Bibliographic record
Abstract
C'est arrive en Amerique Une usine qui ferme Moins de travail, Une population qui deserte le quartier Moins d'argent, moins de taxes, moins de services publics, moins d'eau Une declaration du directeur I first visited Highland Park in January 2004 after learning that residents were receiving water bills as high as $10,000 and that half of the city had their water shut off. Ironically, unlike any other city or suburb in the Detroit area, Highland Park has its own water intake to the Great Lakes basin, which Ford secured in 1917 to support his auto industry. So here was a city located next to the largest fresh water supply in the world, and residents were cut off During my first visit to Highland Park, I met a group of inspiring women addressing the crisis. These women were involved with the civil rights movement; At the peak of the car industry they were labor organizers; When the industry left they became welfare organizers. They were now declaring access to water as the civil rights issue of our times. I realized Highland Park was the place to tell a story about water, democracy, and the human right to water. Jump forward to 2014, and news of a massive crack down on overdue water bills in Detroit circulates around the world. At least 15,000 Detroit households have had their water shut off and some speculate this is the first step towards privatization. Highland Park and now neighboring Detroit foreshadow the challenges that many cities around the world will face: aging water infrastructures, a lack of resources to update old systems, a need to address management issues and a need to defend the right to water. What does private investment in a water system really mean for residents, for water workers, for a community ? Is water privatization a sustainable solution ? What are the alternatives? --Elisabeth Miller La situation est critique, le quartier Highland Park a Detroit, jadis prospere est devenu une honte, les maisons sont delabrees, les pouvoirs publics ont abandonne les services, les ordures ne sont pas ramassees, les rues sont sales, les conduites d'eau ne sont plus en service. Les femmes de Highland Park a Detroit ont decide de prendre la cause en mains et de redonner vie a leur banlieue. La belle grande ville de Detroit, le haut-lieu de l'industrie automobile depuis 1915, est situee au bord du lac Michigan aux Etats-Unis. Highland Park, une banlieue chic comptait, il n'y a pas si longtemps, le long de larges avenues bordees d'arbres, plus de 60 000 maisons confortables oil quelque 7 800 employes de la Ford y vivaient a l'aise, jusqu'au moment oil l'usine qui les employait a ferme boutique. Les ouvriers ont quitte Highland Park pour aller vivre ailleurs, laissant une propriete, un loyer qu'ils ne pouvaient plus payer. II en reste aujourd'hui 16 000, la majorite habitee par des Noirs, des chomeurs, des personnes agees. Petit a petit, les citoyennes et les citoyens ont note que leur facture d'eau a ete est majoree de 60% en quelques mois! …
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.007 | 0.011 |
| Insufficient payload (model declined to judge) | 0.041 | 0.025 |
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".