Children of Incarcerated Parents: The Family Characteristics Associated with Child Welfare Contact Prior to Parental Incarceration
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
abstract: Much of the current literature regarding the well being of children of incarcerated\n\nparents has focused largely on the trauma that results from losing a parent to incarceration. Little research has been dedicated to examining the pre-existing trauma and negative life experiences these children are exposed to prior to parental incarceration. Using cross-sectional data on children (N = 1,221) from a representative study of Arizona Department of Corrections inmates, the present study examines the relationships among children who have contact with Child Protective Services (CPS) prior to parental incarceration and: (1) parental substance abuse, (2) exposure to violence and (3) parental mental illness. Nearly a quarter of all children whose inmate parents were interviewed were contacted by CPS before experiencing parental incarceration. Children whose inmate parents reported being unemployed or less involved in the lives of their children and children who were reportedly exposed to violence were significantly more likely to have been contacted by CPS prior to experiencing parental incarceration as were younger children. The children of incarcerated mothers were more likely to have been contacted by CPS than were the children of incarcerated fathers. This effect remained even after controlling for additional parent, child and family risk factors for CPS contact such as prior history of incarceration and race.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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