Lars Adde
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View article: Choose your explanation: a comparison of SHAP and Grad-CAM in human activity recognition
Choose your explanation: a comparison of SHAP and Grad-CAM in human activity recognition Open
Explaining machine learning (ML) models using eXplainable AI (XAI) techniques has become essential to make them more transparent and trustworthy. This is especially important in high-risk environments like healthcare, where understanding m…
View article: Experiences Among Health Care Personnel with Remote General Movement Assessment for the Prediction of Cerebral Palsy in High-Risk Infants
Experiences Among Health Care Personnel with Remote General Movement Assessment for the Prediction of Cerebral Palsy in High-Risk Infants Open
Background/Objectives: General movement assessment (GMA) is a clinical assessment tool used to predict risk for cerebral palsy (CP) in young infants. Equal access is challenging since GMA-trained personnel is a limited resource. An impleme…
View article: Unlocking the black box: Enhancing human-AI collaboration in high-stakes healthcare scenarios through explainable AI
Unlocking the black box: Enhancing human-AI collaboration in high-stakes healthcare scenarios through explainable AI Open
View article: Towards universal early screening for cerebral palsy: a roadmap for automated General Movements Assessment
Towards universal early screening for cerebral palsy: a roadmap for automated General Movements Assessment Open
Cerebral Palsy Foundation, Cerebral Palsy Alliance, European Union Born to Get There, the National Health and Medical Research Council.
View article: Doing Everything We Can to Help Our High-Risk Newborns: A Qualitative, Lifeworld-Led Study of What Early Risk Assessment for Cerebral Palsy Means to Parents
Doing Everything We Can to Help Our High-Risk Newborns: A Qualitative, Lifeworld-Led Study of What Early Risk Assessment for Cerebral Palsy Means to Parents Open
Background/Objectives: Early predictive assessments for CP are recommended for infants with medical risk factors after birth. For parents of children with CP, receiving an early diagnosis is important. But most children with risk factors w…
View article: Explaining Human Activity Recognition with SHAP: Validating insights with perturbation and quantitative measures
Explaining Human Activity Recognition with SHAP: Validating insights with perturbation and quantitative measures Open
In Human Activity Recognition (HAR), understanding the intricacy of body movements within high-risk applications is essential. This study uses SHapley Additive exPlanations (SHAP) to explain the decision-making process of Graph Convolution…
View article: Doing Everything We Can to Help Our High‐Risk Newborn: A Lifeworld‐Led Study of What Early Risk Assessment for Cerebral Palsy Mean to Parents
Doing Everything We Can to Help Our High‐Risk Newborn: A Lifeworld‐Led Study of What Early Risk Assessment for Cerebral Palsy Mean to Parents Open
Background/Objectives: Early predictive assessments for CP is recommended for infants with medical risk factors after birth. For parents of children with CP, getting an early diagnosis is important. But most children with risk factors do n…
View article: Evaluating Explainable AI Methods in Deep Learning Models for Early Detection of Cerebral Palsy
Evaluating Explainable AI Methods in Deep Learning Models for Early Detection of Cerebral Palsy Open
Early detection of Cerebral Palsy (CP) is crucial for effective intervention and monitoring. This paper tests the reliability and applicability of Explainable AI (XAI) methods using a deep learning method that predicts CP by analyzing skel…
View article: Choose Your Explanation: A Comparison of SHAP and GradCAM in Human Activity Recognition
Choose Your Explanation: A Comparison of SHAP and GradCAM in Human Activity Recognition Open
Explaining machine learning (ML) models using eXplainable AI (XAI) techniques has become essential to make them more transparent and trustworthy. This is especially important in high-stakes domains like healthcare, where understanding mode…
View article: Explaining Human Activity Recognition with SHAP: Validating Insights with Perturbation and Quantitative Measures
Explaining Human Activity Recognition with SHAP: Validating Insights with Perturbation and Quantitative Measures Open
In Human Activity Recognition (HAR), understanding the intricacy of body movements within high-risk applications is essential. This study uses SHapley Additive exPlanations (SHAP) to explain the decision-making process of Graph Convolution…
View article: Neurodevelopmental outcome at two years of age and predictive value of General Movement Assessment in infants exposed to alcohol and/or drugs during pregnancy: a prospective cohort study
Neurodevelopmental outcome at two years of age and predictive value of General Movement Assessment in infants exposed to alcohol and/or drugs during pregnancy: a prospective cohort study Open
View article: Evaluating Explainable AI Methods in Deep Learning Models for Early Detection of Cerebral Palsy
Evaluating Explainable AI Methods in Deep Learning Models for Early Detection of Cerebral Palsy Open
Early detection of Cerebral Palsy (CP) is crucial for effective intervention and monitoring. This paper tests the reliability and applicability of Explainable AI (XAI) methods using a deep learning method that predicts CP by analyzing skel…
View article: Answering the call: co-designing a global trials network for cerebral palsy
Answering the call: co-designing a global trials network for cerebral palsy Open
View article: Implementation of remote general movement assessment using the in-motion instructions in a high-risk norwegian cohort
Implementation of remote general movement assessment using the in-motion instructions in a high-risk norwegian cohort Open
View article: Remote General Movement Assessment for early detection of Cerebral Palsy in high-risk infants: A Knowledge Translational Study implementing home filming in a Norwegian cohort.
Remote General Movement Assessment for early detection of Cerebral Palsy in high-risk infants: A Knowledge Translational Study implementing home filming in a Norwegian cohort. Open
Background General Movement Assessment (GMA) is recommended for early detection of risk for cerebral palsy but requires trained clinical experts. We aimed to implement home- and hospital-based filming for remote GMA in a Norwegian high-ris…
View article: Development and Validation of a Deep Learning Method to Predict Cerebral Palsy From Spontaneous Movements in Infants at High Risk
Development and Validation of a Deep Learning Method to Predict Cerebral Palsy From Spontaneous Movements in Infants at High Risk Open
In this prognostic study, a deep learning-based method for predicting CP at 9 to 18 weeks' corrected age had predictive accuracy on external validation, which suggests possible avenues for using deep learning-based software to provide obje…
View article: Towards human-level performance on automatic pose estimation of infant spontaneous movements
Towards human-level performance on automatic pose estimation of infant spontaneous movements Open
View article: Prediction of outcome from MRI and general movements assessment after hypoxic-ischaemic encephalopathy in low-income and middle-income countries: data from a randomised controlled trial
Prediction of outcome from MRI and general movements assessment after hypoxic-ischaemic encephalopathy in low-income and middle-income countries: data from a randomised controlled trial Open
Objective To evaluate the accuracy of neonatal MRI and general movements assessment (GMA) in predicting neurodevelopmental outcomes in infants with hypoxic-ischaemic encephalopathy (HIE). Design Secondary analyses of a randomised controlle…
View article: Early Intervention for Children Aged 0 to 2 Years With or at High Risk of Cerebral Palsy
Early Intervention for Children Aged 0 to 2 Years With or at High Risk of Cerebral Palsy Open
When a child meets the criteria of high risk of CP, intervention should start as soon as possible. Parents want an early diagnosis and treatment and support implementation as soon as possible. Early intervention builds on a critical develo…
View article: In-Motion-App for remote General Movement Assessment: a multi-site observational study
In-Motion-App for remote General Movement Assessment: a multi-site observational study Open
Objectives To determine whether videos taken by parents of their infants’ spontaneous movements were in accordance with required standards in the In-Motion-App, and whether the videos could be remotely scored by a trained General Movement …
View article: Assessment of mirror movements in children and adolescents with unilateral cerebral palsy: reliability of the Woods and Teuber scale
Assessment of mirror movements in children and adolescents with unilateral cerebral palsy: reliability of the Woods and Teuber scale Open
Aim To investigate the inter‐ and intrarater reliability of the Woods and Teuber scale to detect mirror movements in children and adolescents with unilateral cerebral palsy (CP). Method A convenience sample of children and adolescents with…
View article: Towards human performance on automatic motion tracking of infant spontaneous movements.
Towards human performance on automatic motion tracking of infant spontaneous movements. Open
Assessment of spontaneous movements can predict the long-term developmental outcomes in high-risk infants. In order to develop algorithms for automated prediction of later function based on early motor repertoire, high-precision tracking o…
View article: Early intervention and its short-term effect on the temporal organization of fidgety movements
Early intervention and its short-term effect on the temporal organization of fidgety movements Open
The study indicates that early intervention increases the temporal organization of fidgety movements in infants with postural asymmetries and/or tonus regulation problems. The clinical significance of this finding needs to be further evalu…
View article: Correlates of Normal and Abnormal General Movements in Infancy and Long-Term Neurodevelopment of Preterm Infants: Insights from Functional Connectivity Studies at Term Equivalence
Correlates of Normal and Abnormal General Movements in Infancy and Long-Term Neurodevelopment of Preterm Infants: Insights from Functional Connectivity Studies at Term Equivalence Open
Preterm infants born before 32 weeks gestation have increased risks for neurodevelopmental impairment at two years of age. How brain function differs between preterm infants with normal or impaired development is unknown. However, abnormal…
View article: Machine Learning of Infant Spontaneous Movements for the Early Prediction of Cerebral Palsy: A Multi-Site Cohort Study
Machine Learning of Infant Spontaneous Movements for the Early Prediction of Cerebral Palsy: A Multi-Site Cohort Study Open
Background: Early identification of cerebral palsy (CP) during infancy will provide opportunities for early therapies and treatments. The aim of the present study was to present a novel machine-learning model, the Computer-based Infant Mov…
View article: The Predictive Accuracy of the General Movement Assessment for Cerebral Palsy: A Prospective, Observational Study of High-Risk Infants in a Clinical Follow-Up Setting
The Predictive Accuracy of the General Movement Assessment for Cerebral Palsy: A Prospective, Observational Study of High-Risk Infants in a Clinical Follow-Up Setting Open
Background: Early prediction of cerebral palsy (CP) using the General Movement Assessment (GMA) during the fidgety movements (FM) period has been recommended as standard of care in high-risk infants. The aim of this study was to determine …
View article: Computer-based video analysis identifies infants with absence of fidgety movements
Computer-based video analysis identifies infants with absence of fidgety movements Open
View article: Early, Accurate Diagnosis and Early Intervention in Cerebral Palsy
Early, Accurate Diagnosis and Early Intervention in Cerebral Palsy Open
Early diagnosis begins with a medical history and involves using neuroimaging, standardized neurological, and standardized motor assessments that indicate congruent abnormal findings indicative of cerebral palsy. Clinicians should understa…
View article: White Matter Injury and General Movements in High-Risk Preterm Infants
White Matter Injury and General Movements in High-Risk Preterm Infants Open
Aberrant general movements at 10-15 weeks' postterm are associated with adverse neurodevelopmental outcomes and specific white matter microstructure abnormalities for cognitive, language, and motor delays.
View article: Going around in circles: evaluation of the Wizzybug loan scheme
Going around in circles: evaluation of the Wizzybug loan scheme Open
Purpose: The present study is planned to investigate the relationship between visual perception skills and functional status in children with cerebral palsy.Methods: The study involved eighteen children with spastic cerebral palsy aged 5.3…