The mental risk poses a high threat to the individuals, especially overseas demographic, including expatriates in comparison to the general Arab demographic. Since Arab countries are renowned for their multicultural environment with half of the population of students and faculties being international, this paper focuses on a comprehensive analysis of mental health problems such as depression, stress, anxiety, isolation, and other unfortunate conditions. The dataset is developed from a web-based survey. The detailed exploratory data analysis is conducted on the dataset (...) collected from Arab countries to study an individual’s mental health and indicative help-seeking pointers based on their responses to specific pre-defined questions in a multicultural society. The proposed model validates the claims mathematically and uses different machine learning classifiers to identify individuals who are either currently or previously diagnosed with depression or demonstrate unintentional “save our souls” (SOS) behaviors for an early prediction to prevent risks of danger in life going forward. The accuracy is measured by comparing with the classifiers using several visualization tools. This analysis provides the claims and authentic sources for further research in the multicultural public medical sector and decision-making rules by the government. (shrink)

This paper articulates a functionalist account of intra-party democracy (IPD). Like realist critics, we insist that IPD practices be evaluated on the basis of whether they facilitate resistance to domination and capture at the level of the polity as a whole, and therefore accept certain realist worries about IPD. Yet realists neglect the possibility that wealthy interests could control the political agenda by capturing all viable parties simultaneously-and that mass-facing IPD could counter this threat of oligarchic agenda capture. Taking this (...) as the key function of IPD within broader democratic systems, we conclude that inclusionary party reform is less urgent in more flexible party systems, where dissenters are better able to resist this threat from within the framework of inter-party competition. Regardless of the context, meanwhile, we also conclude that mass-facing IPD practices should aim at enabling ordinary members and supporters of a party to resist agenda capture by oligarchic interests. Though we stop short of defending any particular set of reforms, we reject the emphasis of recent IPD advocates on individualized forms of deliberative participation, in favor of a more oppositional and collectively-oriented approach-on the grounds that the latter is more likely to encourage the development of effective institutions of countervailing power. (shrink)

Prospective memory (PM) enables people to remember to complete important tasks in the future. Failing to do so can result in consequences of varying severity. Here, we investigated how PM error-consequence severity impacts the neural processing of relevant cues for triggering PM and the ramification of that processing on the associated prospective task performance. Participants role-played a cafeteria worker serving lunches to fictitious students and had to remember to deliver an alternative lunch to students (as PM cues) who would otherwise (...) experience a moderate or severe aversive reaction. Scalp-recorded, event-related potential (ERP) measures showed that the early-latency frontal positivity, reflecting the perception-based neural responses to previously learned stimuli, did not differ between the severe versus moderate PM cues. In contrast, the longer-latency parietal positivity, thought to reflect full PM cue recognition and post retrieval processes, was elicited earlier by the severe than the moderate PM cues. This faster instantiation of the parietal positivity to the severe-consequence PM cues was then followed by faster and more accurate behavioral responses. These findings indicate how the relative importance of a PM can be neurally instantiated in the form of enhanced and faster PM cue recognition and processing and culminate into better PM. (shrink)