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Record W7102507482 · doi:10.1002/nad.70007

Issue Information

2025· article· en· W7102507482 on OpenAlexaboutno aff

Bibliographic record

VenueJournal for the Anthropology of North America · 2025
Typearticle
Languageen
FieldEngineering
TopicHuman auditory perception and evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsInformation systemKey (lock)Context (archaeology)Work (physics)Identification (biology)

Abstract

fetched live from OpenAlex

We welcome manuscripts concerned with the anthropology of the United States, Canada, and Mexico.While elements of this research tradition are addressed by applied, medical, educational, political, and urban anthropology, among others, JANA focuses upon this region as an "area" by placing research findings in historical perspective and theoretical conversation.JANA is particularly committed to featuring work from diversely situated scholars that builds on critiques of inequality and violence to further envision, imagine, investigate, and enact actual alternatives to the '-isms' of our time.We aim to publish manuscripts that anchor theory-building in compelling ethnographic grounding, and we are particularly insistent that our authors avoid the temptation of simply processing a case study through a given theoretical lens.Going further, we want to invite (and challenge) authors to bring out the reflexive and ethical dimension of their work: the what is to be done?JANA publishes two issues per year, in the spring and fall.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.727
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.015
GPT teacher head0.314
Teacher spread0.299 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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