Bibliographic record
Abstract
Abstract: SOCIETY FOR THE ANTHROPOLOGY OF RELIGION | Jennifer Selby, ed. “Notes from the Field: Animism and the Art of Not Being Governed in Sumatra” by Christian S Hammons SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY | Ronda L Brulotte, ed. “Past SLACA President Ramona Pérez Elected to AAA Executive Board” by Ronda L Brulotte SOCIETY FOR LINGUISTIC ANTHROPOLOGY | Aaron Ansell and Bonnie Urciuoli, eds. “Is Spanglish a Bad Term?” by Bonnie Urciuoli NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “An EPIC Year in London” by Timothy de Waal Malefyt and Simon Roberts ASSOCIATION OF BLACK ANTHROPOLOGISTS | karen g williams, ed. “My Fieldwork Files: Reflections from the Field and Footing in the ‘Hood” by Elisha R Oliver ARCHEOLOGY DIVISION | Kostalena Michelaki, ed. “AD Announces 2013 Election Results” by Kostalena Michelaki SOCIETY FOR HUMANISTIC ANTHROPOLOGY | Kristen Ghodsee and Rose Wellman, eds. “A Different Kind of Classroom” by Edith LB Turner ASSOCIATION OF LATINA AND LATINO ANTHROPOLOGISTS | Alex Chavez and Santiago Ivan Guerra, eds. “Towards a Decolonized Anthropology” by Karen Mary Davalos MIDDLE EAST SECTION | Rehenuma Asmi, ed. “Interview with Amahl Bishara, Author of Back Stories” NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Career Expo Profile: Interview with EPIC President Melissa Cefkin” ASSOCIATION FOR AFRICANIST ANTHROPOLOGY | Jennifer Coffman, ed. “AfAA Announces 2013 Paper Award Winners” by Bennetta Jules‐Rosette, JR Osborn and Erica Fontana NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Governing Council Today NAPA Blog Series” NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS | Keri A Canada, ed. “Call for Student Anthropologist Book Review Editor” by Keri A Canada NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Career Expo Profile: Interview with Laurie Krieger of the Manoff Group”
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 | 0.005 |
| 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 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.894 | 0.850 |
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".