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Record W7061584931

Reproducing Oppression: A Discourse Analysis of OFP Funding for IVF Through the Lens of Reproductive Justice

2022· article· en· W7061584931 on OpenAlexaboutno aff

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2022
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsAccountabilityReproductive justiceAutonomyDiscourse analysisReproductive healthEconomic JusticeGovernment (linguistics)FertilityInfertility
DOInot available

Abstract

fetched live from OpenAlex

Canada has long been viewed as a beacon of progressive universal healthcare. However, a closer look into reproductive healthcare services at the provincial level reveals some services are not as accessible as they are portrayed to be. The existing literature demonstrates the ways in which the bodily autonomy of marginalized groups has been restricted through reproductive oppression, as well as how the discourses surrounding infertility have influenced health policy. Using Reproductive Justice (RJ) theory, this research contributes to this literature by examining what discourses are employed in relation to the Ontario Fertility Program (OFP) funding model for IVF in the province, and the implications of these discourses for the accessibility of reproductive health care services in Ontario. The OFP is a government-run program that funds IVF treatment in the province.\nThe primary question this research sought to address is as follows: Through the lens of reproductive justice, who does the state support in becoming parents via in vitro fertilization? To answer this question, a critical discourse analysis informed by Foucauldian and feminist methodological approaches was conducted on a foundational report on infertility and IVF in Ontario and current OFP policy documents. The themes that emerged from this analysis were: (1) the use of gendered language and (2) IVF policy shifting accountability for services away from the Ontario government. In terms of the first theme, this discourse analysis finds that the foundational report used to inform Ontario’s IVF policy viewed fertility services as a means to achieve the goal of building a family through conceiving children with government assistance. The lack of gender-inclusive language and conflation of sex and gender in the report resulted in the erasure of those outside the gender binary as well as reinforced gendered assumptions that bodies assigned female are passive towards their fertility. This culminated in the report emphasizing the need for women to “protect” their fertility from the dangers of infertility, and the need for the state to fund IVF for the betterment of Ontarians.\nThe second theme focuses on shifting accountability. Within various documents that communicated how OFP funding and IVF delivery operate, this study finds that the Ontario government presented the OFP as a progressive government-run, state sponsored program that is similar to other forms of healthcare in the province. However, documents about the IVF program were often unclear regarding how IVF funding actually operates, which includes a significant reliance on private fertility clinics, creating the impression that the funding for fertility treatment was being increased through OHIP rather than a separate program known as the OFP. The use of language within these documents also emphasized the government’s contributions to the OFP and allowed it to present itself as progressive for increasing support for fertility services while obfuscating how and how much support is provided. The lack of clarity within these documents is significant because it plays into assumptions that IVF is covered under universal healthcare. In actuality, fertility clinics must deliver IVF services while not having to meet the standards set by the Canada Health Act (CHA).\nThis paper concludes with a discussion on IVF and the right to have a child, and employs the principles of RJ to further interrogate how OFP funding actually restricts the right to have a child for those seeking to get pregnant through assisted reproduction rather than fully supporting it. The report used to inform IVF policy in Ontario also used a singular view of identity that did not take into account the barriers to IVF for those with intersecting identities. As a result, the OFP was not designed with these considerations in mind, and therefore, primarily supports white, cisgender, heterosexual couples with financial privilege in becoming parents through IVF.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.026
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: Incentives · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.981
Threshold uncertainty score0.892

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.026
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.005
Science and technology studies0.0310.054
Scholarly communication0.0140.009
Open science0.0030.009
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0030.000

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 head0.037
GPT teacher head0.293
Teacher spread0.256 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
DomainIncentives
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

Citations0
Published2022
Admission routes1
Has abstractyes

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