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. “Important Deadline Coming Up for AD Sessions at AAA Annual Meeting” by Kostalena Michelaki ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “AFA at the Chicago Meeting” by Debarati Sen and Jennifer Patico ASSOCIATION OF BLACK ANTHROPOLOGISTS | karen g williams, ed. “Letter from ABA President” by Marla Frederick ASSOCIATION FOR AFRICANIST ANTHROPOLOGY | Jennifer E Coffman, ed. “Submission Information for 2013 Annual Meeting” by Mary Sundal and David Turkon GENERAL ANTHROPOLOGY DIVISION | Holly Kathryn Norton, ed. “GAD Awards Call for Nominations” by Holly Kathryn Norton SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY | Ronda L Brulotte, ed. “Venezuelan Democracy and the Politics of Knowledge Production” by Cristobal Valencia EVOLUTIONARY ANTHROPOLOGY SOCIETY | Adam Howell Boyette, ed. “What Evolutionary Anthropologists Can Do for Public Health—and How You Can Get Involved” by Bria Dunham NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS | Keri A Canada, ed. “Student Anthropologist Board Members” by Keri A Canada GENERAL ANTHROPOLOGY DIVISION | Holly Kathryn Norton, ed. “Playing Malinowski in the Classroom: Review of Yams! The Game” by Holly Kathryn Norton NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “NAPA Members Contribute to New Book Honoring Sol Tax” ANTHROPOLOGY AND ENVIRONMENT SOCIETY | Amelia Moore, ed. “A&E's Inaugural Dissertation Workshop” by Sarah Besky NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Comments from Incoming NAPA President” by Leni Bohren SOCIETY FOR THE ANTHROPOLOGY OF RELIGION | Robert W Hefner, guest ed. “Review of ‘Questioning French Secularism: Gender Politics and Islam in a Parisian Suburb’ (2012)” by Kim Shively NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Praxis Award Now Accepting Submissions” by Leni Bohren SOCIETY FOR URBAN NATIONAL AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY | Susan Falls, ed. “Fighting Foreclosure in the Bay Area and Beyond: SUNTA'S Conversation with Housing Activist Jesse Trepper” by Elizabeth Youngling SOCIETY FOR ANTHROPOLOGY IN COMMUNITY COLLEGES | Lloyd Miller, ed. “High School Student to College Scholar” by Barbara Jones
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 | 0.000 | 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) | 0.120 | 0.009 |
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