MétaCan
Menu
Back to cohort
Record W4247793688 · doi:10.4000/ateliers.9841

Introduction

2015· article· fr· W4247793688 on OpenAlexaff
Joaquim Pais de Brito

Bibliographic record

VenueAteliers d anthropologie · 2015
Typearticle
Languagefr
FieldSocial Sciences
TopicAnthropological Studies and Insights
Canadian institutionsMusée de la Civilisation
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Ce dossier thématique résulte d’une table ronde, tenue à Lisbonne en 2009 dans le cadre du ive congrès de l’association portugaise d’anthropologie (apa), qui réunissait des anthropologues lusophones, majoritairement brésiliens et portugais, autour de l’idée de cosmopolitisme. Les articles issus de cette rencontre, rédigés en anglais ou traduits du portugais vers le français, ont aussi été regroupés pour faire connaître une recherche internationale sollicitant diverses sensibilités théoriques ...

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.782
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.017
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0160.004

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 head0.123
GPT teacher head0.390
Teacher spread0.266 · 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; both teacher heads agree on what is shown here.

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
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueAteliers d anthropologieSame topicAnthropological Studies and InsightsFrench-language works237,207