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 ARCHEOLOGY DIVISION | Kostalena Michelaki, ed. “Don't Miss These Archaeology Events at the Annual Meeting” SOCIETY FOR VISUAL ANTHROPOLOGY | Jens Kreinath and Jennifer F Reynolds, eds. “SVA Congratulates 2014 Award Winners” SOCIETY FOR URBAN NATIONAL AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY | Susan Falls, ed. “Redirected Futures in Rural Manitoba” by Catherine Bryan EVOLUTIONARY ANTHROPOLOGY SOCIETY | Adam Boyette and Siobhán Mattison, eds. “Alternative Pathways in Academic Evolutionary Anthropology” by Siobhán Mattison ASSOCIATION FOR POLITICAL AND LEGAL ANTHROPOLOGY | Leo Coleman and Allison Fish, eds. “Identity and Incorporation in Citizens United and Hobby Lobby” by Leo Coleman ASSOCIATION OF LATINA AND LATINO ANTHROPOLOGISTS | Alex E Chavez and Santiago Guerra, eds. “On Mentorship: Because Another Anthropology is Possible” by Arlene Davila ASSOCIATION FOR POLITICAL AND LEGAL ANTHROPOLOGY | Leo Coleman and Allison Fish, eds. “Keep Up with Political and Legal Anthropology! Check out PoLAR's Online Book Reviews” SOCIETY FOR THE ANTHROPOLOGY OF NORTH AMERICA | Maggie Dickinson, ed. “SANA at the AAA Annual Meeting” by Jennifer Erickson, James S Bielo and Maurice Rafael Magaña SOCIETY FOR MEDICAL ANTHROPOLOGY | Megan Carney, ed. “Health Care by Mail among Latino/a Dairy Workers in a Northern Border State” by Naomi Wolcott‐MacCausland COUNCIL ON ANTHROPOLOGY AND EDUCATION | Melissa Fellin, ed. “Intellectual Cornucopia for Educational Anthropologists at #AAA2014” by Bradley Levinson ARCHEOLOGY DIVISION | Kostalena Michelaki, ed. “Archaeology at #AAA2014” ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isk and Jessica Smith Rolston, eds. “Producing Feminist Anthropology” by Debarati Sen and Amy Mortensen SOCIETY FOR EAST ASIAN ANTHROPOLOGY | Heidi Lam and Yi Zhou, eds. “A Conversation with Christine Yano” by Heidi Lam ASSOCIATION OF BLACK ANTHROPOLOGISTS | Tiffany Cain and Diana Burnett, eds. “Come Out and Show Support for the ABA at #AAA2014” by Tiffany Cain BIOLOGICAL ANTHROPOLOGY SECTION | Julienne Rutherford, ed. “Gender Representation in Authorship of American Anthropologist articles” SOCIETY FOR LINGUISTIC ANTHROPOLOGY | Aaron Ansell and Susanne Unger, eds. “Contact and Its Allure” by Shunsuke Nozawa SOCIETY FOR HUMANISTIC ANTHROPOLOGY | Kristen Ghodsee and Rose Wellman, eds. “A Hopeful Retrospective of Humanistic Anthropology” by Jon Wagner
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 | 0.005 | 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) | 0.006 | 0.003 |
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