Bibliographic record
Abstract
in Shirley offers a typical example of most medium security prisons across the country.The complex is surrounded by deadly razor wire that gleams in bright sunlight.It includes several low, prefabricated buildings housing various programs including industry, a library, a barbershop, and a chapel.It also features six massive state of the art cell blocks that look like Hollywood soundstages painted a rusty clay.It has been another long gray winter, another gray day, another gray year here in Shirley World and men have grown callous marching to chow in their loose, gray uniforms.Overcrowded and distressed, prisoners are sick and tired of another brutal winter.Complaints about food and waiting lists for programs are just a few disputations causing prisoner angst.Just in front of the mess hall, perhaps the largest of the single story prefabricated structures, is a line of cold men waiting for Happy Hour.Happy Hour is this facility's steam-release valve.Prisoners of Shirley Medium know that every Tuesday and Thursday afternoon is the time that superintendents and supervisors meet to address grievances and concerns.Prisoners wait as long as it takes during lunchtime to question medical staff, property offi cers, and the superintendent.Here in Shirley, a cookie cutter McJail built in the 1990s, prisoners use Happy Hour to get answers to questions about issues that directly impact their confi nement.Communication between prisoner and staff remains the most cost-effective method of gathering essential information about conditions affecting the prison population.Answers to their questions often come from the source, including the superintendent herself, Kelly Ryan, who is usually the fi rst offi cial to arrive.She leads a line of administrators that include the Deputy Superintendent for programs, Karen Dinardo, and the captain of the guard, among others.No jailer wants conditions that lead to discontent and uprisings, like those in Attica during the turbulent 1970s, so Shirley takes Happy Hour very seriously.Each administrator at this facility understands that communication is essential for the peaceful operation of the facility.Medium security prisons like Shirley may be home to nearly 2,000 prisoners.These guarded facilities represent business as usual for a public safety policy that does little more than act as a warehouse for bodies until their eventual release.Correctional facilities have evolved dramatically over the years, although not always for the better.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.018 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.030 | 0.002 |
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".