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
AMERICAN ETHNOLOGICAL SOCIETY , Caitrin Lynch, ed : “Appadurai and Harvey at AES Spring Conference”; “Sharon Stephens Book Prize Winners” by Ken Guest, Samuel Martinez and Patty Kelly ANTHROPOLOGY AND ENVIRONMENT SECTION , Amelia Moore, ed : “State of the Section Report” by Paige West ARCHEOLOGY DIVISION , E Christian Wells, ed: “Highlights from the 2011 Meeting”; “Year in Review” ASSOCIATION FOR AFRICANIST ANTHROPOLOGY , Jennifer E Coffman, ed: “AfAA: The Evening in Montréal” by Bennetta Jules‐Rosette, Maria Cattell and Jennifer Coffman; “Planning Invited Sessions for the 2012 Meeting” by David Turkon and Mary Sundal ASSOCIATION OF BLACK ANTHROPOLOGISTS , karen g williams, ed: “Letter from the President” by Raymond Codrington ASSOCIATION FOR FEMINIST ANTHROPOLOGY , Damla Isik and Jessica Smith Rolston, eds: “Introducing ENVISION: Highlights on the Intersections Between Open Access and Feminist Anthropology” by Laurian Bowles and Beth Uzwiak ASSOCIATION FOR LATINA AND LATINO ANTHROPOLOGISTS , Luis FB Plascencia and Pablo González, eds: “Insecurity in the Field: Notes on an Ethnographic Politic” by Alex E Chávez ASSOCIATION FOR POLITICAL AND LEGAL ANTHROPOLOGY , Mona Bhan and Noelle Molé, eds: “Development Work as Temporal Return” by Chika Watanabe ASSOCIATION FOR QUEER ANTHROPOLOGY , David L R Houston, ed ASSOCIATION OF SENIOR ANTHROPOLOGISTS , Paul Doughty, ed: “Bea Medicine: Lakota Sioux, Anthropologist, PhD” by Alice Kehoe BIOLOGICAL ANTHROPOLOGY SECTION , Virginia J Vitzthum, ed CENTRAL STATES ANTHROPOLOGICAL SOCIETY , Evelyn Dean‐Olmsted and Angela Glaros, eds: “Evolution vs Creationism: An Evaluation of Missouri's Classrooms” by Krista Pezley COUNCIL ON ANTHROPOLOGY AND EDUCATION , Janet I Hecsh, ed COUNCIL FOR MUSEUM ANTHROPOLOGY , Margaret Bruchac, ed: “Digital Repatriation in the Field of Indigenous Anthropology” by Timothy Powell CULTURE AND AGRICULTURE , Susanna Donaldson and Joan Mencher, eds EVOLUTIONARY ANTHROPOLOGY SOCIETY , Siobhán M Mattison, ed: “2011 Annual Report” by Frank Marlowe GENERAL ANTHROPOLOGY DIVISION , Luke Eric Lassiter, ed: “CoTA Call for Papers for 2012 AAA Meeting” by John “Mike” Coggeshall MIDDLE EAST SECTION , Yasmin Moll, ed: “In the Shadows of Cairo's Revolution: Reflections on Refugees and Their Human Rights” by Robert Lawrence McKenzie NATIONAL ASSOCIATION FOR THE PRACTICE OF ANTHROPOLOGY , Eva Friedlander and Tara Eaton, eds: “Message from New NAPA Secretary Lisa Henry” by Lisa Henry NATIONAL ASSOCIATION OF STUDENT ANTHROPOLOGISTS , Keri A Canada, ed: “NASA Workshop on Publishing” by Linda Forman, Bill Green and Oona Schmid SOCIETY FOR ANTHROPOLOGICAL SCIENCES , Stephen Lyon, ed: “Toward an Anthropology of Mathematics” by Stephen Chrisomalis SOCIETY FOR ANTHROPOLOGY IN COMMUNITY COLLEGES , Lloyd Miller, ed SOCIETY FOR THE ANTHROPOLOGY OF CONSCIOUSNESS , Peter N Jones, ed SOCIETY FOR THE ANTHROPOLOGY OF EUROPE , Othon Alexandrakis, ed: “A Note from SAE President” by Deborah Reed‐Danahay SOCIETY FOR THE ANTHROPOLOGY OF FOOD AND NUTRITION , Alyson Young and Kenneth Maes, eds: “News from the SAFN President” by Craig Hadley SOCIETY FOR THE ANTHROPOLOGY OF NORTH AMERICA , David Kamper, ed: “President's Report” by Lynn Bolles SOCIETY FOR THE ANTHROPOLOGY OF RELIGION , Jennifer Selby, ed: “Announcing the 2011 Clifford Geertz Prize in the Anthropology of Religion” by Janet Hoskins SOCIETY FOR THE ANTHROPOLOGY OF WORK , Jeffrey Hoelle, ed SOCIETY FOR CULTURAL ANTHROPOLOGY , Deborah A Thomas,, ed: “SCA: Past, Present, and Future” by Brad Weiss SOCIETY FOR EAST ASIAN ANTHROPOLOGY , Anru Lee and Bridget Love, eds: “A Message from the SEAA President” by Fuji Lozada SOCIETY FOR HUMANISTIC ANTHROPOLOGY , Frederic W Gleach and Vilma Santiago, eds SOCIETY FOR LATIN AMERICAN AND CARIBBEAN ANTHROPOLOGY , Annelou Ypeij, ed: “Memory Work in Post‐War El Salvador” by Ainhoa Montoya SOCIETY FOR LINGUISTIC ANTHROPOLOGY , James Stanlaw and Mark Peterson, eds: “Report on the 2011 SLA Business Meeting” by James Stanlaw SOCIETY FOR MEDICAL ANTHROPOLOGY , Kathleen Ragsdale, ed: “Making the Short‐list and Landing the Job: SMA/NAPA Mentoring Program's Inaugural Event” by Mary Rebecca Read‐Wahidi and Kathleen Ragsdale SOCIETY FOR PSYCHOLOGICAL ANTHROPOLOGY , Jack R Friedman, ed SOCIETY FOR URBAN, NATIONAL, AND TRANSNATIONAL/GLOBAL ANTHROPOLOGY , Susan Falls, ed: “SUNTA Activities in Montréal” by Jayne Howell
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 | 0.002 | 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) | 0.003 | 0.000 |
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