{"doi":"10.1093/bioinformatics/btaa047","title":"TeSS: a platform for discovering life-science training opportunities","abstract":"<h4>Summary</h4>Dispersed across the Internet is an abundance of disparate, disconnected training information, making it hard for researchers to find training opportunities that are relevant to them. To address this issue, we have developed a new platform-TeSS-which aggregates geographically distributed information and presents it in a central, feature-rich portal. Data are gathered automatically from content providers via bespoke scripts. These resources are cross-linked with related data and tools registries, and made available via a search interface, a data API and through widgets.<h4>Availability and implementation</h4>https://tess.elixir-europe.org.","journal":"Bioinformatics","year":2020,"id":2019,"datarank":0.9482973829294116,"base_score":3.258096538021482,"endowment":3.258096538021482,"self_citation_contribution":0.4887144807032224,"citation_network_contribution":0.4595829022261892,"self_endowment_contribution":0.4887144807032224,"citer_contribution":0.4595829022261892,"corpus_percentile":57.770545158665584,"corpus_rank":520,"citation_count":26,"citer_count":16,"citers_with_citation_signal":12,"citers_with_endowment":12,"datacite_reuse_total":0,"is_dataset":true,"is_dataset_confidence":0.5848,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2020-02-11","fair_score":50.8333,"fair_percentile":78.6499560246262,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":23852,"name":"Finn Bacall","orcid":"0000-0002-0048-3300","position":1,"is_corresponding":false},{"id":285,"name":"Milo Thurston","orcid":"0000-0002-6468-9260","position":3,"is_corresponding":false},{"id":7064,"name":"Teresa K. Attwood","orcid":"0000-0003-2409-4235","position":6,"is_corresponding":false},{"id":7063,"name":"Aleksandra Nenadić","orcid":"0000-0002-2269-3894","position":7,"is_corresponding":false},{"id":2830,"name":"Carole Goble","orcid":"0000-0003-1219-2137","position":8,"is_corresponding":false},{"id":290,"name":"Susanna‐Assunta Sansone","orcid":"0000-0001-5306-5690","position":9,"is_corresponding":false},{"id":7060,"name":"Niall Beard","orcid":"0000-0002-2627-0231","position":0,"is_corresponding":true}],"reference_count":7,"raw_metadata":null,"created_at":"2026-03-01T18:20:47.508186Z","pmid":"32044952","pmcid":"PMC7214044","fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":"hybrid","license":"cc-by","views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":65.0,"fair_a":67.5,"fair_i":37.5,"fair_r":33.3333,"fair_zscore":0.5085,"fair_rationale":{"fair_score":50.83,"has_llm":true,"dimensions":{"F":{"name":"Findable","score":65.0,"criteria":[{"key":"f_has_doi","label":"Has a persistent DOI","kind":"deterministic","weight":1.0,"fraction":1.0,"signal":"DOI present","rationale":null},{"key":"f_repository_presence","label":"Indexed in repositories / literature DBs","kind":"deterministic","weight":1.0,"fraction":1.0,"signal":"datacite=0, pmcid=True, pmid=True","rationale":null},{"key":"f_persistent_ids","label":"Resolvable scholarly identifiers (OpenAlex)","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"no OpenAlex id","rationale":null},{"key":"f_metadata_richness","label":"Rich, machine-readable metadata","kind":"llm","weight":1.0,"fraction":0.5,"signal":null,"rationale":"Paper mentions metadata properties such as EDAM topic, audience, and difficulty, but machine-readability beyond HTML is not demonstrated with actual examples or machine-accessible metadata formats."}]},"A":{"name":"Accessible","score":67.5,"criteria":[{"key":"a_open_access","label":"Open Access / files deposited","kind":"deterministic","weight":1.5,"fraction":1.0,"signal":"Open Access","rationale":null},{"key":"a_retrievable","label":"Free full text retrievable","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"0 OA location(s)","rationale":null},{"key":"a_access_protocol","label":"Clear data/code access protocol","kind":"llm","weight":1.0,"fraction":0.75,"signal":null,"rationale":"Access is provided via a public website, widgets, an API, and calendar/email subscriptions, as stated, but no explicit authentication or access protocol details are given for the API."}]},"I":{"name":"Interoperable","score":37.5,"criteria":[{"key":"i_linked_data","label":"Linked datasets / DataCite relations","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"linked_datasets=0, datacite=0","rationale":null},{"key":"i_standard_ids","label":"References data via standard accessions","kind":"deterministic","weight":1.0,"fraction":0.0,"signal":"accessions=0, trials=0","rationale":null},{"key":"i_standards","label":"Standard formats, vocabularies & identifiers","kind":"llm","weight":1.0,"fraction":0.75,"signal":null,"rationale":"Use of Schema.org, Bioschemas, EDAM ontology, and structured data formats like ICS and RSS is described, but the paper lacks concrete examples of controlled vocabularies or identifiers in use."}]},"R":{"name":"Reusable","score":33.33,"criteria":[{"key":"r_license","label":"Clear, open reuse license","kind":"deterministic","weight":1.5,"fraction":0.0,"signal":"no license","rationale":null},{"key":"r_downloads","label":"Demonstrated reuse (downloads)","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"downloads=0","rationale":null},{"key":"r_version","label":"Versioned / maintained","kind":"deterministic","weight":0.5,"fraction":0.0,"signal":"no version chain","rationale":null},{"key":"r_dataset","label":"Classified as a data resource","kind":"deterministic","weight":0.5,"fraction":1.0,"signal":"is_dataset","rationale":null},{"key":"r_reusability","label":"Data-availability statement, license & reproducibility","kind":"llm","weight":2.0,"fraction":0.5,"signal":null,"rationale":"The paper has a data-availability section pointing to https://tess.elixir-europe.org, but no explicit license for the software or data is stated beyond the CC-BY 4.0 for the article itself, and no detailed reproducibility instructions are provided."}]}},"suggestions":["Provide explicit machine-readable metadata examples (e.g., JSON-LD for Schema.org) for training resources.","Add a clear access protocol for the API, including authentication and rate limits.","Include a definitive data license (e.g., CC0 or CC-BY for the aggregated metadata) and state the software license (e.g., Apache 2.0).","Provide a snapshot of the code and data repositories with version numbers to facilitate exact reproducibility."],"model":"deepseek/deepseek-v4-flash","agent_version":"fair_agent_v2","fulltext_source":"epmc_xml"},"fair_model":"deepseek/deepseek-v4-flash","fair_agent_version":"fair_agent_v2","fair_fulltext_source":"epmc_xml","fair_has_llm":true,"fair_computed_at":"2026-06-18T00:46:06.514132Z","clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}