Notice bibliographique
Résumé
he SSH Open Marketplace is one of the key exploitable results of the SSHOC project. It is designed to be a central information hub where researchers can go to find detailed information about software tools, relevant publications, datasets and workflows. Within the Marketplace contextualisation should be provided, linking, for example, publications to the tools or datasets they mention. This deliverable, D7.3 Marketplace Interoperability, focuses on the process of populating the SSH Open Marketplace, thereby complementing the deliverables on the technical implementation (D7.2 Marketplace Implementation) and the curation (D7.4 Marketplace Data Population and Curation) of the Marketplace. In the beginning of the SSHOC project a list of potential sources that could be added to the new SSH Open Marketplace was compiled. During the first phase of the project, each source in this list was then investigated regarding its potential to be added to the Marketplace. This deliverable details how the selection process of potential sources worked. Each of the potential sources will be described briefly, it will be highlighted why they would be of interest to be added to the Marketplace and discussed whether the decision was made to ingest them into the Marketplace during the run-time of the SSHOC project. The document is structured by the decision made for each specific source, starting with a section of all the sources that have already been ingested in the Marketplace by the time of writing. This is followed by the sources that were decided to be ingested in the course of the project and that are currently in the process of being ingested. Then the sources are listed that were considered but discarded for one reason or another (e.g. poor quality of metadata, not enough new, unique items) and finally there is a section with sources that would be great additions but cannot be easily ingested using the automatic ingestion pipelines that are currently available. These sources might later be considered for manual inclusion into the Marketplace. This document also provides an overview table showing for each source how many individual items have been or will likely be ingested into the Marketplace and whether the source will be ingested only once or is considered for continuous ingestion, because it is expected that there will be frequent updates at the source that should also be reflected in the Marketplace. At the end of the document there is also a section discussing possible future steps that could be taken to improve the quality of the Marketplace after the project has ended.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,030 | 0,070 |
| Méta-épidémiologie (sens strict) | 0,002 | 0,002 |
| Méta-épidémiologie (sens large) | 0,002 | 0,003 |
| Bibliométrie | 0,009 | 0,007 |
| Études des sciences et des technologies | 0,003 | 0,002 |
| Communication savante | 0,021 | 0,021 |
| Science ouverte | 0,005 | 0,019 |
| Intégrité de la recherche | 0,004 | 0,006 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,107 | 0,129 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».