Network open curriculum provides a new solution for general education in local colleges and universities, which makes the network curriculum widely popularized and applied in colleges and universities. However, due to the lack of good curriculum learning evaluation, it is inconvenient for learners to choose. Therefore, this paper proposes to use the BP neural network model to evaluate the learning process of network general education course. Based on the course and user data provided by the existing platform, this paper constructs an online course learning evaluation model and studies the structure and effect relationship among learning experience, learning investment, and learning performance of ordinary online courses based on the preaging process product (3P) model and structural analysis method. Our research shows that curriculum quality is a key factor in analyzing and predicting learning results, which has a great impact on learning achievement. Learning experience is a direct factor affecting academic achievement. Learning experience, as an intermediary variable, indirectly affects e-learning performance. At the same time, it puts forward some suggestions to optimize the learning effect of ordinary online courses. On the one hand, the evaluation model provided in this paper can provide a reference for learners to select online courses; on the other hand, it can also be used as a supplement to the existing subjective evaluation model.
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http://dx.doi.org/10.1155/2021/3570273 | DOI Listing |
Annu Rev Neurosci
January 2025
Department of Cognitive and Psychological Sciences and Carney Institute for Brain Science, Brown University, Providence, Rhode Island, USA; email:
The twenty-first century has brought forth a deluge of theories and data shedding light on the neural mechanisms of motivated behavior. Much of this progress has focused on dopaminergic dynamics, including their signaling properties (how do they vary with expectations and outcomes?) and their downstream impacts in target regions (how do they affect learning and behavior?). In parallel, the basal ganglia have been elevated from their original implication in motoric function to a canonical circuit facilitating the initiation, invigoration, and selection of actions across levels of abstraction, from motor to cognitive operations.
View Article and Find Full Text PDFAnnu Rev Chem Biomol Eng
January 2025
1Department of Chemical & Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA; email:
Understanding the molecular, cellular, and physiological components of neurodegenerative diseases (NDs) is paramount for developing accurate diagnostics and efficacious therapies. However, the complexity of ND pathology and the limitations associated with conventional analytical methods undermine research. Fortunately, microfluidic technology can facilitate discoveries through improved biomarker quantification, brain organoid culture, and small animal model manipulation.
View Article and Find Full Text PDFJ Bone Joint Surg Am
November 2024
Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY.
Background: An accurate knowledge of a patient's risk of cord-level intraoperative neuromonitoring (IONM) data loss is important for an informed decision-making process prior to deformity correction, but no prediction tool currently exists.
Methods: A total of 1,106 patients with spinal deformity and 205 perioperative variables were included. A stepwise machine-learning (ML) approach using random forest (RF) analysis and multivariable logistic regression was performed.
Rev Col Bras Cir
January 2025
- Escola Bahiana de Medicina e Saúde Pública, Clínica Médica - Salvador - BA - Brasil.
This paper discusses the increasing trend of direct-care physicians taking on teaching roles in community hospitals, both in the United States and Brazil. It highlights the challenges faced by these physicians, who often lack formal pedagogical training and dedicated time for teaching. The text emphasizes the need for structured support, faculty development programs, and collaboration with academic centers to ensure the quality of education in these settings.
View Article and Find Full Text PDFJ Neurophysiol
January 2025
Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, Canada.
Anatomical studies have revealed a prominent role for feedback projections in the primate visual cortex. Theoretical models suggest that these projections support important brain functions, like attention, prediction, and learning. However, these models make different predictions about the relationship between feedback connectivity and neuronal stimulus selectivity.
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