Classification programs & reentry : FY16 1st Quarter Gap Analysis Report
Bibliographic record
Abstract
Reentry and Program Services DivisionViolence Reduc on Program-targets cogni ons that contribute to violent behavior.The goals of the program are to decrease violent behavior and the likelihood of ins tu onal disturbances.During the program inmates iden fy the specific cogni ons which have led to their violent behavior.Once iden fied, they are taught pro-social strategies and skills to diminish the likelihood of con nued violence.The program is facilitated by staff two to three mes per week.This program is available at MCI Concord, Souza Baranowski Correc onal Center, MCI-Plymouth, MCI Norfolk, MCI-Shirley Medium, MCI-Shirley Minimum, Old Colony Correc onal Center Minimum Unit and Pondville Correc onal Center.Substance Abuse Need-Offenders with a score from 3 to 10 on their needs assessment for substance abuse need area. Substance Abuse Total Number Eligible-The sum of offenders with a substance abuse need, and those with a program recommenda on override.Criminal Thinking Need-Offenders with a score from 6 to 10 on their needs assessment for criminal thinking need area. Criminal Thinking Total Number Eligible-The sum of offenders with a criminal thinking need, and those with a program recommenda on override.Anger Need-Offenders with a score from 5 to 10 on their needs assessment for anger need area. Anger Total Number Eligible-The sum of offenders with an anger need, and those with a program recommenda on override. Completed Program-Outcome issued when an offender sa sfactorily completed the program.Par cipated-Outcome issued when an offender par cipates in a program, but does not complete the program.The offender was either enrolled in the program upon transfer to another facility or released.Terminated Unsuccessfully-Outcome issued when an offender par cipates in a program, but does not complete the program due to various circumstances. Refused to Par cipate-Outcome issued when an offender refuses to par cipate in programming.Waitlist-Outcome issued when an offender accepts a program recommenda on and is on the waitlist for programming.Ineligible-Outcome issued when an offender has the need for corresponding programming, but is unable to par cipate in programming due to various reasons, such as length of me le to serve, or housing unit.Program not Available-Outcome issued when an offender has the criminogenic need for programming; however, the program is not available at their facility. Pending Override Approval (POA)/no recommenda on outcome/no recommenda on-Incompleteprogram recommenda ons, due to an offender obtaining an early release via parole, or being transferred before a recommenda on can be completed at one's prior facility.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.092 | 0.049 |
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".