The fast and seemingly uncontrollable spread of the novel coronavirus disease (COVID-19) poses great challenges to an already overloaded health system worldwide. It thus exemplifies an urgent need for fast and effective triage. Such triage can help in the implementation of the necessary measures to prevent patient deterioration and conserve strained hospital resources. We examine two types of machine learning models, a multilayer perceptron artificial neural networks and decision trees, to predict the severity level of illness for patients diagnosed with COVID-19, based on their medical history and laboratory test results. In addition, we combine the machine learning models with a LIME-based explainable model to provide explainability of the model prediction. Our experimental results indicate that the model can achieve up to 80% prediction accuracy for the dataset we used. Finally, we integrate the explainable machine learning models into a mobile application to enable the usage of the proposed models by medical staff worldwide.
Adopting the 'post-secular' critique of the mainstream discourse on 'religion and politics', this article aims to offer a novel consideration of what is commonly identified as religious nationalism. Following the post-secular cue, we highlight the importance of the nationstatist configuration of power for the very construction of the conceptual and categorical frameworks into which discussions of religion, secularity, politics, and nationalism have usually been put. We use a comprehensive study of Religious-Zionist ideology, as manifested in public debates between 1967 and 2014, to examine how this phenomenon can be interpreted without falling into the trap of employing historically and politically embodied conceptual toolkits as if they were ahistorical and universal. Our analysis highlights the foundational indebtedness of Religious-Zionism to the nation-statist configuration of power, a commitment that in effect 'politicizes' and 'nationalizes' what is seen as theology or religion.
We ask how the theopolitics of a nation-state, and especially its soteriology, engage with traditions that preceded the state and relay messages that contradict this theopolitics. To discuss this question, we address the evolving (re-)interpretation of the Ninth of Av—a ritual commemoration of the destruction of Jerusalem and the end of Jewish (Judean) self-rule in ancient times—by Religious-Zionist commentators. We further compare this interpretation to the Religious-Zionist appropriation of Jerusalem Day, a civic holiday celebrating the establishment of Israeli control over East Jerusalem in the June 1967 war. We argue that the statist imperative of the superiority of nation-statist theopolitics suggests that traditions are co-opted to fit in with its soteriology, with varying degrees of resistance or willing accommodation by carriers of these traditions. This co-opting may result in either the de-politicization of what the statist view would see as religion or the religionization of the state's own civic and so-called secular holidays.
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