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- Degas, A., et al.
(författare)
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A Survey on Artificial Intelligence (AI) and eXplainable AI in Air Traffic Management : Current Trends and Development with Future Research Trajectory
- 2022
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Ingår i: Applied Sciences. - : MDPI. - 2076-3417. ; 12:3
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Forskningsöversikt (refereegranskat)abstract
- Air Traffic Management (ATM) will be more complex in the coming decades due to the growth and increased complexity of aviation and has to be improved in order to maintain aviation safety. It is agreed that without significant improvement in this domain, the safety objectives defined by international organisations cannot be achieved and a risk of more incidents/accidents is envisaged. Nowadays, computer science plays a major role in data management and decisions made in ATM. Nonetheless, despite this, Artificial Intelligence (AI), which is one of the most researched topics in computer science, has not quite reached end users in ATM domain. In this paper, we analyse the state of the art with regards to usefulness of AI within aviation/ATM domain. It includes research work of the last decade of AI in ATM, the extraction of relevant trends and features, and the extraction of representative dimensions. We analysed how the general and ATM eXplainable Artificial Intelligence (XAI) works, analysing where and why XAI is needed, how it is currently provided, and the limitations, then synthesise the findings into a conceptual framework, named the DPP (Descriptive, Predictive, Prescriptive) model, and provide an example of its application in a scenario in 2030. It concludes that AI systems within ATM need further research for their acceptance by end-users. The development of appropriate XAI methods including the validation by appropriate authorities and end-users are key issues that needs to be addressed. © 2022 by the authors. Licensee MDPI, Basel, Switzerland.
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- KC, Ashish, 1982-, et al.
(författare)
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The burden of and factors associated with misclassification of intrapartum stillbirth : Evidence from a large scale multicentric observational study
- 2020
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Ingår i: Acta Obstetricia et Gynecologica Scandinavica. - : Wiley. - 0001-6349 .- 1600-0412. ; 99:3, s. 303-311
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Tidskriftsartikel (refereegranskat)abstract
- INTRODUCTION: Global estimates suggest 2.6 million stillbirths and 2.5 million neonatal deaths occur annually worldwide. The majority of these deaths occur in low resource settings where analysis of health metrics and outcomes measurements may be challenging. We examined the misclassification of documented intrapartum stillbirth and factors associated with misclassification.MATERIAL AND METHODS: A prospective observational study was performed in 12 public hospitals in Nepal. Data were extracted from the medical records of all births that occurred during the 6-month period of the study. For the study purpose, we classified birth outcome based on the presence of fetal heart sound (FHS) at admission and use of neonatal resuscitation. The health worker-documented intrapartum stillbirths were considered potentially misclassified when there were FHS present at admission and no resuscitation initiated after birth. The association between potentially misclassified intrapartum stillbirth and complications during labor, birthweight and gestational age was assessed using Pearson's chi-square test, bivariate and multivariate logistic regression.RESULTS: A total of 39 562 mother-infant dyads were enrolled in the study, all of whom had FHS at admission. Among the 391 intrapartum stillbirths recorded during the study, 180 (46.0%) of them had FHS at admission with no resuscitation initiated after birth and were considered potentially misclassified intrapartum stillbirths. Among these potentially misclassified intrapartum stillbirths, 170 (43.5%) had FHS present 15 minutes before birth and 10 had no FHS 15 minutes before birth Among the potentially misclassified intrapartum stillbirths, 23.3% had complications during labor, 93.3% had birthweight less than 2500 g and 90.0% were born preterm. The risk of intrapartum misclassification was nearly four times higher among low birthweight babies (adjusted odds ratio [aOR] 3.5, 95% confidence interval [CI] 1.8 to 7.0, P < 0.001) and five times higher among preterm babies (aOR 5.3, 95% CI 3.0 to 9.3, P < 0.001).CONCLUSIONS: We estimate that 46% of intrapartum stillbirths were potentially misclassified intrapartum stillbirths. Improving quality of both FHS monitoring and neonatal resuscitation as well as measurement of the care will reduce the risk of potentially misclassified intrapartum stillbirth and consequently intrapartum stillbirth.
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- KC, Ashish, 1982, et al.
(författare)
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The burden of and factors associated with misclassification of intrapartum stillbirth: Evidence from a large scale multicentric observational study.
- 2020
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Ingår i: Acta obstetricia et gynecologica Scandinavica. - : Wiley. - 1600-0412 .- 0001-6349. ; 99:3, s. 303-311
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Tidskriftsartikel (refereegranskat)abstract
- Global estimates suggest 2.6 million stillbirths and 2.5 million neonatal deaths occur annually worldwide. The majority of these deaths occur in low resource settings where analysis of health metrics and outcomes measurements may be challenging. We examined the misclassification of documented intrapartum stillbirth and factors associated with misclassification.A prospective observational study was performed in 12 public hospitals in Nepal. Data were extracted from the medical records of all births that occurred during the 6-month period of the study. For the study purpose, we classified birth outcome based on the presence of fetal heart sound (FHS) at admission and use of neonatal resuscitation. The health worker-documented intrapartum stillbirths were considered potentially misclassified when there were FHS present at admission and no resuscitation initiated after birth. The association between potentially misclassified intrapartum stillbirth and complications during labor, birthweight and gestational age was assessed using Pearson's chi-square test, bivariate and multivariate logistic regression.A total of 39 562 mother-infant dyads were enrolled in the study, all of whom had FHS at admission. Among the 391 intrapartum stillbirths recorded during the study, 180 (46.0%) of them had FHS at admission with no resuscitation initiated after birth and were considered potentially misclassified intrapartum stillbirths. Among these potentially misclassified intrapartum stillbirths, 170 (43.5%) had FHS present 15 minutes before birth and 10 had no FHS 15 minutes before birth Among the potentially misclassified intrapartum stillbirths, 23.3% had complications during labor, 93.3% had birthweight less than 2500 g and 90.0% were born preterm. The risk of intrapartum misclassification was nearly four times higher among low birthweight babies (adjusted odds ratio [aOR] 3.5, 95% confidence interval [CI] 1.8 to 7.0, P < 0.001) and five times higher among preterm babies (aOR 5.3, 95% CI 3.0 to 9.3, P < 0.001).We estimate that 46% of intrapartum stillbirths were potentially misclassified intrapartum stillbirths. Improving quality of both FHS monitoring and neonatal resuscitation as well as measurement of the care will reduce the risk of potentially misclassified intrapartum stillbirth and consequently intrapartum stillbirth.
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- Koenig, Julian, et al.
(författare)
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Cortical thickness and resting-state cardiac function across the lifespan : A cross-sectional pooled mega-analysis
- 2021
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Ingår i: Psychophysiology. - : Wiley. - 0048-5772 .- 1469-8986 .- 1540-5958. ; 58:7
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Tidskriftsartikel (refereegranskat)abstract
- Understanding the association between autonomic nervous system [ANS] function and brain morphology across the lifespan provides important insights into neurovisceral mechanisms underlying health and disease. Resting-state ANS activity, indexed by measures of heart rate [HR] and its variability [HRV] has been associated with brain morphology, particularly cortical thickness [CT]. While findings have been mixed regarding the anatomical distribution and direction of the associations, these inconsistencies may be due to sex and age differences in HR/HRV and CT. Previous studies have been limited by small sample sizes, which impede the assessment of sex differences and aging effects on the association between ANS function and CT. To overcome these limitations, 20 groups worldwide contributed data collected under similar protocols of CT assessment and HR/HRV recording to be pooled in a mega-analysis (N = 1,218 (50.5% female), mean age 36.7 years (range: 12–87)). Findings suggest a decline in HRV as well as CT with increasing age. CT, particularly in the orbitofrontal cortex, explained additional variance in HRV, beyond the effects of aging. This pattern of results may suggest that the decline in HRV with increasing age is related to a decline in orbitofrontal CT. These effects were independent of sex and specific to HRV; with no significant association between CT and HR. Greater CT across the adult lifespan may be vital for the maintenance of healthy cardiac regulation via the ANS—or greater cardiac vagal activity as indirectly reflected in HRV may slow brain atrophy. Findings reveal an important association between CT and cardiac parasympathetic activity with implications for healthy aging and longevity that should be studied further in longitudinal research.
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- Paudel, Prajwal, et al.
(författare)
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Meconium aspiration syndrome : incidence, associated risk factors and outcome-evidence from a multicentric study in low-resource settings in Nepal
- 2020
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Ingår i: Journal of Paediatrics and Child Health. - : WILEY. - 1034-4810 .- 1440-1754. ; 56:4, s. 630-635
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Tidskriftsartikel (refereegranskat)abstract
- AimThe aim of this study was to identify the incidence, risk factors and outcome associated with meconium aspiration syndrome (MAS).MethodsAn observational study was conducted in 12 public hospitals in Nepal from 1 July 2017 to 29 August 2018. All babies born within the study period were included in the study. Babies who were diagnosed as MAS were designated as outcome. Data were analysed with bivariate analysis followed by multiple regression analysis.ResultsThe overall incidence of MAS was 2.0 per 1000 livebirths. Babies born at post‐term gestation (adjusted odds ratio (AOR) = 2.41; 95% confidence interval (CI): 1.05–5.55), nulliparity (AOR = 2.26; 95% CI: 1.20–4.28), instrumental delivery (AOR = 4.79; 95% CI: 2.52–9.10) and caesarean delivery (AOR = 3.67; 95% CI: 2.29–5.89) were significantly associated with MAS. Babies with MAS had a 10‐fold risk for pre‐discharge mortality (odds ratio = 9.87; 95% CI: 5.81–16.76).ConclusionsThe findings in this study are consistent with that reported in other studies. MAS has a high risk of neonatal mortality. Thus, monitoring during pregnancy and labour is necessary for early identification of high‐risk conditions associated with MAS. Strengthening of newborn care services is essential to curtail mortality.
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| 8. |
- Paudel, Prajwal, et al.
(författare)
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Meconium aspiration syndrome: incidence, associated risk factors and outcome-evidence from a multicentric study in low-resource settings in Nepal.
- 2020
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Ingår i: Journal of paediatrics and child health. - : Wiley. - 1440-1754 .- 1034-4810. ; 56:4, s. 630-635
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Tidskriftsartikel (refereegranskat)abstract
- The aim of this study was to identify the incidence, risk factors and outcome associated with meconium aspiration syndrome (MAS).An observational study was conducted in 12 public hospitals in Nepal from 1 July 2017 to 29 August 2018. All babies born within the study period were included in the study. Babies who were diagnosed as MAS were designated as outcome. Data were analysed with bivariate analysis followed by multiple regression analysis.The overall incidence of MAS was 2.0 per 1000 livebirths. Babies born at post-term gestation (adjusted odds ratio (AOR) = 2.41; 95% confidence interval (CI): 1.05-5.55), nulliparity (AOR = 2.26; 95% CI: 1.20-4.28), instrumental delivery (AOR = 4.79; 95% CI: 2.52-9.10) and caesarean delivery (AOR = 3.67; 95% CI: 2.29-5.89) were significantly associated with MAS. Babies with MAS had a 10-fold risk for pre-discharge mortality (odds ratio = 9.87; 95% CI: 5.81-16.76).The findings in this study are consistent with that reported in other studies. MAS has a high risk of neonatal mortality. Thus, monitoring during pregnancy and labour is necessary for early identification of high-risk conditions associated with MAS. Strengthening of newborn care services is essential to curtail mortality.
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