Bibliographic record
Abstract
Abstract: J DRIVE:“Political Engagements and Sensations: Emergent Political Actors in Latin America” by Ritu Gairola Khanduri ARCHEOLOGY IN NORTH AMERICA:“Parks Canada Archaeology Being Decimated” by Robert Muckle MEDIA NOTES:“The Informal Economy: The Story of an Ethnography Untold” by Keith Hart Kenneth Routon is contributing editor of the Media Notes column in Anthropology News. ANTHROPOLOGY IN THE PUBLIC SECTOR:“Anthropology in the Public Sector: A Conversation with EJ Sobo” by Sarah Ono, Heather Schacht Reisinger and Samantha Solimeo MULTIMEDIA MATTERS:“Blogs and Anthropology” by Nathalie Boucher and Martin Lamotte PEDAGOGICAL APPROACHES IN BIOANTHROPOLOGY:“Mad as Hell and Not Going to Take It Anymore! But Mad at Whom and For What Reason?” by Misty A Weitzel ANTHROPOLOGY IN THE PUBLIC SECTOR:“Where Does Your Healthcare Reside? The Patient Centered Medical Home and Public Anthropology” by Sarah Ono, Heather Schacht Reisinger and Samantha Solimeo ARCHEOLOGY IN NORTH AMERICA:“A Bit of a Crisis in Archaeology in the Lands of Ice and Snow” by Robert Muckle NOTES FROM THE FIELD:“Of Food and Buckets: Enjoying Two‐Wheeled Mobile Treats” by douglas carl reeser LANGUAGE AND CULTURE:“Newsflash: New York Times Reports 90‐Year‐Old Consensus” by Bruce Mannheim Leila Monaghan, Jacqueline Messing and Richard Senghas are contributing editors of the Language and Culture column in Anthropology News PEDAGOGICAL APPROACHES IN BIOANTHROPOLOGY:“Theorizing on the Rise of Theory in Forensic Anthropology” by Misty A Weitzel ANTHROPOLOGY IN THE PUBLIC SECTOR:“Improving Hand Hygiene: The Intriguing Space Between Health Services Research and Clinical Operations” by Sarah Ono, Heather Schacht Reisinger and Samantha L Solimeo ARCHEOLOGY IN NORTH AMERICA:“Thinking About Marine Debris” by Robert Muckle LANGUAGE AND CULTURE:“Language, Music and Social Structures at the Battle of Little Big Horn” by Leila Monaghan Leila Monaghan, Jacqueline Messing and Richard Senghas are contributing editors of the Language and Culture column in Anthropology News. NOTES FROM THE FIELD:“Where are the Activists?” by douglas carl reeser
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 | 0.002 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.819 | 0.676 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".