Demographic Shifts and Segregation in Fargo and West Fargo, North Dakota Schools
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In this article, we examine how demographic changes in Fargo and West Fargo, North Dakota between 2000 and 2017, including the resettlement of refugees, have impacted equitable educational arrangements in Fargo Public Schools (FPS) and West Fargo Public Schools (WFPS). Drawing on multiple data sources, including North Dakota’s Department of Public Instruction (DPI), Common Core of Data (CCD) available from the National Center for Educational Statistics (NCES) and block group data from the U.S. Census Bureau, we use Geographic Information Systems (GIS) to examine city and district level changes in the years 2000 and 2017. We also conduct descriptive statistics and a multivariate analysis of variance (MANOVA) to assess the relationships among Black student enrollment, performance on state tests and enrollment characteristics that include race and free and reduced lunch. Findings underscore the increasing isolation of students over time by race, socioeconomic background and language.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 it