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Understanding how objective quantities are translated into subjective evaluations has long been of interest to social scientists, medical professionals, and policymakers with an interest in how people process and act on quantitative information. The theory of decision by sampling proposes a comparative procedure: Values seem larger or smaller based on how they rank in a comparison set, the But what values are included in this decision sample? We identify and test four mechanistic accounts, each suggesting that how previously encountered attribute values are processed determines whether they linger in the sample to guide the subjective interpretation, and thus the influence, of newly encountered values. Testing our ideas through studies of loss aversion, delay discounting, and vaccine hesitancy, we find strongest support for one account: Quantities need to be subjectively evaluated-rather than merely encountered-for them to enter the decision sample, alter the subjective interpretation of other values, and then guide decision making. Discussion focuses on how the present findings inform understanding of the nature of the decision sample and identify new research directions for the longstanding question of how comparison standards influence decision making. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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http://dx.doi.org/10.1037/pspa0000394 | DOI Listing |
Int J Sports Physiol Perform
September 2025
Sport and Exercise Science, School of Allied Health, Human Services & Sport, La Trobe University, Melbourne, VIC, Australia.
Purpose: Research on mental fatigue and its impact on sport performance has gained significant attention in sport science. A reoccurring observation in these studies is the variation among participants in terms of mental-fatigue perception, as well as impact on performance. Thus, this study investigated personality traits as moderators of these interindividual differences.
View Article and Find Full Text PDFJMIR Form Res
September 2025
Department of Critical Care Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangdong Provincial Geriatrics Institute, No. 106, Zhongshaner Rd, Guangzhou, 510080, China, 86 15920151904.
Background: Point-of-care ultrasonography has become a valuable tool for assessing diaphragmatic function in critically ill patients receiving invasive mechanical ventilation. However, conventional diaphragm ultrasound assessment remains highly operator-dependent and subjective. Previous research introduced automatic measurement of diaphragmatic excursion and velocity using 2D speckle-tracking technology.
View Article and Find Full Text PDFInt J Lab Hematol
September 2025
Dr Lal Pathlabs Ltd, National Reference Laboratory, New Delhi, India.
Context: Early detection of acute leukemia (AL) is crucial for timely intervention and improved outcomes. Machine learning (ML) models provide a promising approach for early screening and rapid diagnosis of AL, minimizing delays in referral.
Objectives: To assess the utility of leukocyte cell population data (CPD) through ML models for detecting AL.
Brain Behav
September 2025
Department of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran.
Purpose: Depression among college students is a growing concern that negatively affects academic performance, emotional well-being, and career planning. Existing diagnostic methods are often slow, subjective, and inaccessible, underscoring the need for automated systems that can detect depressive symptoms through digital behavior, particularly on social media platforms.
Method: This study proposes a novel natural language processing (NLP) framework that combines a RoBERTa-based Transformer with gated recurrent unit (GRU) layers and multimodal embeddings.
Prog Mol Biol Transl Sci
September 2025
Department of Information Sciences and Technology, School of Computing, George Mason University, Fairfax, VA, United States.
Data gathering for diagnostic purposes often relies on psychological instruments and validated tests applied individually through in person interviews. Such an approach is limited since it relies on a subjective perception of the individual as well as their abilities to recall information concerning their behaviors, thoughts, and feelings. Thus, the accuracy of the assessment tends to be unreliable and prone to bias, stigma, as well as subjective interpretations.
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