cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25504/fairsharing.2b1740
title: FAIRsharing record for: Kipoi
title: null

description: This FAIRsharing record describes:  Kipoi is an API and a repository of ready-to-use trained models for genomics. It currently contains 2206 different models, covering canonical predictive tasks in transcriptional and post-transcriptional gene regulation. 
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.f37bb6
title: FAIRsharing record for: Biocides in the environment 
title: BiU

description: This FAIRsharing record describes:  Database by the German environmental agency (UBA) with monitoring data about the presence of biocides in the environment. It further includes information about approval status (in Germany), physicochemical properties, and CLP classification.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.afd7ff
title: FAIRsharing record for: Historical Time Series
title: HISTAT

description: This FAIRsharing record describes:  Histat is an online database of historical time series maintained by Leibniz Institute SAFE providing data from economic, social, and historical science research, particularly focused on Germany’s past.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.0a615a
title: FAIRsharing record for: AtomDB
title: null

description: This FAIRsharing record describes:  AtomDB is a comprehensive atomic-data library used to model the X-ray (and UV/extreme-UV) emission from hot, collisionally ionized astrophysical plasmas.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.3411a9
title: FAIRsharing record for: National Earthquake DataBase
title: null

description: This FAIRsharing record describes:  The National Earthquake DataBase (NEDB) comprises a number of separate databases that together act as the national repository for all raw seismograph data, measurements, and derived parameters arising from the Canadian National Seismograph Network (CNSN), the Yellowknife Seismological Array (YKA), previous regional telemetered networks in eastern and western Canada (ECTN, WCTN), local telemetered networks (CLTN, SLTN), the Regional Analogue Network, and the former Standard Seismograph Network (CSN). It supports the efforts of Earthquakes Canada in Canadian seismicity monitoring, global seismic monitoring, verification of the Comprehensive nuclear Test Ban Treaty, and international data exchange. 
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.06bb12
title: FAIRsharing record for: Digital South Asia Library
title: DSAL

description: This FAIRsharing record describes:  The Digital South Asia Library (DSAL) provide digital materials for reference and research on South Asia to scholars, public officials, business leaders, and other users. 
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.bf340c
title: FAIRsharing record for: ESS SciCat
title: null

description: This FAIRsharing record describes:  Scicat is a metadata catalogue allows users to access information about experimental results, measured at the European Spallation Source (ESS).
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.c7bb32
title: FAIRsharing record for: Food and Feed Information Portal Database
title: null

description: This FAIRsharing record describes:  Database by the European Commission about approved food and feed flavourings.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.a23714
title: FAIRsharing record for: ATTO Data Portal
title: null

description: This FAIRsharing record describes:  The Amazon Tall Tower Observatory (ATTO) Data Portal is an interdisciplinary platform for storing, sharing, exchanging, and publishing data collected by the ATTO research consortium. Its core goal is to improve understanding of biogeochemical cycles and energy fluxes across the geosphere, biosphere, and atmosphere in the Amazon region and to feed that understanding into climate and Earth system models.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.798156
title: FAIRsharing record for: The Ecological Register
title: null

description: This FAIRsharing record describes:  The Ecological Register is a repository for published lists and counts of plants and animals from individual locations around the world. It is intended for use by ecologists and students who want quick and simple access to spatially localized species abundance distributions, and is particularly useful for macroecological studies of diversity patterns.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.d4a05f
title: FAIRsharing record for: KDK Repository
title: null

description: This FAIRsharing record describes:  The Research Documentation Centre (RDC) of the HUN-REN Centre for Social Sciences provides information on and access to research conducted at the Centre. 
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.979d22
title: FAIRsharing record for:  High Energy Astrophysics Science Archive Research Center Database
title: HEASARC Database

description: This FAIRsharing record describes:  The High Energy Astrophysics Science Archive Research Center (HEASARC) Database is a NASA-operated data archive that stores and provides access to a wide range of high-energy astrophysics mission data, including X-ray, gamma-ray, and extreme ultraviolet observations. It offers web-based tools for browsing astronomical source catalogs, archived observations, and mission proposals, all searchable by object name, coordinates, date, or instrument.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.15468/dl.rvcjcs
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Entomophaga maimaiga"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016247-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25504/fairsharing.70421d
title: FAIRsharing record for: Cefas Data Portal
title: null

description: This FAIRsharing record describes:  The Cefas Data Portal is the open platform of the UK Centre for Environment, Fisheries and Aquaculture Science, providing access to marine and freshwater research data. It covers areas such as fisheries, biodiversity, water quality, and oceanography.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.0490e9
title: FAIRsharing record for: SMOKA Science Archive
title: null

description: This FAIRsharing record describes:  SMOKA is a publicly accessible archive operated by Astronomy Data Archives Center (ADAC) of the National Astronomical Observatory of Japan. It provides raw and archival optical and infrared observational data collected from multiple Japanese telescopes (such as the Subaru Telescope, 188 cm telescope at Okayama, and 105 cm Schmidt at Kiso). Its mission is to support the astronomical research community by making large volumes of observational frames (tens of millions) and many hundreds of TB of data openly searchable and retrievable.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.d9f15f
title: FAIRsharing record for: FAIR Metric - software - CodeMeta completeness
title: FM - SOFT_CODMT_COMPL

description: This FAIRsharing record describes:  Indicator that checks the completeness of a codemeta.json file, i.e., the percentage of properties that are filled with metadata. This indicator does not assess the quality of the metadata fields available.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.66c9d1
title: FAIRsharing record for: ISIMIP Repository
title: null

description: This FAIRsharing record describes:  The ISIMIP Repository is a centralized data portal that hosts standardized input and output datasets generated under the Inter-Sectoral Impact Model Intercomparison Project (ISIMIP). It provides searchable, downloadable climate and socioeconomic forcing data alongside multi-sector impact model outputs (such as simulations of agriculture, water, floods, lakes, and land use) organized by protocol rounds (ISIMIP2a/b and ISIMIP3a/b).
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.b330a7
title: FAIRsharing record for: GitData Archive
title: null

description: This FAIRsharing record describes:  Explore GitData Archive, your gateway to cutting-edge unreviewed scholarly insights and research archives. Our platform brings together a diverse range of disciplines, enabling faster discovery and collaboration across fields.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.3a5c4b
title: FAIRsharing record for: Répertoire International des Sources Musicales
title: RISM Online

description: This FAIRsharing record describes:  Répertoire International des Sources Musicales (RISM) Online is a free, searchable web service providing access to millions of records of musical sources: manuscripts, printed music, writings on music, and libretti—from libraries, archives and cultural collections around the world. 
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.15468/dl.qtynkm
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncocalamus mannii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 159 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016248-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25504/fairsharing.af98c6
title: FAIRsharing record for: Freshwater Research and Environmental Database
title: FRED

description: This FAIRsharing record describes:  The Freshwater Research and Environmental Database is the central data repository for IGB Leibniz-Institute of Freshwater Ecology and Inland Fisheries. It is were we store and share environmental data from observations of lakes, rivers, peatlands and other freshwater habitats. In FRED you can find continuous data collected over several decades for our long-term research programme at the lakes Müggelsee, Stechlinsee, Arendsee and the river Spree, as well as environmental data derived from short-term projects in aquatic ecosystems.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.21bd00
title: FAIRsharing record for: Digital Averroes Research Environment
title: DARE

description: This FAIRsharing record describes:  The Digital Averroes Research Environment (DARE) collects and edits the works of the Andalusian Philosopher Averroes or Abū l-Walīd Muḥammad Ibn Aḥmad Ibn Rušd. DARE makes accessible online digital editions of Averroes’s works, and images of all textual witnesses, including manuscripts, incunabula, and early prints. Averroes’s writings and the scholarly literature are documented in a bibliographical database.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.ae9343
title: FAIRsharing record for: Sorghum Genome Science Database
title: SorGSD

description: This FAIRsharing record describes:  SorGSD is a comprehensive database of sorghum genomic variations (SNPs and INDELs) of accessions, phenotypes, practical tools, resources and references.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.15468/dl.k29qfm
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((105 20,170 20,170 70,105 70,105 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rosa amblyotis"
 ]
}

 The dataset includes 735 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016249-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25504/fairsharing.ede0df
title: FAIRsharing record for: Simple Standard for Sharing Ontological Mappings
title: SSSOM

description: This FAIRsharing record describes:  Term mappings are of fundamental importance to interoperability, yet often lack metadata to be correctly interpreted and applied in contexts such as data integration or transformation. For example, are two terms equivalent or merely associated? Are they narrow or broad matches? etc. Such relationships between the mapped terms often remain unclear, which makes them very hard to use in scenarios that require a high degree of precision (such as diagnostics or risk prediction). Furthermore, the lack of metadata on the methods and rules involved in producing the mappings and confidence estimations regarding their correctness makes it hard to combine and reconcile mappings, especially curated and automated ones. Working as part of a collaborative group, we have developed a Simple Standard for Sharing Ontological Mappings (SSSOM) which addresses these problems by introducing a simple vocabulary for mapping metadata and defining an easy to use table-based format that can be integrated into regular data science pipelines without the need to parse or query ontologies defining a set of exports formats such as RDF/XML and JSON-LD. SSSOM is defined using a LinkML schema (https://linkml.github.io), and defines metadata for many key features of term mappings and mapping sets, such as mapping confidence, versioning, mapping tools and match types (lexical, logical, human-curated). The SSSOM specification can be found at http://w3id.org/sssom. Associated toolkits are being developed, for example https://github.com/mapping-commons/sssom-py and https://incenp.org/dvlpt/sssom-java/.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.47039f
title: FAIRsharing record for: Open & Sustainable AI Ecosytem
title: OSAI

description: This FAIRsharing record describes:  Based on the 2025 paper (https://arxiv.org/abs/2505.16619), the OSAI AI Ecosystem is a simple interactive, community-maintained digital resource. Its primary function is to serve as a practical registry that supports the implementation of Open and Sustainable AI (OSAI) principles in the life sciences.

The core of the resource is a direct mapping of the paper's OSAI recommendations (for reusability, reproducibility, and environmental sustainability) to a living collection of over 300 real-world components.

These components include a wide array of tools, platforms, standards, and resources that researchers can use to build more sustainable, reusable, and transparent AI. The registry is designed to help researchers "stop searching and start implementing" by allowing them to filter for resources based on their specific goals, such as finding reproducibility tools or sustainability supports.

The resource is supported by an open community-maintained GitHub repository: https://github.com/BioComputingUP/OSAI_ecosystem.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.217635
title: FAIRsharing record for: The Machine Learning Sailor Ontology
title: MLSO

description: This FAIRsharing record describes:  The Machine Learning Sailor Ontology is an ontology for describing machine learning datasets, tasks, pipelines, experiments, software and publications. The ontology extends ML-Schema, DCAT, FaBiO and SDO.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.60dc69
title: FAIRsharing record for: Checklist for reporting AI studies in dental research
title: null

description: This FAIRsharing record describes:  The checklist for reporting AI studies in dental research was created through collaboration between the IADR E-oral Health Network and the ITU/WHO Focus Group on AI for Health. It aims to improve the quality, reproducibility, and applicability of research using AI, especially machine and deep learning, in dentistry.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.
DOI: 10.25504/fairsharing.dae9cd
title: FAIRsharing record for: FAIR Metric - software - Software is listed in a registry
title: FM - SOFT_LIST_REG

description: This FAIRsharing record describes:  The target source code repository is in a disciplinary or community registry (e.g ascl.net, bio.tools, swMath, RRID portal, RSD, WikiData, DataCite, etc.) to ensure that software can be found and accessed.
description: The source of this description is the metadata record on FAIRsharing.org, an educational and informative resource that describes and links databases, standards, and data policies. FAIRsharing also creates collections of these resources and recommendations of databases and standards based on 3rd party data policies.