La boîte noire de l’historiographie interculturelle belge. Les allers-retours d’Emma Lambotte entre Liège et Anvers (1895-1950)
Bibliographic record
Abstract
L’historiographie traditionnelle a eu tendance à réduire la complexité de la nation belge à l’interaction (conflictuelle) entre communautés francophone et néerlandophone (ou flamande). Cette approche binaire a marginalisé la pluralité d’un territoire national diglossique fragmenté en parlers flamands, wallons et germaniques, où seule une élite minoritaire utilisait le français. Dans cette configuration asymétrique, les échanges, déplacements et traductions entre les différentes cultures minoritaires révèlent des dynamiques bien plus complexes que la seule confrontation entre une langue dominante et une langue dominée. En se penchant sur les allers-retours d’Emma Lambotte (1876-1963) – peintre, auteure, traductrice, chroniqueuse, salonnière et activiste wallonne – entre Anvers et Liège, cet article tâche d’entrouvrir la boîte noire de l’historiographie interculturelle belge via l’introduction inédite d’une perspective minoritaire wallonne.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".