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Record W4416401078 · doi:10.1186/s12978-025-02182-z

Reproductive autonomy of women living with multiple myeloma participating in a pregnancy prevention program

2025· article· en· W4416401078 on OpenAlexafffundabout
Jannah Wigle, MV Ramasamy, Arleigh McCurdy, Lisa V. Dias, Hira Mian, Irwindeep Sandhu, Cheryl Pritlove

Bibliographic record

VenueReproductive Health · 2025
Typearticle
Languageen
FieldMedicine
TopicMultiple Myeloma Research and Treatments
Canadian institutionsPublic Health OntarioMcMaster UniversityOttawa HospitalUniversity of AlbertaCentre for Global Health Research
FundersBristol-Myers Squibb CanadaBristol-Myers Squibb
KeywordsReproductive medicinePregnancySocioeconomic statusAutonomyReproductive healthFamily planningQualitative researchPublic health

Abstract

fetched live from OpenAlex

BACKGROUND: Multiple myeloma is an incurable hematologic cancer that primarily affects older adults. Females of childbearing potential represent a small but uniquely affected proportion of the multiple myeloma population. The immunomodulatory agents (thalidomide, lenalidomide and pomalidomide) are highly effective treatments in improving prolonged periods of deep remission and long-term survival in Multiple Myeloma, is dispensed through controlled distribution programs that require pregnancy monitoring for females of childbearing potential to reduce the risk of fetal exposure. There is limited understanding of the impact of pregnancy prevention and monitoring measures on the reproductive health, autonomy, and rights of women living with multiple myeloma. METHODS: This critical qualitative study is informed by a descriptive methodological approach, and a feminist reproductive justice theoretical framework informed the data analysis and interpretation. We employed purposive sampling to identify and conduct interviews with females of childbearing potential, living with multiple myeloma, that have experience participating in a controlled distribution program. RESULTS: This study reflects the experiences of 15 females of childbearing potential living with MM, all of whom identified as women and ranged in age from 33–50 at diagnosis. Participants were situated in provinces across Canada, with most identifying as White, married, and of higher socioeconomic status. Findings illuminate a multitude of ways in which controlled distribution programs imposed threats to the reproductive health and autonomy of these women. Although many participants acknowledged the importance of preventing fetal exposure to teratogenic medications, the prescriptive and controlling nature of hyper-vigilant pregnancy monitoring programs and practices imposed significant burden and constraints on females of childbearing potential. Key analytic themes highlight the perceived paternalistic nature of controlled distribution programs, the systemic distrust of females of childbearing potential, and women’s actions and advocacy efforts to (re)claim their reproductive agency. CONCLUSION: Participant-informed adaptations to the design and delivery of pregnancy monitoring and prevention requirements in existing controlled distribution programs to promote the reproductive autonomy and agency of females of childbearing potential are both necessary and feasible. Key recommendations include increased provision of timely, comprehensive information and education, psychosocial support, as well as modifications to programs and regulatory bodies to recognize women as trustworthy and capable of autonomous, reproductive health decision-making.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.303
Threshold uncertainty score0.692

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.042
GPT teacher head0.388
Teacher spread0.346 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2025
Admission routes3
Has abstractyes

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