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Epilepsy and employment: A qualitative interview study with heads of human resources and occupational physicians in Austria - A call for legislative optimization according to the WHO Intersectoral Global Action Plan.

Epilepsia

January 2025

Department of Neurology, Neurocritical Care, and Neurorehabilitation, Center for Cognitive Neuroscience, Member of European Reference Network EpiCARE, Christian Doppler University Hospital, Paracelsus Medical University, Salzburg, Austria.

Objective: People with epilepsy (PWEs) often face difficulties in obtaining or keeping employment. To determine the views on this topic of the heads of human resources (HHRs) and occupational physicians (OCPs).

Method: Twelve HHRs and five OCPs underwent a telephone interview concerning the opportunities and limitations of job applications for PWEs.

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The identification of significant predictors with higher model performance is the key objective in classification domain. A machine learning-based variable selection technique termed as CARS-Logistic model is proposed by coupling competitive adaptive re-weighted sampling(CARS) and logistic regression for binary classification. Based on five assessment criteria, the proposed method is found to be more efficient than Forward selection logistic regression model.

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Background: Chronic diseases are the leading cause of mortality and morbidity worldwide. Much of this burden can be prevented by adopting healthy behaviours and reducing chronic disease risk factors. Settings-based approaches to address chronic disease risk factors are recommended globally.

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The classification of sexual health-related conditions was reformulated in 11th revision of International Classification of Diseases (ICD-11) following current evidence, best practice, and taking human rights into consideration, which is expected to reflect and provide guidance for more integrative clinical approaches. Overcoming the artificial, yet historical, distinction between "organic" and "non-organic" conditions, sexual dysfunctions classified in the "Mental and Behavioral Disorders" and "Disorders of Genitourinary System" in ICD-10 were listed in a new chapter called "Conditions Related to Sexual Health." In practice, this approach has been consistently recommended.

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Background: Physical activity (PA) may have an impact on cognitive function. Machine learning (ML) techniques are increasingly used in dementia research, e.g.

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