hanieh Sakha ◽  
Ali Mahdavi Fard ◽  
...  

Introduction: Because of increasing the population of premature infants due to improving neonatal care we try to find other independent criteria in addition to birth weight and gestational age to reduce the number of infants who need a retinopathy of prematurity (ROP) screening examination. Methods: This is a retrospective cross-sectional study, included 150 preterm infants with gestational age of ≤ 32 weeks or birth weight ≤ 1500 g or receives oxygen therapy for more than 2 days, who were examined from the fourth week of life for ROP in Tabriz Al-Zahra hospital’s neonatal intensive care unit (NICU), from March 2017 to January 2018. All infants with other risk factors such as multi gestational pregnancy, blood transfusion or exchange, phototherapy, underlying disease, cerebral hemorrhage, chronic lung disease and sepsis were excluded from the study. Infants divided to two group ROP (n=47) and non-ROP (n=133) and their 5-minute Apgar score was Apgar score was compared as an independent risk factor. Exploratory data analysis was performed using descriptive measures with independent samples t tests. Kolmogorov-Smirnov tests were used to test the normality of data distribution. Results: The mean 5-minute Apgar scores were statistically lower in ROP group (5.4±2.3) than non-ROP group 6.2±2.1 (P value=0.041). Conclusion: Apgar score was statistically significant, but in light of the very close results obtained, it seems prudent to consider an independent risk factor.


Author(s):  
Erbu Yarci ◽  
Fuat E. Canpolat

Objective Respiratory distress presented within the first few days of life is life-threatening and common problem in the neonatal period. The aim of this study is to estimate (1) the incidence of respiratory diseases in newborns and related mortality; (2) the relationship between acute neonatal respiratory disorders rates and gestational age, birth weight, and gender; and (3) the incidence of complications associated with respiratory disturbances. Study Design Only inborn patients with gestational age between 230/7 and 416/7 weeks having respiratory distress were included in the study. The data were collected from the medical records and gestational age was based on the menstrual dating. Results There were 8,474 live births between January 1, 2013 and June 30, 2013 in our hospital. A total of 1,367 newborns were hospitalized and oxygen therapy was applied in 903 of them because of respiratory distress. An acute respiratory disorder was found to be in 10.6% (903/8,474) among all live births. Mortality was 0.76% (66/8,474). The incidence of respiratory distress syndrome was 2.8% (n = 242). The occurrence of transient tachypnea of newborn was 3.1% (n = 270). Meconium aspiration syndrome, pneumonia, congenital diaphragmatic hernia, and pulmonary maladaptation and primary persistent pulmonary hypertension rates were 0.1, 0.7, 2.2, and 0%, respectively. Overall, 553 (61%) of the 903 newborns having respiratory diseases had complications. The occurrence of necrotizing enterocolitis, patent ductus arteriosus, bronchopulmonary dysplasia, intraventricular hemorrhage and air leak was 6.8, 19.8, 4.7, 24.9, and 5%, respectively. Conclusion This study offers an epidemiological perspective for respiratory disorders from a single-center level-III neonatal intensive care unit. Although number of births, premature newborns, extremely low birth weight/very low birth weight infants, and complicated pregnancies increase in years, decreasing rates of mortality and complications are very promising. As perinatal and neonatal cares are getting better in every day, we think that more promising results can be achieved over the coming years. Key Points


2015 ◽  
Vol 10 (1) ◽  
pp. 89-93
Author(s):  
R Joshi ◽  
G Baral

Aims: The purpose of this study was to determine the perinatal outcome of the second twin compared to the first one. Methods: This is a hospital based comparative study of 60 pregnant women with twin pregnancy at Paropakar Maternity and Women’s Hospital, Kathmandu from 14 January 2013 to13 April 2013. Apgar score and admission to neonatal intensive care unit of the first and the second twins were studied in relation to the gestational age, chorionicity, mode of delivery, inter-delivery interval and birth weight. Mc Nemars test was used with 0.05 as the level of significance. Results: Among 60 sets of twins, Apgar score of the second twin was found to be lower than the first one (p=0.02) in general and in preterm gestation (p=0.049), dichorionic diamniotic chorionicity (p=0.012), vaginal delivery (p<0.001), inter-delivery interval of <30 minutes (p=0.007) and birth weight discordance of <30 % (p=0.014). Admission to neonatal intensive care unit was not significant (p=0.5). Conclusions: Second twin had low Apgar score and the neonatal admission rate was similar for both twins. 


2018 ◽  
Vol 24 (3) ◽  
pp. 162
Author(s):  
Cetin Kilicci ◽  
Cigdem Yayla Abide ◽  
Enis Ozkaya ◽  
Evrim Bostancı Ergen ◽  
İlter Yenidede ◽  
...  

<p><strong>Objective:</strong> The aim of this study was to investigate the effect of some maternal and neonatal clinical parameters on the neonatal intensive care unit admission rates of neonates born to mothers who had preeclampsia. </p><p><strong>Study Design:</strong> Study included 402 singleton pregnant women with preeclampsia who admitted to Maternal-Fetal Medicine Unit of Zeynep Kamil Children and Women’s Health Training and Research Hospital. Pregnancies with uterine rupture, chorioamnionitis and congenital malformations were excluded. Some maternal and neonatal clinical characteristics were assessed to predict neonatal intensive care unit admission.</p><p><strong>Results:</strong> Among 402 neonates, 140 (35%) of them had an indication for neonatal intensive care unit admission, among 140 neonates, 136 (97%) of them were preterm neonates. Comparison of groups with and without neonatal intensive care unit admission indicated significant differences between groups in terms of gestational age, Apgar scores at 1st and 5th minutes, birth weight, some maternal laboratory parameters (Hemoglobin, hematocrit, alanine aminotransferase, aspartate aminotransferase, albumin). In multivariate analysis, among all study population, gestational age at delivery, birth weight and Apgar scores were found to be significantly associated with neonatal intensive care unit admission. On the other hand, in subgroup of term neonates, none of the variables was shown to be associated with neonatal intensive care unit admission.</p><p><strong>Conclusion:</strong> Gestational age at delivery and the birth weight are the main risk factors for neonatal intensive care unit admission of neonates born to mothers who had preeclampsia.</p>


2017 ◽  
Vol 4 (3) ◽  
pp. 685
Author(s):  
Karla Camila Lima de Souza ◽  
ANNY Caroline Ferreira de Carvalho ◽  
Natália Maria Chagas Evangelista ◽  
Magnely Moura do Nascimento ◽  
Andrea Stopiglia Guedes Braide ◽  
...  

Background: Describe the profile of newborns discharged from the neonatal intensive care unit (NICU) sent to a kangaroo ward and their neonatal variables.Methods: Retrospective and documentary study with a quantitative approach, performed at the General Hospital César Cals, whose sample consisted of 30 charts. The following variables were analyzed: weight, gestational age, Apgar score, gender, race, adequacy of the pregnancy and assistance provided in the NICU and kangaroo ward. The variables were analyzed using Microsoft Excel® 2010 program to obtain percentages.Results: There was a prevalence of extremely premature infants with high underweight and small size for the gestational age, male gender and browns, with Apgar score at 1st and 5th minutes more than 7, born by cesarean section, who used mechanical ventilation and surfactant, with prevalence of respiratory distress syndrome, with admission weight in Kangaroo ward less than 1.250g, making use of exclusive breast milk, who were attended by physiotherapy and with weight less than 1.600g at discharge, of the variables studied.Conclusions: Kangaroo care is an excellent cost-effective model for the newborn coming from the neonatal intensive care unit.


2008 ◽  
Vol 47 (169) ◽  
Author(s):  
Srijana Adhikari ◽  
B P Badhu ◽  
N K Bhatta ◽  
R S Rajbhandari ◽  
B K Kalakheti

World Health Organization’s Vision 2020 program has recognized Retinopathy of Prematurity(ROP) as an important cause of childhood blindness in industrialized and developing countries. Inthe last few years, it has been identifi ed in many under developed countries as well, as a result ofimproved neonatal intensive care. In Nepal, ROP screening is carried out in a few tertiary hospitalsbut there is no published data on this disease. The purpose of this study was to fi nd out the incidence,severity and risk factors of ROP among infants screened in a tertiary care hospital in the EasternRegion of Nepal.A prospective cohort study was carried out in neonates with gestational age of 34 weeks or less and,or birth weight of 1700 gm or less born over the period of one year. Dilated fundus examination ofall babies was done by indirect ophthalmoscopy between 2-4 weeks after birth and followed up tillthe retinal vascularization was complete. Classifi cation of ROP was done according to internationalclassifi cation (ICROP). Maternal and neonatal risk factors were also noted.A total of 55 babies fulfi lled the screening criteria. ROP was present in 25.45% (n=14) of the babies.Threshold disease was noted in 5.45% (n=3) of the babies screened. Low birth weight (p<0.01)and low gestational age (p<0.01) was signifi cantly associated with the incidence of ROP. Oxygensupplementation (p=<0.01) was an independent risk factor.ROP screening should be performed in all preterm low birth weight infants where there is availabilityof good neonatal intensive care units. The examination should be intensifi ed in those having riskfactors like oxygen. Further studies in the other tertiary care hospitals in Nepal would help toestablish the screening criteria for Nepalese infants.Key words: Retinopathy of prematurity, Eastern Nepal, screening


PEDIATRICS ◽  
1981 ◽  
Vol 68 (1) ◽  
pp. 122-130
Author(s):  
Alistair G. S. Philip ◽  
George A. Little ◽  
Denise R. Polivy ◽  
Jerold F. Lucey

Since 1976 a computerized data base has been used to store information on babies admitted to two intensive care nurseries serving the Vermont/New Hampshire region. The data base now allows reporting "neonatal" mortality by birth weight/gestational age (BW/GA) groupings for 1976-1979. For all BW/GA groups, except the most immature infants, there has been marked improvement compared to data gathered in the sixties (ie, mortality has decreased). These data are probably applicable to most other centers providing neonatal intensive care. The use of BW/GA categories provides the most reliable way of objectively comparing statistics from one center to another. Differences between two centers were observed when birth weight specific rates were used, but were largely abolished by using BW/GA groups. Data gathered in this way will be increasingly important for comparisons between centers and across years and when evaluating the effectiveness of new therapeutic interventions.


2021 ◽  
Vol 36 (Supplement_1) ◽  
Author(s):  
Elena Prokopenko ◽  
Aleksei Zulkarnaev ◽  
Irina Nikol`skaya ◽  
Andrey Vatazin ◽  
Daria Penzeva

Abstract Background and Aims Pregnancy in patients with chronic glomerulonephritis (CGN) is associated with higher risk of complications and unfavorable outcomes compared to the general population. The aim of the study was to determine the incidence of pregnancy complications and outcomes in patients with preexisting CGN. Method 126 pregnancies in 119 women with CGN and CKD 1-4 stages: 1 st. – 86 patients, 2 st. – 17, 3 st. – 20, 4 st. – 3 and 20 pregnancies in 20 age-matching healthy women were included. Patients with secondary CGN, multiple pregnancy, pregnancy after IVF were excluded. A kidney biopsy was performed in 18 of 119 (15.1%) women: 15 – before conception and 3 – after delivery. IgA-nephropathy was detected in 11 of 18 (61.1%) patients, MCD/FSGS – in 4 (22.2%), MPGN – in 3 (16.7%). The incidence of unfavorable pregnancy outcome, preeclampsia (PE), preterm delivery, cesarean section (CS), low birth weight (LBW &lt; 2500 g), small for gestational age (SGA) newborn (birth weight &lt; 10th percentile), mean term of delivery, mean birth weight, frequency of treatment in neonatal intensive care unit (NICU) and achieving of end-stage kidney disease in mothers after delivery were evaluated. Results CKD was first diagnosed during pregnancy in 34.1% women with CGN. The incidence of adverse pregnancy outcomes, preterm delivery, LBW, SGA, and treatment in the NICU did not differ between groups, while the frequency of PE and CS were higher, and mean gestational age at delivery, birth weight were lower in the CGN group compared to the healthy control (Table). Severe PE was observed in 6 of 32 (18.7%) patients with PE and CGN. The incidence of PE increased in advanced stages of CKD, but the differences were not significant: 19.8% - in CKD1, 35.3% - CKD2, 35% - CKD3, 66.7% - CKD4, p=0.112. The frequency of PE depended on the presence of baseline nephrotic-range proteinuria (NPU) and chronic arterial hypertension (AH): PE was observed in women w/o NPU and w/o AH in 8.3% cases, w/o NPU and with AH – in 39%, with NPU and w/o AH – in 44,4%, with NPU and with AH – in 43.8%, p=0.00048. Preterm delivery, CS and LBW were more common in women with chronic renal failure, and their frequency increased with increasing severity of CKD: CKD1 – 3.5%, 21.2%, 3.5% resp.; CKD2 – 6.7%, 53.3%, 20%; CKD3 – 40%, 70%, 40%; CKD4 – 100%, 100%, 100% (p&lt;0.0001, for all characteristics). We found differences in gestational age at delivery depending on the stages of CKD: in CKD1 it was 38.9 ± 1.3 wks, CKD2 – 38.2 ± 2.1 wks, CKD3 – 36.3 ± 3.5 wks, CKD4 – 32.4 wks (one child), p=0.00013. The proportion of newborns requiring intensive care was higher in mothers with CKD3 (30%) and CKD4 (100%) compared with CKD1 (0%) and CKD2 (13.3%), p&lt;0.0001. Five of 126 (4%) patients in CGN group achieved stage 5 CKD with average postpartum follow-up period of 92.6 ± 20.5 months; 4 women had CKD3 during pregnancy, one – CKD1. Now 2 patients are treated with regular hemodialysis, 3 - live with kidney transplant. Conclusion Chronic glomerulonephritis has a negative effect on pregnancy course, increasing the incidence of PE and CS and contributing to reduce gestational age and birth weight. Incidence of preterm delivery, CS, LBW and proportion of newborns treated in NICU were highest in patients with CKD 3-4.


2021 ◽  
Vol 8 (35) ◽  
pp. 3241-3246
Author(s):  
Nagaveni Patta ◽  
Manthena Jagadeesh Kumar ◽  
Mohd Sirazuddin

BACKGROUND Hypoglycaemia is one of the most common metabolic problems seen in neonatal intensive care units (NICU). Most cases of neonatal hypoglycaemia are transient and respond readily to treatment and are associated with excellent prognosis. Development of clinical signs and symptoms may be a late sign of hypoglycaemia. Persistent hypoglycaemia may result in possible neurologic sequelae. The purpose of this study was to assess the clinical pattern of hypoglycaemia in neonates admitted in special newborn care unit in Government General hospital, Mahabubnagar, Telangana and to also assess the influence of gestational age, birth weight, various comorbid conditions on blood glucose levels. METHODS This is an observational hospital-based study done in Government General Hospital, Mahabubnagar from June 2020 to May 2021. Neonates with hypoglycaemia (blood glucose < 45 mg/dl) at the time of admission are included in our study. Blood glucose values were monitored 2nd hourly on 1st day and 6th hourly thereafter. Following the detection of hypoglycaemia, the neonates were treated as per institutional protocol. Clinical features, laboratory parameters are studied and analysed. RESULTS Among the 99 neonates studied, 68 (68.7 %) were males and 31 (31.3 %) females; Term babies were 75 (75.7 %) and pre term babies were 24 (24.2 %). Low birth weight newborns (51.5 %) were more affected with hypoglycaemia compared to normal weight newborns (38.4 %). Among the 99 neonates studied, 96.9 % were treated and discharged. Average duration of stay was around 05 to 07 days. CONCLUSIONS Hypoglycaemia is most common condition in neonates. Routine screening should be done to all newborns at the time of admission. Timely intervention reduces long term neurological sequelae. Neonates presenting with dull activity, refusal to feed, vomiting, jitteriness, seizures must routinely undergo regular glucose monitoring. As the study shows, most hypoglycaemic neonates presented with those symptoms. Among the various comorbidities, hypoglycaemia occurred more in birth asphyxia and respiratory distress syndrome. So, it should be made mandatory to do glucose monitoring in these cases. Glucose monitoring should be made as a common screening method to prevent morbidity and mortality in neonatal intensive care units. KEYWORDS Hypoglycaemia, Pre-Term, Term, Low Birth Weight, Special New Born Care Unit, Small for Gestational Age, Large for Gestational Age


2002 ◽  
Vol 21 (3) ◽  
pp. 31-42 ◽  
Author(s):  
Mary Fran Hazinski

Part I: Epidemiology, Cardiac Development, and Fetal CirculationCONGENITAL HEART DISEASE IS PRESENT IN ROUGHLY eight to ten out of every thousand newborn infants.1 However, within the neonatal intensive care unit, the incidence of congenital heart disease is much higher than this, because low birth weight or small-for-date infants are more likely to have congenital heart disease than normal infants.2


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