| Methods | Key Concepts | Key Datasets |
|---|
| Bias Correction of Climate Models | Gaussian Processes, Bayesian Hierarchical Modelling | Climate Model Output, In-situ Weather Station Measurements |
| Calculating Risk to Terrestrial Carbon Pool | Data Access, Data Integration | MODIS Land Cover and Net Primary Production Products, European Space Agency (ESA) Climate Change Initiative (CCI) Soil Moisture Dataset, Global Standardized Precipitation-Evapotranspiration Index (SPEI) Dataset. |
| Understanding the error of Multispecies Biodiversity Indicators | Bias, Uncertainty | Simulated Dataset (Multispecies Occupancy). |
| Joint Species Distribution Models with jsdmstan | Stochastic Partial Differential Equations, Integrated Nested Laplace Approximations | Simulated Dataset (Multispecies Populations). |
| Non-target Analysis of Environmental Mass Spectrometry Data | Cheminformatics, Data Access, Non-target Analysis, Large Language Models, Principal Component Analysis, UpSet Analysis | Processed LC-MS and GC-MS Data hosted on the NORMAN Digital Sample Freezing Platform (DSFP). |
| RO-Crate Tutorial | Data Access, Metadata, Data Integrity | COSMOS Dataset from EIDC. |
| Exploration of chemical pollution from a place based perspective | Place based data exploration, Data Integration, Data Visualisation, Data analysis | Air quality data from Defra and Water Quality data from Environment Agency. |
| Modelling Censored Log-normal Data in mgcv | Censored Data, Generalized Additive Models, Bias Correction, Time Series | Environment Agency Harmonised Monitoring Scheme water quality time-series data. |
| Integration of Metals Data across Environmental Compartments | Data Integration, Geospatial Analysis, Pollution Exposure, Systems Thinking | NAEI emissions maps, EU topsoil cadmium, Environment Agency water quality archive, and UK otter biomonitoring data. |
| Extracting evidence-linked abundance drivers from species-account text | LLM Assisted Knowledge Extraction, Evidence-linked Causal Relationships, Structured JSON Extraction, Causal DAG generation | Plant Atlas-style Species Account Text, Synthetic Biodiversity Species-account Examples, Extracted Ecological Driver Relationship Table |
| Multivariate Modelling of Censored Chemicals using jsdmstan | Multivariate Modelling, Censored Data, Joint Species Distribution Modelling, Bayesian Inference | Environment Agency PFAS River Monitoring and PAH Estuary datasets, Simulated lognormal censored data. |