Bibliographic record
Abstract
EDITORAS.- (EDITORS)Ana Almansa Martínez (Universidad de Málaga, España)Isabel Ruiz Mora (Universidad de Málaga, España) COMITÉ CIENTÍFICO.- (ADVISORY BOARD)Anne Gregory (Leeds Metropolitan University, Reino Unido)Ana María Suárez (Universidad de Medellín, Colombia)Benoit Cordelier (Université du Quebec a Montreal, Canadá)Claudia Moura (Universidade Federal do Rio Grande do Sul, Brasil)Juan Carlos Molleda (University of Florida, Estado Unidos)Luiz Alberto de Farias (Universidade de Sao Paulo, Brasil)Manuel Parés i Maicas (Universidad Autónoma de Barcelona, España)Octavio Islas (Instituto Tecnológico de Monterrey, México)Cleusa M. Scroferneker (Universidade Federal do Rio Grande do Sul, Brasil)Rafael Obregón (University of Ohio, Estados Unidos)Thomas Tufte (University of Roskilde, Dinamarca)Valérie Carayol (Université de Bordeaux, Francia) CONSEJO ASESOR.- (EDITORIAL BOARD)Abilio M. Duarte José Lopes Fonseca (Instituto Superior de Maia, Portugal)Antonio Carlos Hohlfeldt (Universidade Federal do Rio Grande do Sul, Brasil)Bonita Dostal Neff (Valparaiso University, Estados Unidos)Enric Ordeix (Universitat Ramón Llull, España)Jordi Xifra Triadú (Universitat Pompeu Fabra, España)José Daniel Barquero Cabrero (ESERP, España)Juan José Larrea (Dircom, Argentina) Lluís Pastor (Universitat Oberta de Catalunya, España)María Ángeles Moreno (Universidad Rey Juan Carlos, España) María Teresa García Nieto (Universidad Complutense de Madrid, España)Paolo Cardoso (Universidade Fernando Pessoa, Portugal)Paul Capriotti (Universitat Rovira i Virgili, España)Sebastián Thuer (Universidad Rio Cuarto, Argentina)Sergio Celedón (Universidad de Viña del Mar, Chile)Yanyn Rincón Quintero (Universidad del Zulia, Venezuela) CONSEJO DE REDACCIÓN.- (THE BOARD OF MANAGEMENT)DIRECTORA: Rocío Chamizo Sánchez (Universidad de Málaga, España)SECRETARIA: María Jesús Fernández Torres (Universidad de Málaga, España) Alejandro Álvarez Nobell (Universidad San Jorge, España)Concepción Campillo Alhama (Universidad de Alicante, España)Emilia Smolak (Universidad de Málaga, España)Francisco Cabezuelo Lorenzo (Universidad CEU San Pablo Madrid, España)María Isabel Miguez González (Universidad de Vigo, España)Marta Pulido Polo (Universidad de Cádiz, España)Silvia Olmedo Salar (Universidad de Málaga, España)
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.038 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.010 | 0.009 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.016 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.495 | 0.501 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".