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Record W2572666151 · doi:10.60082/2817-5069.3190

Effecting a Culture Shift—An Empirical Review of Ontario’s Summary Judgment Reforms

2017· article· en· W2572666151 on OpenAlexvenueaboutno aff
Brooke MacKenzie

Bibliographic record

VenueOsgoode Hall law journal · 2017
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLaw, Economics, and Judicial Systems
Canadian institutionsnot available
Fundersnot available
KeywordsEconomic JusticeAsideOrder (exchange)Civil procedurePolitical scienceLawEmpirical researchPublic administrationLaw and economicsSociologyEconomicsFinance

Abstract

fetched live from OpenAlex

Lawyers and policymakers in Canada frequently discuss the need for reforms to increase access to civil justice, but concrete efforts to improve the efficiency and cost-effectiveness of our justice system are few and far between. Unfortunately, even when reforms are implemented, measures are rarely put in place to assess whether the reforms were effective. Ontario’s Civil Justice Reform Project inspired a package of amendments to Rules of Civil Procedure in 2010 but, aside from anecdotal reports, little is known about whether they achieved their desired effects. This paper presents an empirical analysis of all reported summary judgment decisions in Ontario between 2004 and 2015, in order to explore whether amendments to the summary judgment rules actually improved the efficiency and affordability of the civil justice system as was intended. By reviewing trends in the number and outcomes of summary judgment motions throughout the study period, we can conclude that the amendments to Ontario’s summary judgment rules have made strides towards their intended goal. Since the reforms, we observe an increase in the number of summary judgment motions determined, an increase in the number of summary judgment motions granted, and, broadly, an increase in the proportion of successful summary judgment motions. The data analyzed in this study suggest that the “culture shift” promoted by the Supreme Court of Canada following the implementation of the new rule is in fact underway.

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)0.002
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.972
Threshold uncertainty score0.906

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.050
GPT teacher head0.277
Teacher spread0.227 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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

Citations5
Published2017
Admission routes2
Has abstractyes

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