Addressing the Needs of Children of Offenders: The 4-H LIFE Model
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
4-H LIFE represents a promising approach to addressing the needs of children of offenders and their caregivers. The 4-H Living Interactive Family Education (LIFE) Program was established in 1999 at the Potosi Correctional Center, a maximum security prison. 4-H LIFE is an enhanced or therapeutic visitation program with three key components: 1. parent engagement; 2. parent education; 3. 4-H activities for children of offenders, led by the incarcerated parents. Since inception, 141 youths between the ages of 5 and 18 have participated; 59 incarcerated fathers and 106 caregivers have also been engaged at PCC. Program evaluations suggest that parent-child outcomes improved. In 2005, 4-H LIFE received the Annie E. Casey Foundation Family Strengthening Award.
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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 | 0.003 | 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 | 0.000 | 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