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Record W4382631172 · doi:10.1177/27551938231186002

Republican Rules of Reproduction and “Flipping the Script” on U.S. Health Care Reform

2023· article· en· W4382631172 on OpenAlexafffund
Rodney Loeppky

Bibliographic record

VenueInternational Journal of Social Determinants of Health and Health Services · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical Studies on Reproduction, Gender, Health, and Societal Changes
Canadian institutionsYork University
FundersUniversity of MemphisFulbright Canada
KeywordsPoliticsResistance (ecology)ReproductionHealth careSpace (punctuation)Political sciencePolitical economyHealth care reformLaw and economicsSociologyLawHealth policy

Abstract

fetched live from OpenAlex

Given the relatively conservative and marketized nature of U.S. health care reform, it remains unclear both why Republican resistance has been so intractable through much of the Affordable Care Act's (ACA's) tenure and why it has so suddenly receded into the background. This article seeks an explanatory mechanism to make sense of the ACA's changing historical fortunes, from enactment to the present. It argues that the Republican Party's “rules of reproduction,” a concept of historical sociology, best explains why the ACA met with such vociferous resistance and why that resistance has given way to surprising progress on coverage. It begins with a consideration of marketized U.S. health care, as well as the ACA's quest for expanded coverage—not structural rearrangement—as the basis for progressive change. Following this, I explore the “rules of reproduction” to explain Republican political actors’ relentless attacks on the law. The final section considers how the historically-contingent COVID-19 event has dovetailed with ACA entrenchment, effectively “flipping the script” on Republican rules, making anti-Obamacare maneuvers far less politically palatable. It is in this political space that reform advocates have been able to seize opportunity and broaden access.

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)0.005
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.041
Scholarly communication0.0050.003
Open science0.0000.003
Research integrity0.0020.004
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 head0.081
GPT teacher head0.361
Teacher spread0.281 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2023
Admission routes2
Has abstractyes

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Same venueInternational Journal of Social Determinants of Health and Health ServicesSame topicHistorical Studies on Reproduction, Gender, Health, and Societal ChangesFrench-language works237,207