Purpose: To test the reliability of concept map assessment, which can be used to assess an individual's "knowledge structure," in a medical education setting.
Method: In 2004, 52 senior residents (pediatrics and internal medicine) and fourth-year medical students at the University of California-Davis School of Medicine created separate concept maps about two different subject domains (asthma and diabetes) on two separate occasions each (four total maps). Maps were rated using four different scoring systems: structural (S; counting propositions), quality (Q; rating the quality of propositions), importance/quality (I/Q; rating importance and quality of propositions), and a hybrid system (H; combining elements of S with I/Q). The authors used generalizability theory to determine reliability.
Results: Learners (universe score) contributed 40% to 44% to total score variation for the Q, I/Q, and H scoring systems, but only 10% for the S scoring system. There was a large learner-occasion-domain interaction effect (19%-23%). Subsequent analysis of each subject domain separately demonstrated a large learner-occasion interaction effect (31%-37%) and determined that administration on four to five occasions was necessary to achieve adequate reliability. Rater variation was uniformly low.
Conclusions: The Q, I/Q, and H scoring systems demonstrated similar reliability and were all more reliable than the S system. The findings suggest that training and practice are required to perform the assessment task, and, as administered in this study, four to five testing occasions are required to achieve adequate reliability. Further research should focus on whether alterations in the concept mapping task could allow it to be administered over fewer occasions while maintaining adequate reliability.
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http://dx.doi.org/10.1097/ACM.0b013e31818c6e84 | DOI Listing |
Sci Rep
December 2024
Department of Electrical Engineering, College of Engineering, Taif University, P.O. BOX 11099, 21944, Taif, Saudi Arabia.
Weather recognition is crucial due to its significant impact on various aspects of daily life, such as weather prediction, environmental monitoring, tourism, and energy production. Several studies have already conducted research on image-based weather recognition. However, previous studies have addressed few types of weather phenomena recognition from images with insufficient accuracy.
View Article and Find Full Text PDFNat Commun
December 2024
School of Civil & Environmental Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA.
Per- and polyfluoroalkyl substances (PFASs) have recently garnered considerable concerns regarding their impacts on human and ecological health. Despite the important roles of polyamide membranes in remediating PFASs-contaminated water, the governing factors influencing PFAS transport across these membranes remain elusive. In this study, we investigate PFAS rejection by polyamide membranes using two machine learning (ML) models, namely XGBoost and multimodal transformer models.
View Article and Find Full Text PDFJ Am Geriatr Soc
December 2024
NIA-Layton Aging & Alzheimer's Disease Research Center, Oregon Health & Science University, Portland, Oregon, USA.
Background: Life-space mobility can be a behavioral indicator of loneliness. This study examined the association between life-space mobility measured with motion sensors and weekly vs. annually reported loneliness.
View Article and Find Full Text PDFDisabil Rehabil
December 2024
Department of Physiotherapy, Epworth HealthCare, Melbourne, Australia.
Purpose: To investigate the relationship between the distribution and severity of hypertonicity and spasticity on walking speed in people with neurological injuries.
Material/methods: This cross-sectional observation cohort study used the Modified Ashworth Scale (MAS) and Modified Tardieu Scale (MTS) to assess hypertonicity and spasticity of the gastrocnemius, soleus, hamstrings and quadriceps. Participants were classified as having a distal (gastrocnemius and/or soleus), proximal (hamstrings and/or quadriceps) or mixed distribution of hypertonicity or spasticity.
Front Public Health
December 2024
Department of Radiation Oncology, The First Affiliated Hospital of Yan'an University, Yan'an, Shaanxi, China.
Background: With the continuous progress and in-depth implementation of the reform of the medical and health care system, alongside the gradual enhancement of the standardized training framework for residents, such training has become a crucial avenue for cultivating high-level clinicians and improving medical quality. However, due to various constraints and limitations in their own capabilities, residents undergoing standardized training are often susceptible to job burnout during this process. Numerous factors contribute to job burnout, which is closely associated with depression and anxiety.
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