Bibliographic record
Abstract
Abstract: ARCHEOLOGY DIVISION | Kostalena Michelaki, ed. “Robert Kelly to Deliver Distinguished Lecture” by Kostalena Michelaki ASSOCIATION FOR POLITICAL AND LEGAL ANTHROPOLOGY | Leo Coleman and Allison Fish, eds. “APLA Events in Chicago this November” by Allison Fish and Leo Coleman NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS | Keri A Canada, ed. “Examining the Benefits of a Broad Anthropological Education” by Sara Smith SOCIETY FOR LINGUISITIC ANTHROPOLOGY | Aaron Ansell and Bonnie Urciuoli, eds. “The Zimmerman Trial: Language Issues and Linguistic Responses” by Aaron Ansell SOCIETY FOR VISUAL ANTHROPOLOGY | Jens Kreinath and Jennifer F Reynolds, eds. “2013 John Collier Jr Award Winner” by Jens Kreinath and Jennifer F Reynolds SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY | Ronda Brulotte, ed. “SLACA 2013 Invited Sessions: Unruly Crowds and Black Feminism” by José Carlos G Aguiar NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “A Messy and Exciting Side of Practicing Anthropology” by Adam Koons SOCIETY FOR THE ANTHROPOLOGY OF RELIGION | Jennifer Selby, ed. “Notes from the Field: An Interview with Ana Mariella Bacigalupo” ASSOCIATION FOR FEMINIST ANTHROPOLOGY | Damla Isik and Jessica Smith Rolston, eds. “Accomplishments and Opportunities in Feminist Anthropology” by Jane Henrici SOCIETY FOR THE ANTHROPOLOGY OF RELIGION | Christian S Hammons, ed. “The SAR Program in Chicago” by Christian S Hammons SOCIETY FOR HUMANISTIC ANTHROPOLOGY | Kristen Ghodsee and Rose Wellman, eds. “The Anthropology and Humanism Journal: A Note from the Editor” by George Mentore COUNCIL ON ANTHROPOLOGY AND EDUCATION | Melissa Fellin, ed. “National Education: The Commemoration of Somalia's Independence Day in the US” by Melissa Fellin ANTHROPOLOGY AND ENVIRONMENT SOCIETY | Amelia Moore, ed. “Anthropology and the Anthropocene” by Amelia Moore ASSOCIATION OF BLACK ANTHROPOLOGISTS | karen g williams, ed. “The Case of Angola's Emerging Youth Movement” by Janette Yarwood EVOLUTIONARY ANTHROPOLOGY SOCIETY | Adam Howell Boyette, ed. “Marcus Feldman Elected to the National Academy of Sciences” by Adam Howell Boyette SOCIETY FOR URBAN, NATIONAL AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY | Susan Falls, ed. “CFP for 2014 Urban Affairs Association Meeting, San Antonio, TX: ‘New Engagements: Comparative Urban Theory and Research’” NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Governing Council Today: Nancy Gillis on The Fine Line Between Building Rapport and Maintaining Neutrality” NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY | Lisa Henry and Jo Aiken, eds. “Seeking Feedback on NAPA's Interview Series”
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 | 0.003 | 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) | 0.876 | 0.820 |
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".