Examining recidivism among foreign-born jail inmates: does immigration status make a difference over the long term?
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
The topic of ‘illegal’ immigration is currently the focus of intense ideological and policy debate in the United States. A common assertion is that those without legal immigration status are disproportionately involved in criminal offending relative to other foreign-born populations. The current study examines the long-term recidivism patterns of a group of male removable aliens compared to those foreign-born with legal authorisation to be present in the Unites States. The sample includes 1297 foreign-born males released from the Los Angeles County Jail during a 1-month period in 2002, and the follow-up period extends through 2011. Using three measures of rearrest and a rigorous counterfactual modelling approach, we find no statistically significant differences between the two groups in likelihood, frequency, or timing of first rearrest over 9 years. The findings do not lend support to arguments that removable aliens pose a disproportionate risk of repeat involvement in local criminal justice systems.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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