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: For your convenience, this Section News PDF includes bookmarks for each section. After opening the PDF, select the “Bookmark” tab on the left side of your screen, and click on the name of the section you are interested in reading. AMERICAN ETHNOLOGICAL SOCIETY: Caitrin Lynch, ed ANTHROPOLOGY AND ENVIRONMENT SECTION: Amelia Moore, ed. “Collaboration and Translatability” by Sarah Wise ARCHEOLOGY DIVISION: E Christian Wells, ed. “Difficult Histories and the Pilgrimage: A Different Type of Archaeological Tourism” by Paul A Shackel ASSOCIATION FOR AFRICANIST ANTHROPOLOGY: Jennifer E Coffman, ed. “WATER in Benin and Beyond” by Bradley Striebig ASSOCIATION OF BLACK ANTHROPOLOGISTS: karen g williams, ed. “Apply for the 2012 ABA Awards” by Aimee Cox, Melanie Bush, Raymond Codrington and Kimberly Simmons ASSOCIATION FOR FEMINIST ANTHROPOLOGY: Damla Isik and Jessica Smith Rolston, eds. “Walking the Tightrope: Women and Islam in Asia” by Huma Ahmed‐Ghosh ASSOCIATION FOR QUEER ANTHROPOLOGY: David L R Houston, ed ASSOCIATION OF SENIOR ANTHROPOLOGISTS: Paul L Doughty, ed CENTRAL STATES ANTHROPOLOGICAL SOCIETY: Evelyn Dean‐Olmsted and Angela Glaros, eds COUNCIL ON ANTHROPOLOGY AND EDUCATION : Janet I Hecsh, ed CULTURE AND AGRICULTURE: Susanna Donaldson and Joan Mencher, eds EVOLUTIONARY ANTHROPOLOGY SOCIETY: Siobhán M Mattison, ed MIDDLE EAST SECTION: Yasmin Moll, ed. “Anthropology of the Digital ‘Orient’” by Daniel Varisco NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY: Lisa Henry, ed. “An Anthropologist in London” by Megan Bannon NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS: Keri A Canada, ed. “A Student/Anthropologist in an Age of Climate Change” by John‐Ben Soileau SOCIETY FOR ANTHROPOLOGICAL SCIENCES: Stephen Lyon, ed SOCIETY FOR ANTHROPOLOGY IN COMMUNITY COLLEGES: Lloyd Miller, ed SOCIETY FOR THE ANTHROPOLOGY OF EUROPE: Othon Alexandrakis, ed. “Anthropology's Europe” by Neni Panourgia SOCIETY FOR THE ANTHROPOLOGY OF FOOD AND NUTRITION : Alyson Young and Kenneth Maes, eds SOCIETY FOR THE ANTHROPOLOGY OF NORTH AMERICA: David Kamper, ed. “Crisis and Reform in the New Orleans Jail” by Kaya Williams SOCIETY FOR THE ANTHROPOLOGY OF RELIGION: Jennifer Selby, ed. “Teaching Anthropology of Religion by Natalia Suit SOCIETY FOR THE ANTHROPOLOGY OF WORK: “Challenges to Organizing Academic Labor” by Amy Todd SOCIETY FOR EAST ASIAN ANTHROPOLOGY: Anru Lee and Bridget Love, eds. “Middle‐Class Living and Urban Space‐ Making in Contemporary China” by Li Zhang SOCIETY FOR HUMANISTIC ANTHROPOLOGY: Frederic W Gleach and Vilma Santiago‐ Irizarry, eds. “Accessible Anthropological Assembly in Montreal” by Jean‐Bruno Chartrand SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY: Ronda Brulotte, ed. “JLACA Goes to Three Issues a Year” by Andrew Canessa SOCIETY FOR LINGUISTIC ANTHROPOLOGY: Mark Allen Peterson and Bonnie Urciuoli, eds. “From Microblogging to Microperformance in Egypt” by Mark Allen Peterson SOCIETY FOR MEDICAL ANTHROPOLOGY: Kathleen Ragsdale, ed. “Modernization, Stress and Diabetes Risk: Hispanic Populations in the US‐Mexico Border Region” by John J Ely and Susan L Wilson SOCIETY FOR URBAN, NATIONAL, AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY: Susan Falls, ed. “In Search of Hope: Mobility and Citizenships on the Canadian Frontier” by Lindsay Bell SOCIETY FOR VISUAL ANTHROPOLOGY: Wendy Dicksinson, ed
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 | 0.001 | 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) | 0.002 | 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