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
Abstract: SOCIETY FOR THE ANTHROPOLOGY OF FOOD AND NUTRITION | Meredith Gartin, ed. “Gardens Feed and Fuel Grassroot Organization: The Greening of Detroit” by Benjamin McShane‐Jewell ARCHEOLOGY DIVISION | Kostalena Michelaki, ed. “Growing Beyond Leviathan: What Role for Archaeology?” by Christopher Witmore SOCIETY FOR LINGUISTIC ANTHROPOLOGY | Aaron Ansell and Bonnie Urciuoli, eds. “Imagining a Deaf Utopia” by Abigail J Rosenthal ASSOCIATION FOR POLITICAL AND LEGAL ANTHROPOLOGY | Leo Coleman and Allison Fish, eds. “PoLAR will have a 2012 Impact Factor” by Oona Schmid SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY | Ronda L Brulotte, ed. “Immigration Reform and Immigrants” by Jeffrey H Cohen SOCIETY FOR ECONOMIC ANTHROPOLOGY | Rahul Oka, ed. “Society for Economic Anthropology Joins AAA” by Rahul Oka SOCIETY FOR THE ANTHROPOLOGY OF EUROPE | Tracey A Rosen, ed. “Anthropology of Europe, Anthropology on Campus” by Jonathan L Larson ASSOCIATION OF LATINA AND LATINO ANTHROPOLOGISTS | Alex Chavez and Santiago Ivan Guerra, eds. “Why We Still Need the DREAM Act and More” by Mariela Nuñez‐Janes EVOLUTIONARY ANTHROPOLOGY SOCIETY | Adam Howell Boyette, ed. “EAS and Interdisciplinary Collaborations: The Culture and the Mind Project” by Adam Howell Boyette ANTHROPOLOGY AND ENVIRONMENT SOCIETY | Amelia Moore, ed. “Understanding Ecological and Social Resilience in Island Systems” by Jennifer Newell and Felicity Arengo ASSOCIATION OF BLACK ANTHROPOLOGISTS | karen g williams, ed. “Thoughts on Receiving the John L Gwaltney Native Anthropology Scholarship” by Melanie Angel Medeiros SOCIETY FOR ANTHROPOLOGICAL SCIENCES | David Henig, ed. “Society for Anthropological Sciences on Facebook” SOCIETY FOR ANTHROPOLOGICAL SCIENCES | David Henig, ed. “Congratulations on the Book Cultures of Migration” ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “The Sexed and Gendered Body: Comments on the Bioarchaeology of Sex and Gender” by John J Crandall and Molly K Zuckerman NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “SfAA Annual Meeting Highlights Opportunities for the Practice of Anthropology in the 21st Century: NAPA members reflect on the 2012 SfAA Annual Meeting” by Jo Aiken MIDDLE EAST SECTION | Rehenuma Asmi, ed. “MES Awards and Statement on Gaza” ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “AFA Dissertation Award Deadline is April 15” SOCIETY FOR ANTHROPOLOGICAL SCIENCES | David Henig, ed. “Best Student Paper in Cognitive Science” BIOLOGICAL ANTHROPOLOGY SECTION | Julienne Rutherford, ed. “Introducing BAS Editor Julienne Rutherford” SOCIETY FOR ANTHROPOLOGICAL SCIENCES | David Henig, ed. “Online Courses on Research Methods” SOCIETY FOR THE ANTHROPOLOGY OF RELIGION | Jennifer Selby, ed. “Clifford Geertz Prize Words of Acceptance” by Julie Y Chu NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS | Keri A Canada, ed. “Representation and Witnessing: In response to Brian McKenna's “Medical Education Under Siege” and “The Clash of Medical Civilizations”” by Ashish Premkumar SOCIETY FOR THE ANTHROPOLOGY OF WORK | Susanna Donaldson, ed. “SAW Awards 2012 Book Prize” by Jim Weil
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.077 | 0.002 |
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