Title: Experimental Federated Learning for Privacy-Preserving Clinical Risk Scores Across Regional Hospitals Using Open Data Streams

Abstract:Pooling patient-level data across hospitals raises privacy barriers. Federated gradient updates train shared risk models without centralizing records and match pooled performance on hold-out cohorts.


Title: Longitudinal Blockchain-Lite Provenance Tokens for Small-Batch Food Cooperatives During Seasonal Transitions

Abstract:Export buyers demand batch-level authenticity that small cooperatives struggle to maintain on paper. Lightweight signed tokens linking harvest lots to packing events reduce documentation disputes on shared office hardware.


Title: Field-Based Gamified Formative Assessment Effects on Motivation in Secondary Mathematics in Emerging Economies

Abstract:Digital badges sustain practice, yet evidence on conceptual learning remains mixed. Comparing gamified quizzes with worksheets, motivation and algebra scores improve when badges are tied to mastery rather than speed alone.


Title: Data-Driven Acoustic Monitoring of Urban Bird Communities Along Gradients of Traffic Noise Across Heterogeneous Landscapes

Abstract:Traffic noise masks avian signals and biases human surveys. Autonomous recorders and automated classifiers reveal how species richness and singing activity change along noise gradients.


Title: Multiscale Hyperspectral Early Warning of Powdery Mildew in Greenhouse Cucumber for Decision Support

Abstract:Powdery mildew often becomes visible only after yield is already reduced. Hyperspectral leaf scans under contrasting LED recipes detect pre-symptomatic changes earlier than RGB scouting.


Title: Integrated Phytoremediation Potential of Native Grasses on Mine-Impacted Soils With Organic Amendments Under Resource Constraints

Abstract:Abandoned mine spoils limit revegetation when metal stress and low organic matter coincide. Native grass accessions under compost and biochar amendments stabilize cover without excessive shoot metal accumulation.


Title: Empirical Sensory Lexicon Development for Low-Alcohol Sparkling Beverages From Cool Climates

Abstract:Low-alcohol sparkling styles lack shared sensory language. A consensus lexicon from focus groups and check-all-that-apply panels enables clearer product positioning without overstating fruit intensity.


Title: Comparative Curriculum Co-Design With Industry Mentors for Capstone Engineering Projects With Uncertainty Quantification

Abstract:Capstones drift from workplace practice when briefs are faculty-only. Co-designed projects with mentors improve rubric alignment with industry competencies without diluting learning outcomes.


Title: Satellite-Derived Soil Moisture Assimilation Into Regional Drought Early Warning Using Open Data Streams

Abstract:Station density limits drought alerts in data-sparse regions. Assimilating microwave soil moisture into a land-surface model advances drought onset detection relative to rainfall percentiles alone.


Title: Regional Explainable Deep Models for Early Detection of Diabetic Retinopathy in Mobile Clinics During Seasonal Transitions

Abstract:Screening programs need interpretable alerts when specialists are scarce. Attention maps over fundus images improve clinician trust without sacrificing sensitivity compared with black-box baselines.