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Human ventral temporal cortex shows a categorical organization, with regions responding selectively to faces, bodies, tools, scenes, words, and other categories. Why is this? Traditional accounts explain category selectivity as arising within a hierarchical system dedicated to visual object recognition. For example, it has been proposed that category selectivity reflects the clustering of category-associated visual feature representations, or that it reflects category-specific computational algorithms needed to achieve view invariance. This visual object recognition framework has gained renewed interest with the success of deep neural network models trained to "recognize" objects: these hierarchical feed-forward networks show similarities to human visual cortex, including categorical separability. We argue that the object recognition framework is unlikely to fully account for category selectivity in visual cortex. Instead, we consider category selectivity in the context of other functions such as navigation, social cognition, tool use, and reading. Category-selective regions are activated during such tasks even in the absence of visual input and even in individuals with no prior visual experience. Further, they are engaged in close connections with broader domain-specific networks. Considering the diverse functions of these networks, category-selective regions likely encode their preferred stimuli in highly idiosyncratic formats; representations that are useful for navigation, social cognition, or reading are unlikely to be meaningfully similar to each other and to varying degrees may not be entirely visual. The demand for specific types of representations to support category-associated tasks may best account for category selectivity in visual cortex. This broader view invites new experimental and computational approaches.
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http://dx.doi.org/10.1016/j.neuropsychologia.2017.03.033 | DOI Listing |
Sangyo Eiseigaku Zasshi
September 2025
School of Health Sciences, Faculty of Nursing, Fujita Health University.
Objectives: Despite efforts to promote mental health in the workplace, employee mental health challenges continue to increase. Organizations continue to face significant challenges to support employees in safely returning to work after mental health-related leaves and to ensure long-term stability without relapse. This literature-based study was performed to clarify support skills that occupational health nurses employ to facilitate return to work for employees with mental health issues.
View Article and Find Full Text PDFJ Safety Res
September 2025
Department of Civil Engineering, College of Engineering Trivandrum, Thiruvananthapuram, Kerala, India. Electronic address:
Introduction: Traffic signals are the controlling devices aimed to reduce crossing conflicts at intersections. However, rear-end and lane-changing conflicts at signalized intersection approaches are a significant problem. This work aims to proactively assess and spatially map the safety and risk at signalized intersection approaches by field data collection and microsimulation modeling using PTV-VISSIM.
View Article and Find Full Text PDFEur J Vasc Endovasc Surg
September 2025
Department of Epidemiology, Maastricht University, Maastricht, the Netherlands. Electronic address:
Objective: The current selection of patients for carotid revascularisation is mainly based on neurological symptoms and the degree of carotid artery stenosis. Individualised MRI based PRediction scOre using plaque Vulnerability for symptomatic carotid artEry disease patients (IMPROVE) can identify high risk patients who may benefit from carotid revascularisation, based on intraplaque haemorrhage, stenosis severity, cerebral symptoms, sex, and age. For use in clinical trials and eventual practice, the decision rule must be acceptable to clinicians.
View Article and Find Full Text PDFJ Urban Health
September 2025
School of Architecture and Design, Harbin Institute of Technology, Harbin, 150001, China.
Street-level environments play a vital role in children's development by promoting their physical activity, cognitive growth, and overall development. This study systematically reviews the measurement tools available to assess street environments according to children's needs. This systematic review was conducted according to the PRISMA-COSMIN guidelines.
View Article and Find Full Text PDFAJR Am J Roentgenol
September 2025
Department of Radiology, Stanford University, Stanford, CA, USA.
The increasing complexity and volume of radiology reports present challenges for timely critical findings communication. To evaluate the performance of two out-of-the-box LLMs in detecting and classifying critical findings in radiology reports using various prompt strategies. The analysis included 252 radiology reports of varying modalities and anatomic regions extracted from the MIMIC-III database, divided into a prompt engineering tuning set of 50 reports, a holdout test set of 125 reports, and a pool of 77 remaining reports used as examples for few-shot prompting.
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