Imaginaire collectif des Katangais au temps de la désindustrialisation. Regard du dedans et regard d’en dehors
Bibliographic record
Abstract
RésuméSammy Baloji et Baloji Tshiani, nés au Katanga (République démocratique du Congo) mais élevés respectivement à Lubumbashi et à Liège, expriment dans leur art (photographie et rap) l’urgente nécessité pour les jeunes Congolais à reprendre le contrôle de leur avenir. Sammy Baloji photographie les paysages désindustrialisés soulignant l’absence du travail industriel et des travailleurs, puis y superpose des images d’archives. Ces montages mettent en évidence la contribution des Africains à l’ancienne prospérité de la région, plutôt que l’apport colonial du capital et de la technologie. Restaurant la présence des bâtisseurs (ses grands-pères), il souligne l’urgence de surmonter la désindustrialisation et l’exclusion ethnique. Baloji Tshiani chante que puisque l’ancien temps ne reviendra pas, il faut saisir l’avenir.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.004 | 0.011 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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; both teacher heads agree on what is shown here.
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".