Prevalence and Diagnosis of Neurological Disorders Using Different Deep Learning Techniques: A  Meta-Analysis

This study confers the discipline, frameworks, and methodologies used by different deep learning techniques to diagnose different human neurological disorders. Here, one hundred and thirty-six different articles related to neurological and neuropsychiatric disorders diagnosed using different deep learning techniques are studied. The morbidity and mortality rate of major neuropsychiatric and neurological disorders has also bee n delineated. The performance and publication trend of different deep learning techniques employed in the investigation of these diseases has been examined and analyzed. Different performance metrics like accuracy, specificity, and sensitivity have also been examined. The research implication, chall enges and the future directions related to the study have also been highlighted. Eventually, the research breaches are identified and it is witnessed that there is more scope in the diagnosis of migraine, cerebral palsy and stroke using different deep learning models. Likewise, there is a potential opportunity to use and explore the performance of Restricted Boltzmann Machine, Deep Boltzmann Machine and Deep Belief Network for diagnosis of different human neuropsychiatric and neurological disorders.
Source: Journal of Medical Systems - Category: Information Technology Source Type: research

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ConclusionNPH ventricles deform non-uniformly. The pattern of surface distortion may be used as an additional tool to differentiate between these hydrocephalic conditions.
Source: Neuroradiology - Category: Radiology Source Type: research
ConclusionThe ddSVD algorithm better correlates with DWI follow-up infarct volume than DISD processing. The DISD algorithm overestimated larger ischemic cores which may lead to patient exclusion from thrombectomy based on selection by core volume.
Source: Neuroradiology - Category: Radiology Source Type: research
ConclusionThick (2 –3 mm) axial MIPs are not useful to detect proximal LVO in the anterior circulation.
Source: Neuroradiology - Category: Radiology Source Type: research
ConclusionNo clinical or radiographic complications are seen when performing MRI scans at 1.5 or 3 T on patients with implanted intracranial EEG electrodes while avoiding high specific energy absorption rate sequences.
Source: Neuroradiology - Category: Radiology Source Type: research
Abstract: Adults with autism spectrum disorder have poorer physical and psychological health outcomes compared with individuals who are neurotypical and benefit from exceptional primary care. NPs are uniquely positioned to reform primary care and eliminate inequities, and can help influence practice standards and optimize care for these patients through education, advocacy, and health promotion.
Source: The Nurse Practitioner - Category: Nursing Tags: Feature: AUTISM SPECTRUM DISORDER Source Type: research
A dry cough, sniffles and a headache. Burning muscle pain. And everything you eat tastes like dust. It's a list of symptoms the British public have become all too familiar with - classic Covid. Or is it?
Source: the Mail online | Health - Category: Consumer Health News Source Type: news
JOAN KRON: In 2019 there were 6.2 million Botox appointments carried out across the world, around 100,000 of them in the UK. And that's just for beauty.
Source: the Mail online | Health - Category: Consumer Health News Source Type: news
STROKES are one of the leading causes of death in the UK, and unfortunately around 100,000 people have strokes each year. It is important to act quickly if you spot a symptom of a stroke, as the sooner a person receives treatment for a stroke, the less damage is likely to happen.
Source: Daily Express - Health - Category: Consumer Health News Source Type: news
HIGH blood pressure or hypertension is a precursor for serious health conditions including heart attacks and stroke. Numerous studies have found a simple exercise you can do at home could be one of the best types of physical activity to help lower your readings and significantly reduce your risk.
Source: Daily Express - Health - Category: Consumer Health News Source Type: news
Prog Brain Res. 2021;265:231-247. doi: 10.1016/bs.pbr.2021.06.006. Epub 2021 Aug 13.ABSTRACTClinical neurorestorative cell therapies for stroke have been explored for over 20 years. Majority cell therapies have shown neurorestorative effects for stroke on non-double-blind studies. In this review, we summarize types of cell transplantation, transplanted routes, therapeutic time windows, dosage, results of exploring trials or clinical studies, results of multicenter, double-blind or observing-blind, randomized, placebo-controlled clinical trials. The clinical application prospects of majority cell therapies for stroke need t...
Source: Cell Research - Category: Cytology Authors: Source Type: research
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