gardian_id stringclasses 6
values | source stringclasses 1
value | url stringclasses 6
values | description stringclasses 6
values | id stringclasses 6
values | title stringclasses 6
values | language stringclasses 1
value | resource_type stringclasses 3
values | release_year stringdate 2017-01-01 00:00:00 2026-01-01 00:00:00 | rights stringclasses 1
value | dataNODE_id stringclasses 6
values | keywords listlengths 13 22 | geography dict | content stringclasses 6
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
53b58c1eb4f7cfdccd8f9cc3f0ce9962 | gardian_index | https://hdl.handle.net/10568/163311 | The CGIAR Mixed Farming Systems Initiative seeks to improve the productivity, income, and resilience of mixed farming systems in Malawi. Studies have shown that this nexus is achievable through increased adoption and effective utilization of advanced agricultural technologies, supported by well-informed decision-making... | 000e7c618e71674cd9ebc7c19d7ce3c1 | Capacity Development Roadmap for Strengthening Stakeholder Skills, Knowledge, and Resilience of Mixed Farming Systems in Malawi | English | Report | 2024 | CC-BY | 53b58c1eb4f7cfdccd8f9cc3f0ce9962 | [
"resilient agrifood systems",
"climate adaptation and mitigation",
"nutrition, health and food security",
"poverty reduction, livelihoods and jobs",
"sdg 1 - no poverty",
"sdg 2 - zero hunger",
"sdg 8 - decent work and economic growth",
"sdg 13 - climate action",
"sdg 15 - life on land",
"sdg 17 -... | {
"regions": [
"Eastern Africa",
"Sub-Saharan Africa",
"Africa",
"World",
"Southern Africa"
],
"countries": [
"Malawi"
]
} | Mixed Farming
Systems
CGIAR
Capacity Development Roadmap for Strengthening Stakeholder Skills, Knowledge; and Resilience of Mixed Farming Systems in Malawi.
Righteous Kachali' and Vimbayi Chimonyoz
Author affiliation
Published by
November 2024
'International Maize and Wheat Improvement Center (M... |
f21a27230e320d42f5814e2750685093 | gardian_index | https://hdl.handle.net/10568/180451 | This study is part of a two-phase research initiative conducted between 2022 and 2025 in Wakiso and Soroti districts, Uganda, examining antimicrobial use (AMU), antimicrobial resistance (AMR), and farm management practices in smallholder poultry systems. The overall study objective was to generate evidence to inform po... | 00a3f1a08f104cc9a1cdf519ca27cc43 | Challenges in biosecurity implementation and implications for antimicrobial use in Uganda’s poultry sector | English | Brief | 2025 | CC-BY | f21a27230e320d42f5814e2750685093 | [
"systems transformation",
"amr",
"animal health",
"capacity strengthening",
"chickens",
"farm management",
"gender",
"poultry",
"environmental health and biodiversity",
"poverty reduction, livelihoods and jobs",
"gender equality, youth and social inclusion",
"livelihoods",
"antimicrobial res... | {
"regions": [
"Eastern Africa",
"Sub-Saharan Africa",
"Africa",
"World"
],
"countries": [
"Uganda"
]
} | CGIAR
SCIENCE FOR A FOOD-SECURE FUTURE
Challenges in biosecurity implementation and implications for antimicrobial use in Uganda's poultry sector
December 2025
Knowledge Brief
Contents
| BACKGROUND | 3 |
|-------------------------------------------------... |
0f99848c5d087bf0260af761b2935cf6 | gardian_index | https://hdl.handle.net/10568/176172 | This policy brief presents a comprehensive assessment of Vietnam’s national food environment policy landscape, using the INFORMAS Food-EPI framework. As Vietnam’s food environments undergo rapid transformation, the brief highlights persistent regulatory gaps in key domains such as food marketing, nutritional labeling, ... | 00aa38a2443c231d6e7a644a335568f4 | Vietnam food environment: Unpacking the national policy landscape | English | Brief | 2025 | CC-BY | 0f99848c5d087bf0260af761b2935cf6 | [
"resilient agrifood systems",
"systems transformation",
"food systems",
"governance",
"health",
"markets",
"policy",
"gender equality, youth and social inclusion",
"nutrition, health and food security",
"sdg 1 - no poverty",
"sdg 2 - zero hunger",
"sdg 3 - good health and well-being",
"sdg 8... | {
"regions": [
"South-eastern Asia",
"Asia",
"World"
],
"countries": [
"Viet Nam"
]
} | Alliance
Bioversity & CIAT
ISPAE
CGIAR
BETTER DIETS
AND NUTRITION
TAR
STAR
STAR
TAR
STAP
ice
good
mood
Vietnam Food Environment
Unpacking the national policy landscape
oosr
JIter
The Alliance of Bioversity International and the International Center for Tropical Agri... |
64fcb5fb989738953832ec5fb09e8123 | gardian_index | https://hdl.handle.net/10568/182409 | From Data Islands to Data Highways: A Practitioner’s Guide to Building Agricultural Digital Public Infrastructures presents a practical methodology for designing and implementing Digital Public Infrastructure (DPI) in agricultural sectors, particularly in the Global South. Based on the experience of the coffee sector i... | 1b70beaec340de95c21c3b9364d92eff | From data islands to data highways: A practitioner’s guide to building agricultural digital public infrastructures | English | Training Material | 2026 | CC-BY | 64fcb5fb989738953832ec5fb09e8123 | [
"systems transformation",
"markets",
"policy",
"value chains",
"environmental health and biodiversity",
"poverty reduction, livelihoods and jobs",
"sdg 1 - no poverty",
"sdg 8 - decent work and economic growth",
"sdg 9 - industry, innovation and infrastructure",
"sdg 12 - responsible production an... | {
"regions": [
"Central America",
"Latin America and the Caribbean",
"Americas",
"World",
"Eastern Africa",
"Sub-Saharan Africa",
"Africa",
"South America"
],
"countries": [
"Peru",
"Honduras",
"Guatemala",
"Kenya",
"Costa Rica"
]
} | FROM DATA ISLANDS TO DATA HIGHWAYS
A Practitioner’s Guide to Building Agricultural Digital Public Infrastructures
Federico Ceballos-Sierra¹, Brian King¹, and Christian Hennig²
¹ International Center for Tropical Agriculture (CIAT)
² Permarobotics GmbH
Introduction: How to Use This Guide
This guide doc... |
4bf9bc897505b2d7ae8f281db7014be2 | gardian_index | https://hdl.handle.net/10568/134709 | 3cba80ccb4934f588b679a8db9c01158 | "Transforming Agrifood Systems in West and Central Africa (TAFS-WCA): guidelines for community engag(...TRUNCATED) | English | Training Material | 2023 | CC-BY | 4bf9bc897505b2d7ae8f281db7014be2 | ["agribusiness","capacity development","crop systems","food security","impact assessment","livelihoo(...TRUNCATED) | {"regions":["Western Africa","Sub-Saharan Africa","Africa","World","Middle Africa"],"countries":["Ni(...TRUNCATED) | "Transforming Agrifood Systems in West and Central Africa (TAFS-WCA)\r\n\r\nGuidelines for community(...TRUNCATED) | |
907df02b565e9b4776452910981bebde | gardian_index | https://hdl.handle.net/20.500.11766/5791 | "Seed producer cooperatives involved directly in different projects with ICRISAT and IER in Mali as (...TRUNCATED) | 3d473c4f29c10674ea431984cd4c60e5 | Documentation of performances of at least 10 seed cooperatives in Mali | English | Report | 2017 | CC-BY | 907df02b565e9b4776452910981bebde | ["agriculture","agriculture |","producer cooperatives","seed production","capacity building","docume(...TRUNCATED) | {
"regions": [
"Western Africa",
"Sub-Saharan Africa",
"Africa",
"World"
],
"countries": [
"Mali"
]
} | "Flagship Project: 2: Improved Varieties and Hybrids\r\n\r\nCOA: Sorghum-WCA\r\n\r\nDocumentation o(...TRUNCATED) |
GAIA / GARDIAN-CIGI Agricultural Research Corpus
This dataset contains 20 agricultural research records from the GARDIAN repository, processed through the CIGI pipeline: 6 with full text and 14 with metadata and abstract only.
Repository Layout
FULL_TEXT/<LANG>/ documents with extracted full text
ABSTRACTS_ONLY/<LANG>/ documents with metadata and abstract only
JSON/ one JSON file per document (metadata + content)
Markdown/ one Markdown file per document (metadata front matter + text)
Parquet/ all documents of the folder in Parquet (part files)
Each FULL_TEXT/ABSTRACTS_ONLY + language folder is available as a separate config in the dataset viewer, e.g. load_dataset("sciosystems/test", "full_text_en").
| Folder | Documents | Tokens | Files | Size |
|---|---|---|---|---|
ABSTRACTS_ONLY/EN |
9 | 0 | 20 | 146.30 KB |
ABSTRACTS_ONLY/ES |
3 | 0 | 7 | 73.58 KB |
ABSTRACTS_ONLY/FR |
2 | 0 | 5 | 40.12 KB |
FULL_TEXT/EN |
6 | 29,954 | 13 | 468.00 KB |
Dataset Overview
| Property | Value |
|---|---|
| Total Documents | 20 |
| Full-Text Documents | 6 |
| Abstract-Only Documents | 14 |
| Total Size (all formats) | 728.00 KB |
| Total Tokens (full text) | 29,954 |
| Total Characters (full text) | 188,904 |
| Avg. Tokens per Full-Text Document | 4,992 |
| Total Pages (partly est.) | 76 |
| Languages | 3 |
| Countries | 18 |
| Unique Keywords | 211 |
| Resource Types | 6 |
| Documents with Source URL | 20 (100.0%) |
| Date Generated | 2026-11-04 18:27:07 |
Tokens are counted on the content field of full-text documents using the o200k_base tokenizer (tiktoken). 3 of 6 full-text documents have a real page count; the rest are estimated at 500 words per page.
Language Distribution
| Language | Count | Percentage |
|---|---|---|
| English | 15 | 75.0% |
| Spanish | 3 | 15.0% |
| French | 2 | 10.0% |
Resource Types
| Type | Count | Percentage |
|---|---|---|
| Dataset / Tabular | 7 | 35.0% |
| Scientific Publication | 6 | 30.0% |
| Report | 2 | 10.0% |
| Brief | 2 | 10.0% |
| Training Material | 2 | 10.0% |
| Dataset / Geospatial | 1 | 5.0% |
Top Countries
| Country | Count | Percentage |
|---|---|---|
| Peru | 3 | 15.0% |
| Viet Nam | 2 | 10.0% |
| Indonesia | 2 | 10.0% |
| Mali | 2 | 10.0% |
| India | 1 | 5.0% |
| Ethiopia | 1 | 5.0% |
| Bangladesh | 1 | 5.0% |
| Guyana | 1 | 5.0% |
| Russia | 1 | 5.0% |
| Colombia | 1 | 5.0% |
| Democratic Republic of the Congo | 1 | 5.0% |
| Malawi | 1 | 5.0% |
| Uganda | 1 | 5.0% |
| Honduras | 1 | 5.0% |
| Guatemala | 1 | 5.0% |
| Kenya | 1 | 5.0% |
| Costa Rica | 1 | 5.0% |
| Nigeria | 1 | 5.0% |
Top Keywords
sdg 1 - no poverty, nutrition, food security, africa south of sahara, carbon, climate change, latin america and the caribbean, nutrition, health and food security, poverty reduction, livelihoods and jobs, sdg 2 - zero hunger, sdg 8 - decent work and economic growth, systems transformation, decision making, health, africa, research, emission, models, tropical forests, biomass
Publication Years
2026 (1), 2025 (3), 2024 (2), 2023 (1), 2022 (2), 2021 (1), 2020 (1), 2018 (2), 2017 (2), 2015 (3), 2014 (2)
Rights
Per-document licensing varies. Distribution of the rights field:
| Rights | Docs | Share |
|---|---|---|
| CC-BY | 20 | 100.0% |
Rights are heterogeneous. The repo-level
cc-by-4.0tag reflects the curation of the collection, not a uniform document license. Always check the per-documentrightsfield (and the source aturl, where available) before redistributing or using individual documents commercially.
Document JSON Schema
{
"gardian_id": "string",
"source": "string",
"url": "string",
"description": "string",
"id": "string",
"title": "string",
"language": "string",
"resource_type": "string",
"release_year": "string",
"rights": "string",
"dataNODE_id": "string",
"keywords": "list[string]",
"geography": {
"regions": "list[string]",
"countries": "list[string]"
},
"content": "string"
}
License
This dataset is released under CC-BY-4.0.
Acknowledgements
This dataset was developed for the Generative AI for Agriculture (GAIA) project, funded by the Gates Foundation and UK International Development (FCDO), in collaboration between CGIAR and SCiO.
Generated automatically on 2026-11-04 18:27:07
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