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Representing France: Dragomans and Negotiating Frenchness in the Eastern Mediterranean

2025· article· en· W7104641545 on OpenAlexaboutno aff

Bibliographic record

VenueFrench Colonial History · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIslamic Studies and History
Canadian institutionsnot available
Fundersnot available
KeywordsMediterranean climateCarcinologyNova scotiaWestern europe

Abstract

fetched live from OpenAlex

Abstract Cet article examine la façon dont l’État français a activement travaillé à l’élaboration de sa représentation dans les interactions quotidiennes dans le monde ottoman du XVIIIe siècle. Les principaux personnages étaient les drogmans : agents formés par l’État depuis l'enfance pour servir d'interprètes. Cette étude affirme que la formation et la régulation des drogmans représentent un siècle de négociations de la part de l’État français pour déterminer qui sera le visage de la France et de ses intérêts à l’étranger. Suite à l'arrestation d'un drogman à Alexandrie dans les années 1760 et le déni de son identité par les autorités ottomanes, la France a reconnu la nécessité de clarifier les limites de ce groupe. Ce faisant, les objectifs initiaux de loyauté et de fiabilité sont devenus secondaires par rapport à la nationalité, reléguant les drogmans non français à un statut inférieur permanent, quels que soient leurs états de service.

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.240
Threshold uncertainty score0.478

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.010
Scholarly communication0.0040.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.020
GPT teacher head0.278
Teacher spread0.259 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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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