Title: Multiscale Federated Learning for Privacy-Preserving Clinical Risk Scores Across Regional Hospitals in Emerging Economies

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: Integrated UAV Multispectral Monitoring of Late Blight Severity in Potato Canopies Across Heterogeneous Landscapes

Abstract:Late blight spreads unevenly when canopy wetness and nitrogen status interact. Weekly multispectral UAV flights fused with ground disease scores map severity hotspots. Early red-edge signals precede visual rating thresholds, supporting targeted fungicide passes.




Title: Empirical Comparative Evaluation of Compost Teas Against Foliar Pathogens in Organic Vegetable Systems for Decision Support

Abstract:Growers use compost teas with uneven evidence. Replicated field trials compare preparation methods against powdery mildew and early blight and identify batches with consistent suppression.




Title: Comparative LCA of Modular Timber Versus Concrete Mid-Rise Housing Prototypes Under Resource Constraints

Abstract:Cities pursue low-carbon housing without clear embodied-carbon trade-offs. Cradle-to-gate LCA of modular timber and concrete prototypes highlights scenarios where timber advantages reverse.




Title: Peer Mentoring Networks and First-Year Persistence in Regional Teacher Colleges

Abstract:Regional teacher colleges lose many first-year students when supports arrive too late. Mapping mentoring ties shows students embedded with trained mentors have higher course completion without lowering assessment standards.




Title: Regional Spectral Indices for Early Detection of Nitrogen Deficiency in Mixed Grass Swards With Uncertainty Quantification

Abstract:Mixed swards obscure early nitrogen stress when greenness metrics average across species. Red-edge ratios from handheld spectrometers detect deficiency earlier than NDVI alone.




Title: Experimental Agent-Based Simulation of Beach Nourishment Volumes Under Alternating Storm Seasons Using Open Data Streams

Abstract:Nourishment sized from long-term averages understates episodic losses after clustered storms. Shoreline models show delayed post-storm top-ups reduce net retreat more than single large placements.




Title: Longitudinal Graph Neural Networks for Predicting Cascading Failures in Regional Power Grids During Seasonal Transitions

Abstract:N-1 contingency lists miss multi-hop failure paths. Graph neural models trained on simulated outages improve early ranking of critical lines relative to classical loading metrics.




Title: Field-Based Low-Cost Spectrophotometry for Rapid Screening of Aflatoxin Risk in Stored Maize in Emerging Economies

Abstract:Laboratory chromatography is too slow for village buying points. A portable spectrophotometer triage protocol flags high-risk lots for confirmatory testing while keeping false negatives low.




Title: Data-Driven Multi-Objective Optimization of Campus Timetables Balancing Equity and Room Utilization Across Heterogeneous Landscapes

Abstract:Timetable solvers maximize room use but can concentrate unpopular slots on certain cohorts. Pareto search balances utilization against schedule fairness metrics across departments.