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Purpose: The study explores the role of multimodal imaging techniques, such as [F]F-PSMA-1007 PET/CT and multiparametric MRI (mpMRI), in predicting the ISUP (International Society of Urological Pathology) grading of prostate cancer. The goal is to enhance diagnostic accuracy and improve clinical decision-making by integrating these advanced imaging modalities with clinical variables. In particular, the study investigates the application of few-shot learning to address the challenge of limited data in prostate cancer imaging, which is often a common issue in medical research.

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Functional near-infrared spectroscopy (fNIRS) is an increasingly popular neuroimaging technique that measures cortical hemodynamic activity in a non-invasive and portable fashion. Although the fNIRS community has been successful in disseminating open-source processing tools and a standard file format (SNIRF), reproducible research and sharing of fNIRS data amongst researchers has been hindered by a lack of standards and clarity over how study data should be organized and stored. This problem is not new in neuroimaging, and it became evident years ago with the proliferation of publicly available neuroimaging datasets.

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Affirmative Action-A Crack in the Door to Higher Education.

Ann Fam Med

January 2025

Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, Arkansas

The impact of the Supreme Court of the United States ruling against race-conscious admissions extends beyond college admissions to professional schools. Based partially on the idea that enough time had elapsed for achievement of the stated goals of affirmative action, the court ruled race-conscious admissions are unconstitutional under the 14th Amendment's Equal Protection Clause. The ruling left a crack in the door to higher education, however, allowing students to write an essay showing how race or ethnicity affected their lives.

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Contemporary analyses of neurophysiological mechanisms of associative learning suggest that instrumental behavior can be controlled by separable action and habit processes. An increasingly broad range of human psychiatric and neurological disorders are now associated with maladaptive habit formation. The question of how the brain controls transitions into habit is thus relevant.

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Self-pacing physical exercise is thought to rely on high-order cognitive processing (e.g., attentional control to monitor afferent cardiovascular feedback for exercise goals).

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