Bibliographic record
Abstract
Abstract SOCIETY FOR EAST ASIAN ANTHROPOLOGY | Anru Lee and Bridget Love, eds. “SEAA Panels in San Francisco” by Elise Edwards SOCIETY FOR URBAN NATIONAL AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY | Susan Falls, ed. “2012 SUNTA Highlights and Developments” NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS | Keri A Canada, ed. “Student Anthropologist Board Members” by Keri A Canada SOCIETY FOR THE ANTHROPOLOGY OF FOOD AND NUTRITION | Alyson Young and Meredith Gartin, eds. “Gardens Feed and Fuel Grassroot Organization: Neighborhood Progress Inc” by Meredith Gartin, with Lilah Zautner ARCHEOLOGY DIVISION | Kostalena Michelaki, ed. “Things Past and Future: An Invitation for Contributions” ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “Support an AFA Summer Intern” by Sandra Faiman‐Silva ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “New Books in Feminist Anthropology” by Damla Isik and Jessica Smith Rolston SOCIETY FOR URBAN NATIONAL AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY | Susan Falls, ed. “SUNTA Best Graduate Prize 2012 Goes to Claudio Sopranzetti” by Claudio Sopranzetti ASSOCIATION OF BLACK ANTHROPOLOGISTS | karen g williams, ed.”2013 ABA Awards” by Aimee Cox, Melanie Bush, Marla Frederick and Kimberly Simmons ASSOCIATION OF LATINA AND LATINO ANTHROPOLOGISTS | Alex Chavez and Santiago Guerra, eds. “Gracias a La Vida y ALLA” by Luis FB Plascencia SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY | Ronda L Brulotte, ed. “Hedonism on the High Seas: Cruise Ship Tourism and Cozumel, Mexico” by Christine Preble SOCIETY FOR CULTURAL ANTHROPOLOGY | Deborah A Thomas, ed. “Looking Back, Looking Forward” by Diana Burnett ASSOCIATION FOR POLITICAL AND LEGAL ANTHROPOLOGY | Leo Coleman and Allison Fish, eds. “APLA Salon at the AAA Annual Meeting: Karl Llewellyn and Legal Realism Revisited” by Anna Offit SOCIETY FOR THE ANTHROPOLOGY OF CONSCIOUSNESS | Hillary S Webb, ed. “Join SAC in New Orleans” NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “NAPA Student Achievement Award” NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Ralph Bolton Honored by Peruvian Anthropology Colleagues” ASSOCIATION OF LATINA AND LATINO ANTHROPOLOGISTS | Alex Chavez and Santiago Guerra, eds. “Becoming An Il/legal Anthropologist” by Santiago Ivan Guerra SOCIETY FOR THE ANTHROPOLOGY OF RELIGION | Jennifer Selby, ed. “2012 Geertz Prize Award Presentation” by Lauren Leve
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 | 0.004 |
| Insufficient payload (model declined to judge) | 0.860 | 0.794 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".