1,721,086 research outputs found
Of editorial processes, AI models, and medical literature: the Magnetic Resonance Audiometry experiment
Abstract: The potential of artificial intelligence (AI) in the field of medical research is unquestionable. Nevertheless, the scientific community has raised several concerns about a possible fraudulent use of these tools that might be used to generate inaccurate or, in extreme cases, erroneous messages that could find their way into the literature. In this experiment, we asked a generative AI program to write a technical report on a non-existing Magnetic Resonance Imaging technique called Magnetic Resonance Audiometry, receiving in return a full seemingly technically sound report, substantiated by equations and references. We have submitted this report to an international peer-reviewed indexed journal, passing the first round of review with only minor changes requested. With this experiment, we showed that the current peer-review system, already burdened by the overwhelming increase in number of publications, might be not ready to also handle the explosion of these techniques, showing the urgent need for the entire community to address both the issue of generative AI in scientific literature and probably a more profound discussion on the entire peer-review process. Clinical relevance statement: Generative AI models are shown to be able to create a full manuscript without any human intervention that can survive peer-review. Given the explosion of these techniques, a profound discussion on the entire peer-review process by the scientific community is mandatory. Key Points: • The scientific community has raised several concerns about a possible fraudulent use of AI in scientific literature. • We asked a generative AI program to write a technical report on a non-existing technique, receiving in return a full technically sound report, substantiated by equations and references, that passed peer-review. • This experiment showed that the current peer-review system might be not ready to handle the explosion of generative AI techniques, advising for a profound discussion on the entire peer-review process
RESUME: Turning an SWI acquisition into a fast qMRI protocol
Susceptibility Weighted Imaging (SWI) is a common MRI technique that exploits the magnetic susceptibility differences between the tissues to provide valuable image contrasts, both in research and clinical contexts. However, despite its increased clinical use, SWI is not intrinsically suitable for quantitation purposes. Conversely, quantitative Magnetic Resonance Imaging (qMRI) provides a way to disentangle the sources of common MR image contrasts (e.g. proton density, T1, etc.) and to measure physical parameters intrinsically related to tissue microstructure. Unfortunately, the poor signal-to-noise ratio and resolution, coupled with the long imaging time of most qMRI strategies, have hindered the integration of
quantitative imaging into clinical protocols. Here we present the RElaxometry and SUsceptibility Mapping Expedient (RESUME) to show that the standard acquisition leading to a clinical SWI dataset can be easily turned into a thorough qMRI protocol at the cost of a further 50% of the SWI scan time. The R1, R2, proton density and magnetic susceptibility maps provided by the RESUME scheme alongside the SWI reconstruction exhibit high reproducibility and accuracy, and a submillimeter resolution is proven to be compatible with a total scan time of 7 minutes
Linear Measurements in Normal Pressure Hydrocephalus Versus Progressive Supranuclear Palsy
Familial adult myoclonus epilepsy: Neuroimaging and neuropathological findings
: Familial adult myoclonus epilepsy (FAME) is characterized by cortical myoclonus and often epileptic seizures, but the pathophysiology of this condition remains uncertain. Here, we review the neuroimaging and neuropathological findings in FAME. Imaging findings, including functional magnetic resonance imaging, are in line with a cortical origin of involuntary tremulous movements (cortical myoclonic tremor) and indicate a complex pattern of cerebellar functional connectivity. Scarce neuropathological reports, mainly from a single family, provide evidence of morphological changes in the Purkinje cells. Cerebellar changes seem to be part of the syndrome, in at least some FAME pedigrees. Cortical hyperexcitability in FAME, resulting in the cardinal clinical symptoms, might be the result of decreased cortical inhibition via the cerebellothalamocortical loop. The pathological findings might share some similarities with other pentanucleotide repeat disorders. The relation with genetic findings in FAME needs to be elucidated
Intracranial extension of orbital inflammatory pseudotumor: a case report and literature review
Background: Orbital inflammatory pseudotumor is a rare inflammatory condition of unknown cause that may
extend intracranially, usually as a dural-based infiltrate. Here we report the first case of orbital pseudotumor
presenting with intra-axial Magnetic Resonance Imaging (MRI) changes.
Case presentation: A 57-year-old white female, with a 3-month history of headache and right palpebral edema,
presented with marked right temporal lobe edema with ominous MRI appearance, and ipsilateral alterations of
orbital and periorbital structures. Following steroid therapy, both intracranial and orbital involvement dramatically
improved.
Conclusion: Orbital inflammatory pseudotumor with chronic inflammation may infrequently present with
intracranial involvement, mimicking more aggressive diseases, even showing intra-axial enhancement after i.v.
contrast administration in brain MRI. Awareness of this possibility may help neurologists to choose the appropriate
therapeutic approach
A Critical Appraisal of the Quality of Glioma Imaging Guidelines Using the AGREE II Tool: A EuroAIM Initiative
Background: Following the EuroAIM initiative to assess the quality of medical imaging guidelines by using the Appraisal of Guidelines for Research and Evaluation (AGREE) II instrument, we aimed to evaluate the quality of the current imaging guidelines in patients with gliomas. Methods: A literature search was conducted to identify eligible imaging guidelines considered in the management of adult patients with gliomas. The selected guidelines were evaluated using the AGREE II instrument by four independent appraisers. The agreement among the four appraisers was estimated using the intraclass correlation coefficient (ICC) analysis. Results: Seven guidelines were selected for the appraisal. Six out of the seven guidelines showed an average level of quality with only one showing a low quality. The highest scores were found in Domain 1 “Scope and purpose” (mean score = 81.2%) and Domain 4 “Clarity of presentation” (mean score = 77.6%). The remaining domains showed a low level of quality and, in particular, Domain 5 “Applicability” was the most critical with a mean score of 41.7%, mainly related to a minor attention to barriers and facilitators as well as costs and resources implications of applying the guidelines. The ICC analysis showed a very good agreement among the four appraisers with ICC values ranging from 0.907 to 0.993. Conclusions: The available guidelines on glioma imaging emerged as of average quality according to the AGREE II tool analysis. Based on these results, further efforts should be made in order to involve different professional bodies and stakeholders and increase patient and public involvement in any future guideline drafting as well as to improve the applicability of these guidelines into the clinical practice
Differential diagnosis of benign and malignant vertebral compression fractures using conventional and advanced MRI techniques
Atraumatic vertebral compression fractures (VCFs) are commonly encountered in clinical practice and often represent a diagnostic challenge. MRI plays a major role in the differential diagnosis of benign and malignant VCFs, due to its high contrast resolution and the possibility to obtain quantitative and functional data with the employment of advanced sequences. Computer-aided diagnosis systems are also applied on MRI images for this purpose, showing promising results. In this setting, aim of this pictorial review is to elucidate the role of MRI in the differential diagnosis of VCFs with a specific focus on advanced and post-processing imaging techniques
Current and future applications of brain magnetic resonance imaging in ARSACS
Magnetic Resonance Imaging (MRI) is a tool with an unquestionable role in the study of neurodegenerative disorders, both for diagnostic purposes and for its ability of providing imaging-derived biomarkers with a growing central role as reliable outcomes in clinical trials. This is even more relevant when dealing with rare disorders such as the Autosomal Recessive Spastic Ataxia of Charlevoix-Saguenay (ARSACS), in which the search of diagnostic and prognostic biomarker is crucial. Due to the rarity of this condition, a comprehensive knowledge of MRI signs observed in ARSACS is lacking. Furthermore, many domains remain still unexplored in ARSACS, especially with reference to the application of advanced imaging techniques that could shed light on the pathophysiological mechanisms of brain damage in this disorder. In this review, after a brief introduction on the major conventional and advanced MRI techniques that can used for diagnostic and research purposes, we present current neuroradiological knowledge in ARSACS. Having discussed strength and weak points of conventional and advanced imaging findings, we also suggest possible future research in this neurologically complex clinical condition
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