MétaCan
Menu
Back to cohort
Record W2914151147

Is the Glass Half-Empty or Half-Full? An Exploratory Study of Defence Lawyers’ Constructions of Plea Negotiations and Accused Persons’ Rights within the Ontario Criminal Justice System

2019· dissertation· en· W2914151147 on OpenAlexaboutno aff
Jennifer C. Cabot

Bibliographic record

VenueBrock University Digital Repository (Brock University) · 2019
Typedissertation
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsPleaCriminal justiceLawNegotiationPolitical scienceCriminologyCriminal procedureEconomic JusticeSociology
DOInot available

Abstract

fetched live from OpenAlex

Plea bargaining is a pervasive practice in North American legal systems, as well as internationally. In Canada, the majority of criminal cases are disposed of by plea negotiations. Although plea negotiations are a staple within the Canadian criminal justice system, the practice has been continually critiqued in relation to accused persons’ rights. Scholarship existing on the topic typically suggests that plea bargaining negatively impacts accused persons because of the existence of a trial penalty. Using a descriptive exploratory methodology, the present study conducted in-depth interviews with 25 defence lawyers from across Ontario to understand how they construct the trial penalty and the role of remorse and accused persons’ rights with respect to plea bargaining. The present study found that from the perspective of lawyers it is not simply that a trial penalty either ‘exists’ or ‘does not exist’. Rather, their voices point to the deep and complex layers that exist within the practices of plea negotiations, trials, and sentencing. There is no simple formula that a lawyer can use to determine how things will turn out at trial. Instead, various factors, such as the nature of the offence, the offender, witnesses, complainant, court time, court resources, and the economic and administrative demands of an overburdened justice system interact together to create a complex dynamic that the lawyer must assess and present to the client. Ultimately, running a trial is presented to the client as a gamble; yet, in many instances taking the gamble was constructed as being worth the risk. However, findings from the present study also demonstrate that while lawyers continuously expressed the importance of trials, the reality of the situation is that accused persons, for a wide variety of reasons, are often incentivized to plead guilty, even when it is not in their best interest. These decisions have tremendous impacts on the lives of those accused of criminal offences or awaiting trial. Further, certain disadvantaged accused may be more greatly impacted by the criminal justice system, particularly Indigenous and Black populations who are overrepresented within the incarcerated population, as well as accused persons from low socioeconomic status and those who are remanded to custody awaiting trial.

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 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 categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.631
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 studies0.0030.001
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.001
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 head0.034
GPT teacher head0.249
Teacher spread0.215 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueBrock University Digital Repository (Brock University)Same topicCriminal Law and EvidenceFrench-language works237,207