Monadnock area transitional shelter
Bibliographic record
Abstract
The project created a transitional shelter for the homeless community in the Monadnock Region, housing up to eight residents at any given time. The length of stay varied from 2- 6 months, resulting in 16-48 residents per year. Working with Monadnock Area Transitional Shelter (MATS), residents established a savings account to move along the housing continuum, with the eventual goal of ending with home ownership. Additionally, they received educational assistance, job training and placement services, food assistance programs, and enrollment in home-ownership programs. Once financially stabilized, residents moved from transitional housing to affordable rental housing, with the aim of eventual home ownership. Southwestern Community Services (SCS), in conjunction with the Monadnock Area Housing Coalition, has programs for homeless individuals in nearby Cheshire County. MATS partnered with these organizations, creating a set of support mechanisms and financial growth opportunities for residents. As a result, eligible residents had access to IDA programs (3:1 ratio), a rental guarantee program, a housing security guarantee program, and prevention/intervention programs to prevent future homelessness. Also, MATS provided comprehensive case management, including guidance and support to residents and their families. If eligible, residents received energy and food assistance. Job training and employment services were coordinated with the state of NH. Results were measured by the number of residents sheltered, employment secured and retained, average savings accumulated, and changes in resident's income. (Author abstract)
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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 | 0.000 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.044 | 0.003 |
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".