Bibliographic record
Abstract
Abstract: SECTION NEWS AMERICAN ETHNOLOGICAL SOCIETY | Caitrin Lynch, ed. ANTHROPOLOGY AND ENVIRONMENT SOCIETY | Amelia Moore, ed. “Exploration Science” by Amelia Moore ARCHEOLOGY DIVISION | E Christian Wells, ed. “Wendy Ashmore: 2012 Kidder Award Honoree” by Julia A Hendon ASSOCIATION FOR AFRICANIST ANTHROPOLOGY | Jennifer E Coffman, ed. “Braided Worlds: Long‐term Research and Relationships in Côte d'Ivoire” by Jennifer Coffman ASSOCIATION OF BLACK ANTHROPOLOGISTS | karen g williams, ed. “Social Discontent and New Struggles in Africa” by Janette Yarwood ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “2012 Forman Prize Winners” by Ellen Lewin ASSOCIATION OF LATINA AND LATINO ANTHROPOLOGISTS | Pablo Gonzalez and Santiago Guerra, eds. “Ethnic Mexican Migrant Families and Property Ownership: Preliminary Ethnographic Data on the Housing Crisis” by Pablo Gonzalez ASSOCIATION FOR QUEER ANTHROPOLOGY | Marcia Ochoa, ed. Association for the Anthropology of Policy | Vasiliki Neofotistos and Anette Nyqvist, eds. “Anthropology and Transnational Migration: A Focus on Policy” by Marietta L Baba ASSOCIATION OF SENIOR ANTHROPOLOGISTS | Paul L Doughty, ed BIOLOGICAL ANTHROPOLOGY SECTION | Virginia J Vitzthum, ed. CENTRAL STATES ANTHROPOLOGICAL SOCIETY | Lauren Anaya and Christina Ortiz, eds COUNCIL ON ANTHROPOLOGY AND EDUCATION | Janet I Hecsh, ed “Council for Anthropology and Education 2012 Program Highlights” by Rosemary Henze COUNCIL FOR MUSEUM ANTHROPOLOGY | Margaret Bruchac, ed. CULTURE AND AGRICULTURE | Susanna Donaldson and Joan Mencher, eds. “Out Standing in Your Field: Research among Iowa Farmers” by Brandi Janssen EVOLUTIONARY ANTHROPOLOGY SOCIETY | Siobhán M Mattison, ed. “Human Behavioral Ecology and the City” by Montserrat Soler MIDDLE EAST SECTION | Rehenuma Asmi, ed. “The Abandoned Classroom and the Arab Spring: Notes from Morocco” by Charis Boutieri NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry, ed. “NAPA Workshops Committee” by Sabrina Nichelle Scott; “NAPA Mentor Committee” by Niel Tashima NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS | Keri A Canada, ed. “Frequent Flyer” by Julie M Goodman SOCIETY FOR ANTHROPOLOGICAL SCIENCES | David Henig,, ed SOCIETY FOR ANTHROPOLOGY IN COMMUNITY COLLEGES | Lloyd Miller, ed SOCIETY FOR THE ANTHROPOLOGY OF CONSCIOUSNESS | Hillary S Webb, ed.” Message from New Managing Editors of Anthropology of Consciousness” by Rebecca Lester and Peter Benson SOCIETY FOR THE ANTHROPOLOGY OF EUROPE | Othon Alexandrakis, ed. “Social Movements, Crisis and Experiments in Democracy” by Marianne Maeckelbergh SOCIETY FOR THE ANTHROPOLOGY OF FOOD AND NUTRITION | Alyson Young and Meredith Gartin, eds SOCIETY FOR THE ANTHROPOLOGY OF NORTH AMERICA | David Kamper, ed. “Quilt Aesthetics and Social Organization in Cotton Country” by Teri Klassen SOCIETY FOR THE ANTHROPOLOGY OF WORK | Jeffrey Hoelle, ed. “A Note from the New Editor of the Anthropology of Work Review” by Sarah Lyon SOCIETY FOR CULTURAL ANTHROPOLOGY | Deborah A Thomas, ed. SOCIETY FOR EAST ASIAN ANTHROPOLOGY | Anru Lee and Bridget Love, eds. “Interviewing China's Revolutionary Artists” by Emily E Wilcox SOCIETY FOR HUMANISTIC ANTHROPOLOGY | Frederic W Gleach and Vilma Santiago‐Irizarry, eds. SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY | Ronda Brulotte, ed. “American Aesthetics and Chinese Copies: New Politics of Artisanship in Oaxaca, Mexico” by Alanna Cant SOCIETY FOR LINGUISTIC ANTHROPOLOGY | Mark Allen Peterson and Bonnie Urciuoli, eds. “Language, Health, and Social Justice” by Steven P Black SOCIETY FOR MEDICAL ANTHROPOLOGY | Kathleen Ragsdale, ed “Mentoring Series: Working in the Contract Sector” by Jon Poehlman SOCIETY FOR URBAN, NATIONAL AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY | Susan Falls, ed. SOCIETY FOR VISUAL ANTHROPOLOGY | Wendy Dickinson, ed. “On Photography in Africa: Ethnographic Perspectives” by Richard Vokes
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.898 | 0.864 |
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".