Research Area
Health & Climate Use Cases
30 research projects covering public health, air quality, agriculture, and climate modeling. Each one was planned, executed and written up by K-Dense Web, and links to its full report and session transcript.
Achieving pink-blue hydrangea flower gradients
Model aluminum and anthocyanin chemistry that produces pink-to-blue hydrangea color gradients and summarize practical growing recommendations.
Black Sea coccolithophore bloom dynamics
Analyze Black Sea coccolithophore bloom drivers with lagged environmental correlations to explain June 2026 bloom dynamics.
Marine cloud brightening for El Niño mitigation
Evaluate marine cloud brightening as an El Niño precipitation mitigation strategy with global teleconnection analysis.
Puma trophic cascade dynamical simulation
Simulate puma-driven trophic cascades across management scenarios to inform wildlife decision briefs.
Arabidopsis Drought–Heat Accession Panel
Nominate 24 genetically, climatically, and ancestrally diverse Arabidopsis accessions from 1,135 lines for a factorial drought-by-heat common-garden experiment.
Compound Heat & Health Grant Targeting
Rank 3,109 U.S. counties by compound heat, chronic disease, and population vulnerability to allocate a hypothetical $10M research portfolio under uncertainty.
Construction Worker PM2.5 Exposure
Combine EPA air monitoring with BLS labor data to estimate 18.95M construction worker-days above the PM2.5 standard and prioritize 20 counties for protection studies.
Coral Reef Thermal Resilience Mapping
Link 33,244 global bleaching surveys with NOAA sea-surface temperature to identify reefs that consistently outperform or underperform their measured heat exposure.
Richmond Cooling & Weatherization Allocation
Integrate tract-level heat maps, energy burden, and low-income household counts to allocate 1,000 cooling and weatherization slots with Monte Carlo uncertainty.
Salamander Bsal Watershed Surveillance
Optimize a 25-watershed national surveillance network covering 115 of 184 native salamander species and derive a field-ready 1,650-swab sampling protocol.
Satellite-Guided Crop Scouting in Iowa
Combine Sentinel-2 and USDA Cropland Data Layer imagery to rank 20 anomalous corn and soybean cells, pair controls, and design a nitrogen-by-water field trial.
Streamflow & West Nile Virus Prediction
Test whether antecedent streamflow improves California county-level WNV outbreak forecasts, finding negligible predictive gain beyond climate while validating 10 surveillance priorities.
Hansen GFC Western Amazon Forest Loss Analysis
Quantify Hansen Global Forest Change loss in the western Amazon tile 00N_070W with annual loss series.
Los Angeles PM2.5 NAAQS Compliance & Trend Analysis
Assess Los Angeles PM2.5 NAAQS compliance from 2015–2023 with annual trend diagnostics.
Mauna Loa CO₂ Trend & Forecast Analysis
Decompose Mauna Loa CO₂ into trend and seasonality components and forecast near-term concentrations.
Southern California Earthquake Frequency-Magnitude Analysis
Fit Gutenberg–Richter frequency-magnitude relations for Southern California earthquake catalogs.
CDC WONDER Drug-Overdose Mortality Trends
Analyze CDC WONDER drug-overdose mortality trends from 2010–2021 with national trajectory reporting.
India GBD 2021 Disease Burden & Transition Analysis
Analyze India GBD 2021 disease burden and epidemiological transition patterns via DALY trends.
Italy COVID-19 Rt & SIR Model Fitting
Fit Italy COVID-19 Rt and SIR models to observed case trajectories for epidemic reconstruction.
NHANES 2017-18 Diabetes & Physical Activity Survey Analysis
Analyze NHANES 2017–18 diabetes prevalence by physical-activity subgroups with survey-weighted estimates.
Hektoria Glacier Collapse: Anatomy of a Two-Phase Retreat
A policy-facing briefing that reconstructs Hektoria's 2018–2024 collapse using open satellite imagery and ice-velocity products. Benchmarks three analogous Antarctic Peninsula glaciers facing similar risk.
Hantavirus: The Virus in the Dust
13-slide presentation on hantavirus covering global epidemiology, ecology-climate drivers, U.S. surveillance with provisional-data caveats, clinical course, and prevention.
Bioacoustic Analysis of Sperm Whales
Summary of studies on "whale language" and distinguishing features of pod communication.
Appalachian Lithium Resource Techno-Economic Analysis
Bayesian Monte Carlo and spatial analysis of Appalachian lithium pegmatite potential, anchored to financial comparables and US/China supply-chain dependency.
India Crop Yield Prediction
Build Random Forest models for crop yield and soil fertility prediction across 33 Indian states with 71% test R².
India Urban Air Pollution Tipping Points
Detect pollution tipping points in Indian metros using Mann-Kendall tests and forecast PM2.5 to 2026 with Holt-Winters.
Aravali Mountains Impact Prediction
Model environmental impacts of policy changes on India's Aravali ranges with climate, air quality, and groundwater projections to 2050.
US Vineyard Location Analysis
Evaluate AVAs for Tempranillo/Cabernet Franc blend with $5M budget across terroir, climate, and business factors.
Air Quality Health Impact Analysis
Analyze EPA AQI data to predict air quality categories and explore respiratory health impacts using XGBoost classification.
Carbon Removal Investment Pipeline
Map $176M in CDR grants to patents and startups, identifying 5 investment opportunities across DAC, OAE, and enhanced weathering.
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