Mothers Raising Children with Sickle Cell Disease at the Intersection of Race, Gender, and Illness Stigma
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.
Bibliographic record
Abstract
This qualitative study used the long interview method with Canadian mothers of African and Caribbean descent to understand the underresearched experience of raising a child with sickle cell disease (SCD). Mothers' realities were explored through three levels of social organization: daily caregiver coping (micro level); community views of SCD, such as stigma (meso level); and systemic SCD health care provision (macro level). Through the use of population health and structural social work perspectives, mothers' experiences were examined in the context of perceived gender and racial oppression. Saturation was achieved after initial interviews with 10 participants and a four-month postinterview with half of the participants. Mothers commonly reported several daily coping challenges: fear of their children's death, separation anxiety, loss of control over life, helplessness, and loneliness/isolation. SCD stigma interacted with racism, contributed to social isolation, and prevented families from organizing as a group. All mothers perceived racism as a salient factor behind inadequate mainstream SCD health care. Recommendations to improve SCD health care and implications for social work practice and research are discussed. This is the first known Canadian psychosocial study of SCD and investigation into SCD stigma outside of rural Nigeria.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it