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Record W4413093906 · doi:10.1186/s40959-025-00362-1

Challenges and opportunities for improving cardiovascular health in women with breast cancer: a review

2025· review· en· W4413093906 on OpenAlexaff
Sana Ali, Kerri A. Mullen

Bibliographic record

VenueCardio-Oncology · 2025
Typereview
Languageen
FieldMedicine
TopicChemotherapy-induced cardiotoxicity and mitigation
Canadian institutionsUniversity of OttawaOttawa Hospital
Fundersnot available
KeywordsBreast cancerMedicineDiseaseCardiotoxicityCancerIntensive care medicineRehabilitationMultidisciplinary approachFamily medicineOncologyInternal medicinePhysical therapy

Abstract

fetched live from OpenAlex

BACKGROUND: Breast cancer survivors are at a high risk of developing cardiovascular disease (CVD) owing to cancer treatment. Breast cancer and CVD share common risk factors, necessitating CVD risk assessment along with cancer screening. This review aimed to explore the challenges and opportunities associated with promoting cardiovascular health in women with breast cancer. MAIN TEXT: Cardio-oncology is a rapidly developing discipline that focuses on identifying, monitoring, and managing CVD in cancer patients. Preventing and managing CVD in patients with breast cancer involves evaluating risk factors, initiating cardioprotective medications, and implementing cardio-oncology rehabilitation. Major barriers to cardio-oncology prevention and management include inadequate programs, sex/gender-specific issues, financial constraints, underutilization of cardiac rehabilitation (CR), determination of the appropriate time to begin CR, physical limitations, psychological issues, and social and racial disparities. CONCLUSION: A preventive cardio-oncology approach; early identification of cardiotoxicity, CVD risk factors, anxiety, and depression; individualized CR programs; early CR referrals; home/community and virtual CR models; dedicated funding, resources, and personnel; a multidisciplinary team approach; and culturally tailored cardio-oncology care can be beneficial for addressing CVD health challenges and disparities in women with breast cancer.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.893
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0070.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.105
GPT teacher head0.370
Teacher spread0.265 · 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 designNot applicable
Domainnot available
GenreReview

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
Published2025
Admission routes1
Has abstractyes

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