INNOCENT BWENGYE
ID: UNCST-2025-R019226
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OPTIMIZATION OF FEW-SHOT LEARNING MODELS FOR CLASSIFICATION AND RANKING OF BIOMATERIALS FOR BONE TISSUE ENGINEERING
REFNo: SIR592ES
The general objective of this study is to improve the process of selecting biomaterials for bone tissue engineering by developing a few-shot learning model that leverages Bayesian optimization to identify optimal hyperparameters, addressing data scarcity challenges and enhancing model accuracy, generalizability, and computational efficiency.
SPECIFIC OBJECTIVES
I. To critically evaluate existing few-shot learning techniques, analyzing their architectures, strengths, and limitations, with a specific focus on their applicability to biomaterial classification and ranking in bone tissue engineering.
ii.To design and implement a Bayesian-optimized few-shot learning model that effectively learns from limited data and provides robust uncertainty quantification in predictions for BTE applications.
iii.To integrate transfer learning techniques into the Bayesian-optimized few-shot learning framework to enhance its performance and adaptability to biomaterial datasets with diverse mechanical properties.
iv.To evaluate the performance of the proposed model on classification and ranking tasks specific to bone tissue engineering
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Uganda |
2025-12-10 19:58:41 |
2028-12-10 |
Engineering and Technology |
Non-Clinical Trial |
Degree Award |
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Nazarius Tumwesigye Mbona
ID: UNCST-2019-R000664
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Empowering Women for Better Reproductive Health Outcomes (EMPOWER): Monitoring, Evaluation, Research and Learning
REFNo: SS4684ES
4. To generate rapid operational research and learning agenda.,3. To assess the quality and completeness of programme data by conducting periodic data quality assessments (DQA) and verifying the accuracy and attribution of results reported,2. To determine baseline values for key RMNCAH service coverage, quality-of-care, and health system indicators across participating facilities, providers, and client populations.,1. To validate EMPOWER’s Theory of Change, Results Framework and Logframe to ensure that indicators, assumptions, and data sources are appropriate, measurable, and aligned with national RMNCAH priorities.,The purpose of this study is to monitor, evaluate, and generate evidence on the design, implementation, and outcomes of the EMPOWER programme in order to strengthen accountability and inform adaptive management to improve RMNCAH outcomes in Uganda.,
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Uganda |
2025-12-08 12:54:10 |
2028-12-08 |
Social Science and Humanities |
Non-Clinical Trial |
Non-degree Award |
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Milton Musaba Wamboko
ID: UNCST-2019-R000825
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High-Performance, Multivariate, Accessible Tools for Early HMB Identification and Iron Deficiency Risk Prediction (VITAL-HMB)
REFNo: HS6715ES
1. to develop and validate biomarkers and risk factors that accurately identify women at risk of heavy HMB and iron deficiency complications, thereby enabling earlier diagnosis, targeted intervention and improved health outcomes for HMB affected women across diverse healthcare settings.
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Uganda |
2025-12-08 12:43:39 |
2028-12-08 |
Medical and Health Sciences |
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Non-degree Award |
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STEVEN SEBBALE
ID: UNCST-2023-R006063
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Investment in Research and National Development in Uganda: A Case of projects in the Science Granting Councils Initiative
REFNo: SS4681ES
1. To Classify Uganda's research by field and type and examine the contribution of research indicators such as employment, innovation and knowledge development
2. To Estimate Return on Investment of Research by type in scientific field as well as national level
3. Predict Return on Investment for a given range of investment amounts over 5, 10 and 15 year periods
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Uganda |
2025-12-05 19:24:37 |
2028-12-05 |
Social Science and Humanities |
Non-Clinical Trial |
Non-degree Award |
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Benard Nsubuga
ID: UNCST-2024-R002324
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Barriers to effective utilization of vaccines and immunization services In Uganda- A qualitative Assessment
REFNo: HS6784ES
a) To explore socio-demographic characteristics affecting access to immunization services in Uganda.
b) To explore health facility characteristics affecting access to immunization services in Uganda.
c) To explore geographical and community level characteristics affecting access to immunization services in Uganda.
d) To explore and identify policy gaps affecting access to immunization services in Uganda.
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Uganda |
2025-12-05 19:19:05 |
2028-12-05 |
Medical and Health Sciences |
Non-Clinical Trial |
Non-degree Award |
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