MétaCan
Menu
Back to cohort
Record W2996669099

Effects of Mandatory Minimum Sentences on the Rights of the Indigenous Population in Canada: A Proposed Solution to Bill C-10's Conflict With Section 718.2(e) of the Canadian Criminal Code

2019· dissertation· en· W2996669099 on OpenAlex
Makenzie D. Way

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

VenueDigital Access to Scholarship at Harvard (DASH) (Harvard University) · 2019
Typedissertation
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousSection (typography)LawPopulationPolitical scienceCriminologyPsychologySociologyComputer scienceDemography
DOInot available

Abstract

fetched live from OpenAlex

A number of Canadian laws underwent mass revision in 2010 with the passing of Bill C-10 – an expansive piece of legislation that amended a variety of laws, including the Canadian Criminal Code, lengthened sentences, and introduced a range of mandatory minimum sentences. Since its passing critics have noted the tension between Bill C-10’s mandatory minimums, and affirmative active legislation contained in Section 718.2(e) of the Canadian Criminal Code, requiring that judges consider the background and unique circumstances surrounding Indigenous offenders, and when appropriate, use discretion when sentencing. \n This thesis analyzes the feasibility of a safety valve for mitigating the conflict between Bill C-10 and Section 718.2(e) of the Canadian Criminal Code. In part, the thesis seeks to determine whether a safety valve option was considered during the framing of Bill C-10. The research focuses on the Canadian government’s role in the formation of the Canadian Residential School Program, and analyzes the long lasting impacts of the programs associated trauma in connection with 718.2(e) of the Canadian Criminal Code. Further, the study explores the conflict between Bill C-10’s mandatory minimums, and 718.2(e) of the Canadian Criminal Code’s judicial discretion requirement, ultimately suggesting that implementation of a safety valve may reduce the tension between the two pieces of legislation.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.071
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.022
GPT teacher head0.246
Teacher spread0.223 · 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