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Record W4380590542 · doi:10.1093/hsw/hlad014

Contested Disability: Sickle Cell Disease

2023· article· en· W4380590542 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueHealth & Social Work · 2023
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsYouth Research and Evaluation eXchangeYork UniversityUniversity Health Network
Fundersnot available
KeywordsRacismReductionismDiseaseCitizenshipQuality of life (healthcare)Health careSociologyMedical model of disabilityGender studiesMedicineGerontologyPolitical sciencePsychiatryPoliticsNursingLaw

Abstract

fetched live from OpenAlex

The world's first "molecular disease," sickle cell disease (SCD) has captivated the medical community's attention as a multisystem blood disorder linked to abnormalities in one molecule: hemoglobin. While the molecular model of SCD has led to advances in medical management, its reductionism obfuscates the sociopolitical dimensions of the condition, affording little attention to the racialized, gendered, classed, and disabling disparities faced by people with SCD. Consequently, SCD is frequently contested as a disability-opportunities to support people with SCD in everyday challenges escape many healthcare providers. These trends speak to the legacy of anti-Black racism in the Global North, which deeply entwines disability with racialized boundaries of citizenship and broader debates about "deservingness" of welfare. To address these gaps, this article delineates the medical and social models of disability as well as anti-Black racism to explore how social workers can embed human rights for people with SCD in everyday practice. This article is contextualized in Ontario, Canada, a province that recently launched a quality standard, Sickle Cell Disease: Care for People of All Ages.

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.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.479
Threshold uncertainty score0.964

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.024
GPT teacher head0.313
Teacher spread0.288 · 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