Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Introduction Ethnography of Food Activism - Valeria Siniscalchi, Ecole Des Hautes Etudes En Sciences Sociales, France and Carole Counihan, Millersville University, USA Local Engagements Food Activism in Western Oregon - Joan E. Gross, Oregon State University, USA Engaging Latino Immigrants in Seattle Food Activism - Teresa M. Mares, University of Vermont, USA Resistance and Household Food Consumption in Santiago De Cuba - Hanna Garth, University of California at Los Angeles, USA Women, Gender and Food Activism in Italy - Carole Counihan, Millersville University, USA The Movement to Reinvigorate Local Food Culture in Kyoto, Japan - Greg De St. Maurice, University of Pittsburgh, USA National Actions French Biodynamic Viticulture: Militancy or Market Niche? - Marie-France Garcia Parpet, Institut De La Recherche Agronomique, France Sicilian 'Antimafia' Food Production Cooperatives - Theodoros Rakopoulos, Goldsmiths College London, UK The Canadian Wheat Board Struggle: Taking Freedom and Democracy to Market - Birgit Muller, Centre National De La Recherche Scientifique, France Brothers in Faith: Islamic Food Activism in Egypt - Nefissa Naguib, University of Bergen, Norway Transnational Networks Information, Transparency and Democracy in the Global Coffee Trade - Daniel Reichman, University of Rochester, USA Cultures of Corn and Anti-GM Activism in Mexico and Colombia - Elizabeth Fitting, Dalhousie University, Canada Peasants' Transnational Mobilization for Food Sovereignty in La Via Campesina - Delphine Thivet, Ecole Des Hautes Etudes En Sciences Sociales, France Oscillating Between Village and Globe: Articulating Food in Sri Lankan Activism - Wim Van Daele, Vrije Universiteit Brussel, Belgium Slow Food Activism Between Politics and Economy - Valeria Siniscalchi, Ecole Des Hautes Etudes En Sciences Sociales, France Bibliography Index
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it