Bibliographic record
Abstract
Editora Lucila Bugallo, IIT-FFyL-UBA; UNIHR-FHyCS-UNJuComité EditorNancy Egan, Universidad de California-San Diego; ITT-FFyL-UBAMaría Silvia Fleitas, UNIHR-FHyCS-UNJuJosé Luis Grosso, UNCAPablo Ochoa, IIT-FFyL-UBA Francisco Pazzarelli, UNC; CONICETRadek Sánchez Patzy, IIT-FFyL-UBACarmen Solíz, University of North Carolina-CharlotteMarina Weinberg, IIT-FFyL-UBAMarcelo Zapana, UNSAComité AcadémicoDenise Y. Arnold, Instituto de Lengua y Cultura, La Paz, Bolivia; Birkbeck, Universidad de Londres / Carlos A. Aschero, UNT / Daniel E. A. Campi, UNT; CONICET / M.Beatriz Cremonte, UNJu; CONICET / GastónGordillo, Universidad de British Columbia, Vancouver / José Luis Martínez Cereceda, Universidad de Chile / Rafael Pérez Taylor, Universidad Autónoma de México / Carlos E. Reboratti, UBA; CONICET / Gilles Rivière, École des Hautes Études en Sciences Sociales / Calogero Santoro Vargas, Universidad de Tarapacá, Chile / M.Cristina Scattolin, UNLP; CONICET / Gabriela B.Sica, UNJu; CONICET / Henry Stobart, Royal Holloway, University of London / Myriam N. Tarragó, FFyL- UBA; CONICET / Hugo D. Yacobaccio, Instituto de Arqueología, UBA; CONICET / Verónica I. Williams, Instituto de Arqueología, FFyL‐UBA; CONICETEvaluadores externos del número 16Ramiro Barberena, Facultad de Ciencias Exactas y Naturales, Universidad Nacionalde Cuyo/ConicetLaurence CharlierZeineddine, Universidad Toulouse Jean Jaurès, FranciaAdolfo F. Gil, IANIGLAGrupo Vinculado San Rafael/ConicetRafael Goñi, INAPL/UBAMaría Gabriela Granizo, Escuela de Arqueología UNCaBarbara Martínez, Facultad de Filosofía y Letras (UBA)/ConicetHernán Juan Muscio, ConicetNorma Naharro, Universidad Nacional de SaltaGustavo Neme IANIGLA/Conicet/Museo de Historia Natural de San RafaelGuillermo Neiman, CEIL-ConicetValeria Palamarczuk, Museo Etnográfico “Juan B. Ambrosetti”/ConicetPablo Quintero, Departamento de Antropología, Universidade Federal do Rio Grandedo Sul, BrasilLaura Quiroga, UBA/ConicetMario Vilca, Facultad de Humanidades y Ciencias Sociales, UNJUChristian Vitry, Universidad Nacional de SaltaMarcelo Zárate, INCITAP(Conicet/UNLPAM)
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 | 0.004 | 0.030 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.280 | 0.181 |
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".