MétaCan
Menu
Back to cohort
Record W2073579128 · doi:10.1350/ijps.2010.12.2.172

Police—Parole Partnerships in Canada: A Review of a Promising Programme

2010· review· en· W2073579128 on OpenAlex
Marsha Axford, Rick Ruddell

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Police Science & Management · 2010
Typereview
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsLaw enforcementCriminologyPolitical scienceEnforcementCommunity policingWork (physics)Public relationsService (business)Order (exchange)Public orderElement (criminal law)Public administrationLawPsychologyBusinessEngineering

Abstract

fetched live from OpenAlex

Funded by the Correctional Service of Canada (CSC), the Integrated Police–Parole Initiative (IPPI) places police officers in CSC offices, where they support the activities of parole staff. First introduced in 2006–07, these officers work with high-risk offenders in their transition from the penitentiary to community, in order to increase public safety. Analyses of technical violations of conditional releases revealed that sites where these officers were deployed successfully reduced the number of parole violations. These promising results suggest that the IPPI has avoided the ‘community removal’ element of parole supervision that is evident in some North American jurisdictions, and promotes the safe reintegration of offenders into the community. Implications for public safety, as well as law enforcement and correctional partnerships are discussed. Note: these data were originally obtained as part of a CSC analysis of the IPPI, but the opinions expressed within this study do not necessarily reflect those of the CSC.

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 imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.993
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.091
GPT teacher head0.418
Teacher spread0.327 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it