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Record W7115814299

EXPANDING ACCESS TO PUBLICLY-FUNDED PSYCHOTHERAPY: A COMPARATIVE POLICY ANALYSIS IN ONTARIO AND BRITISH COLUMBIA

2025· dissertation· en· W7115814299 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2025
Typedissertation
Languageen
FieldSocial Sciences
TopicPolicy Transfer and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsInsiderPolicy analysisEliteMental healthPoliticsComparative caseQualitative comparative analysisQualitative researchPolicy development
DOInot available

Abstract

fetched live from OpenAlex

In 2021, Ontario became the first province in Canada to adopt a provincial publicly funded psychotherapy program, after a three-year long pilot project (2017-2020). Meanwhile, more than a decade prior, in 2008, BC introduced a smaller-scale program, Bounce Back, but opted to not adopt a larger-scale provincial program. This dissertation investigates the development of publicly funded psychotherapy in Ontario and BC through a comparative policy analysis of mental health policy reform. Broadly, this dissertation asks: “Under what conditions do jurisdictions achieve mental health reform?” More specifically, it addresses two sub-questions: 1) What conditions allowed BC to adopt an early, low intensity program and then constrained it from adopting a larger-scale program? 2) What conditions limited early policy development in Ontario, but allowed for a more ambitious and larger-scale program more recently? This dissertation draws on four well-established theoretical frameworks in political science: ideas, institutions, policy learning, and the role of policy entrepreneurs, to analyze and explain Ontario and BC’s divergent reform trajectories. Empirically, the research draws on extensive qualitative methods, including documentary analysis and over 30 elite interviews with policymakers, healthcare leaders and providers. These interviews offer insider perspectives on the motivations, challenges, and strategic decisions behind the policy decisions each province made. The findings reveal key differences in the policy processes and contextual factors that led Ontario to adopt a UK-inspired provincial model through the Ontario Structured Psychotherapy Program, in contrast to BC’s decision to implement a smaller-scale, low-intensity program, Bounce Back.

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), Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.588
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.005
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0470.000

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 head0.041
GPT teacher head0.324
Teacher spread0.283 · 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 designObservational
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes1
Has abstractyes

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