Prisoners’ Access to Justice: Family Support, Prison Legal Education, and Court Proceedings
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
This study investigates the extent of prisoners’ legal entitlements as well as how prisoners acquire legal assistance within the prison setup. It is argued that inmates’ legal entitlements within the prison bureaucracy are devoid of the ideal of access to justice. The study used the mixed-method approach in data gathering. For the quantitative aspect, a sample of 300 inmates was used. Simple random and systematic sampling techniques were used to select the respondents. For the qualitative aspect, the following participants were purposively selected: ex-convicts, a paralegal prison officer, a court warrant officer, prison after-care officer, registrars, and relatives of inmates. The analysed data showed that most inmates did not receive family support during their trial before conviction. It was also found that inmates had no access to legal materials due to lack of law libraries, yet received some form of legal education from prison staff. Even though the court proceedings of inmates formed a critical part of their appeal process, a little above half of the inmate population had access to these documents. With the advancement in Information and Communication Technology, it is recommended that all courts should be digitized with relevant logistics and improved infrastructure to smoothen access to case files.
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 | 0.000 |
| 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