Bibliographic record
Abstract
This article traces the history of specialized social housing for North African families living in shantytowns in Marseille from the early 1950s to the mid-1970s. During the Algerian War, social housing assistance formed part of a welfare network that exclusively sought to “integrate” Algerian migrants into French society. Through shantytown clearance and rehousing initiatives, government officials and social service providers encouraged shantytown-dwelling Algerian families to adopt the customs of France’s majority White population. Following the Algerian War, France moved away from delivering Algerian-focused welfare and instead developed an expanded immigrant welfare network. Despite this shift, some officials and social service providers remained fixated on the presence and ethno-racial differences of Algerians and other North Africans in Marseille’s shantytowns. Into the mid-1970s, this fixation shaped local social assistance and produced discord between the promise and implementation of specialized social housing that hindered shantytown-dwelling North African families’ incorporation into French society.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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; a candidate call from one teacher head, 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".