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Record W4416907770 · doi:10.5489/cuaj.9401

Expert opinion on the management of anemia in prostate cancer patients receiving PARP inhibitors

2025· review· en· W4416907770 on OpenAlexafffundvenueabout
Lilian Hanna, R. O’Dwyer, Zineb Hamilou, Krista Noonan, Sarah Doucette, Srikala S. Sridhar

Bibliographic record

VenueCanadian Urological Association Journal · 2025
Typereview
Languageen
FieldMedicine
TopicProstate Cancer Treatment and Research
Canadian institutionsPrincess Margaret Cancer CentreFluidigm (Canada)Université de MontréalImpactCentre Hospitalier de l’Université de MontréalOccupational Cancer Research CentreUniversity of TorontoLondon Health Sciences Centre
FundersPfizer CanadaPfizer
KeywordsExpert opinionProstate cancerAnemiaPARP inhibitorDiseaseCancerQuality of life (healthcare)

Abstract

fetched live from OpenAlex

Metastatic castration-resistant prostate cancer (mCRPC) is incurable, with tumors often relapsing after initial treatment and patients requiring subsequent lines of therapy. As the use of androgen receptor pathway inhibitors (ARPIs), with or without docetaxel, prior to the development of castration-resistant disease is increasing, the number of subsequent therapy options for mCRPC is limited.Poly (ADP-ribose) polymerase (PARP) inhibitors are one treatment option approved in Canada for patients with mCRPC and mutations in BRCA1/BRCA2 or other homologous recombination repair (HRR) genes. PARP inhibitors are generally well-tolerated but are associated with high rates of anemia. This can be difficult to manage in mCRPC, as common disease and patient characteristics, as well as prior therapy, also contribute to an increased risk of anemia. Appropriate management of anemia is important for maintaining quality of life; however, there is a paucity of data and guidelines to inform clinicians on how to best prevent and manage anemia associated with PARP inhibitor use in mCRPC.This narrative review and expert opinion provides key strategies for managing anemia related to PARP inhibitor use in mCRPC through prevention, monitoring, and supportive care.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.013
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0130.003

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 head0.036
GPT teacher head0.339
Teacher spread0.302 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations0
Published2025
Admission routes4
Has abstractyes

Explore more

Same venueCanadian Urological Association Journal→Same topicProstate Cancer Treatment and Research→French-language works237,207→