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---
title: Climate Science & Earth sciences
description: The study of climate and weather.
description: The study of the Earth, including geology, atmosphere, climate, hydrology, and more.
icon: fa-cloud-sun
page_id: climate_science
page_id: earth_science
redirect_from:
- climate_science
related_pages:
tasks: [curation, data_handling, manage_data]
roles: [data_analyst, researcher]
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11 changes: 11 additions & 0 deletions docs/pages/roles/trainer.md
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---
title: Trainer
description: A trainer is responsible for encouraging and guiding researchers and scientists in effectively managing their data. In this context, a trainer may develop and/or deliver training material which includes RO-Crate as a topic.
icon: fa-paperclip
page_id: trainer
---
{% include item_details.html %}

{% include related_use_cases.html %}

{% include related_pages.html %}
11 changes: 11 additions & 0 deletions docs/pages/tasks/training.md
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---
title: Training
description: Develop and/or deliver training material
icon: fa-list-check
page_id: training
---
{% include item_details.html %}

{% include related_use_cases.html %}

{% include related_pages.html %}
2 changes: 1 addition & 1 deletion docs/pages/use_cases/autosubmit.md
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Expand Up @@ -6,7 +6,7 @@ title: Autosubmit
description: Autosubmit is an open source Python experiment and workflow manager used to manage complex workflows on Cloud and HPC platforms. Autosubmit uses RO-Crate to package the configuration, traces (logs, metrics, databases, etc.), and data of experiments and workflows.
url: https://autosubmit.readthedocs.io/
image: autosubmit.svg
domains: [climate_science]
domains: [earth_science]
tasks: [conduct_research, data_handling]
roles: [data_analyst, information_architect, managerial, researcher]
---
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2 changes: 1 addition & 1 deletion docs/pages/use_cases/digital-twins.md
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Expand Up @@ -2,7 +2,7 @@
page_id: digital-twins
title: Digital Twins
description: RO-Crate is used to describe digital twins in a number of projects studying earth systems and biodiversity. These include DT-GEO, BioDT, EDITO-Infra, and Destination Earth.
domains: [climate_science, ecology] # should match item(s) in pages/domains
domains: [earth_science, ecology] # should match item(s) in pages/domains
tasks: [conduct_research, software_development] # should match item(s) in pages/tasks
roles: [data_analyst, software_developer] # should match item(s) in pages/roles
---
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4 changes: 2 additions & 2 deletions docs/pages/use_cases/galaxy.md
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Expand Up @@ -5,8 +5,8 @@ description: Galaxy is a platform for FAIR data analysis which supports the buil
url: https://galaxyproject.org
image: galaxy.png
domains: [biology, biomedical_science, chemistry, climate_science, ecology, informatics, medicine, omics, social_science] # should match item(s) in pages/domains
tasks: [conduct_research, manage_data] # should match item(s) in pages/tasks
roles: [data_analyst, information_architect, researcher] # should match item(s) in pages/roles
tasks: [conduct_research, manage_data, training] # should match item(s) in pages/tasks
roles: [data_analyst, information_architect, researcher, trainer] # should match item(s) in pages/roles
---

# Galaxy
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59 changes: 59 additions & 0 deletions docs/pages/use_cases/mate.md
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---
page_id: MATE
title: M@TE (Model Atlas of the Earth)
description: By adopting the RO-Crate standard, M@TE packages numerical Earth system models with comprehensive metadata describing code, inputs, outputs, provenance, and authorship. This makes models machine-actionable, reproducible, and citable, supporting open science and bridging the gap between traditional geology and numerical geosciences.
url: https://mate.science
image: MATE.png
domains: [earth_science]
tasks: [conduct_research, curation, data_handling, software_development, training]
roles: [researcher, software_developer, trainer, data_steward]
---

# M@TE (Model Atlas of the Earth)

<img src="assets/img/MATE.png" alt="M@TE logo" width="20%">

The **Model Atlas of the Earth (M@TE)** is a digital platform that provides access to a wide range of computational models and their outputs, focused on Earth’s evolution from the Geosphere to the Hydrosphere.
M@TE encapsulates the entire model development process — from setup to output and analysis — enabling discovery, data preservation, reproducibility and reuse, offering flexibility for users with varying levels of expertise.

Purpose-built to meet the specific needs of the geoscience community, M@TE is a lasting, sustainable, and scalable resource that supports and leverages research infrastructure. It offers flexible tools for managing, sharing, and preserving numerical models, with built-in DOI creation to ensure persistent, citable access to results. Similar in spirit to Zenodo, but bigger and better for geoscientific modeling.

M@TE is designed to meet geoscientists where they are: from educators and students using visualizations in the classroom to researchers developing and benchmarking new numerical models. It lowers the learning curve of numerical models and bridges the gap between traditional geology and numerical geosciences.

M@TE encapsulates the full model life cycle — from code and input data to outputs, documentation, and publications — ensuring models are **machine-readable, reproducible, and reusable**.

To achieve this, M@TE packages models with the RO-Crate standard. Each model is accompanied by structured metadata and references to its components (inputs, outputs, figures, animations, code, authorship). This makes it possible to discover, cite, and reuse computational Earth models at scale.

![M@TE diagram. An RO-Crate is built from contextual entities, model outputs, scripts, and input data. The RO-Crate is hosted on GitHub and published via NCI Australia and given a DOI.](assets/img/MATE-diagram.png)

## Examples of M@TE RO-Crates

An example RO-Crate can be found in the [M@TE GitHub repository](https://github.com/ModelAtlasofTheEarth/polanco-2024-deltas/blob/main/ro-crate-metadata.json), which packages simulation code, input datasets, and output datasets with metadata for citation and reuse.

Each crate includes:
- **Inputs**: code and configuration for simulations
- **Outputs**: model results (e.g. HDF5 datasets, XDMF time series)
- **Documentation and metadata**: descriptions, provenance, cross-links to publications, and persistent identifiers (DOIs)
- **Website materials**: figures and animations for educational and outreach use

## Resources

* [M@TE Homepage](https://mate.science)
* [M@TE GitHub Organization](https://github.com/ModelAtlasofTheEarth)

## Publications

Polanco, S., Sandiford, D., Alfonso, C. P., Ilano, L., Qin, X., Giordani, J., Rodríguez Corcho, A. F., & Mather, B. (2024):
**Model Atlas of the Earth (M@TE): enhancing the usability of integrated numerical models**.
_AGU Fall Meeting Abstracts 2024_, DI31B-2935
<https://ui.adsabs.harvard.edu/abs/2024AGUFMDI31B2935P/abstract>

Polanco, S., Sandiford, D., Qin, X., Rodríguez Corcho, A. F., Ilano, L., Alfonso, C. P., Giordani, J., Mather, B., Rees, N., & Farrington, R. (2024):
**Model Atlas of the Earth (M@TE): advancing the interoperability of digital twins**.
_EGU General Assembly 2024_, EGU24-12690
<https://doi.org/10.5194/egusphere-egu24-12690>

Farrington, R., Wyborn, L., Croucher, J., Devaraju, A., Hunt, A., Hollmann, H., Klump, J., Nixon, A., Prent, A., Polanco, S., Rees, N., & Rawling, T. (2025):
**AuScope’s Research Data Systems: Operationalising FAIR place-based research through collaboration**.
_EGU General Assembly 2025_, EGU25-21367
<https://doi.org/10.5194/egusphere-egu25-21367>
4 changes: 2 additions & 2 deletions docs/pages/use_cases/rexafs.md
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Expand Up @@ -5,8 +5,8 @@ description: Reproducible XAFS Analyses publishes reproducible X-ray absorption
url: https://zenodo.org/communities/rexas/records
image: ReXAFS.png
domains: [chemistry] # should match item(s) in pages/domains
tasks: [research, curation, data_management] # should match item(s) in pages/tasks
roles: [researcher, data_steward, data_analyst, software_developer, repository_manager] # should match item(s) in pages/roles
tasks: [research, curation, data_management, training] # should match item(s) in pages/tasks
roles: [researcher, data_steward, data_analyst, software_developer, repository_manager, trainer] # should match item(s) in pages/roles
---
<!--
Copyright 2019-2022 RO-Crate contributors
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2 changes: 1 addition & 1 deletion docs/pages/use_cases/rohub.md
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Expand Up @@ -6,7 +6,7 @@ title: ROHub
description: ROHub is a solution for the storage, lifecycle management and preservation of scientific work and operational processes via research objects. It makes these resources available to others, allows to publish and release them through a DOI, and allows to discover and reuse pre-existing scientific knowledge.
url: https://www.rohub.org/
image: ro_hub.svg
domains: [climate_science, ecology]
domains: [earth_science, ecology]
tasks: [conduct_research, manage_data]
roles: [information_architect, managerial, researcher, repository_manager]
---
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2 changes: 1 addition & 1 deletion docs/pages/use_cases/tlcmap.md
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Expand Up @@ -4,7 +4,7 @@ title: Time Layered Cultural Map (TLCMap)
description: TLCMap is a set of tools that work together for mapping Australian history and culture which includes downloads of geographical data packaged in RO-Crate
url: https://example.org/
image: tlcmap.png
domains: [humanities, ecology, climate_science, language_text] # should match item(s) in pages/domains
domains: [humanities, ecology, earth_science, language_text] # should match item(s) in pages/domains
tasks: [conduct_research] # should match item(s) in pages/tasks
roles: [researcher, software_developer] # should match item(s) in pages/roles
---
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