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Record W4414168092 · doi:10.1097/pr9.0000000000001330

Incorporating reproductive health into holistic chronic pain management: bridging a critical gap

2025· article· en· W4414168092 on OpenAlexaff
Rachael L. Bosma, Brittany N. Rosenbloom, Adriano Nella, Karen Ng, Tania Di Renna

Bibliographic record

VenuePAIN Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicPregnancy-related medical research
Canadian institutionsWomen's College HospitalUniversity of Toronto
Fundersnot available
KeywordsReproductive healthBridging (networking)Chronic painHealth careChronic diseasePain managementReproductive medicine

Abstract

fetched live from OpenAlex

Introduction: Not only is chronic pain more prevalent in women but also the intersection between chronic pain and reproductive health adds complexity in pain management strategies and care plan development. Despite this, it remains unclear whether reproductive health is being discussed in the context of chronic pain care. Objectives: The objective of this brief report was to explore the extent to which reproductive health is being addressed as a component of female chronic pain care and to identify the educational needs of women of childbearing age living with chronic pain. Methods: Women aged 18 to 50 years who attended a tertiary care chronic pain clinic were asked to complete a survey that investigated reproductive knowledge and discussions with a care provider. Results: A total of 51 participants (mean age of 33 ± 7 years) responded. More than 76% of participants had indicated that they had never discussed family planning, fertility, or pregnancy in relation to chronic pain with a health care provider. More than half of participants reported that they only "somewhat" understood the reproductive safety of their medications. Participants were interested in learning about medication and pregnancy, the impact of pain on pregnancy, the impact of pregnancy on chronic pain, and sexual health. Conclusion: The results from this survey raise the need to integrate reproductive health into comprehensive pain management and provide patients with information to make informed decisions around their pain care and reproductive choices.

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)0.017
metaresearch head score (Gemma)0.047
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.977
Threshold uncertainty score0.961

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.047
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 integrity0.0000.001
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 head0.037
GPT teacher head0.396
Teacher spread0.359 · 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.

Study designOther design
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 routes1
Has abstractyes

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