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Record W4411209787 · doi:10.1186/s13058-025-02062-1

Patterns of adjuvant bone modifying agent use in patients with early-stage breast cancer in the United States

2025· article· en· W4411209787 on OpenAlexaboutno aff
Nicole Odzer, Rachel Jaber Chehayeb, Sarah Schellhorn, Maryam B. Lustberg, Cary P. Gross, Do Kyeong Lee, Julia Foldi

Bibliographic record

VenueBreast Cancer Research · 2025
Typearticle
Languageen
FieldMedicine
TopicBone health and treatments
Canadian institutionsnot available
FundersNational Center for Advancing Translational SciencesNational Institutes of Health
KeywordsSurgical oncologyBreast cancerMedicineStage (stratigraphy)OncologyAdjuvantCancerInternal medicineBiology

Abstract

fetched live from OpenAlex

PURPOSE: Based on improved survival, the 2017 ASCO and Cancer Care Ontario clinical guidelines (ACGD) recommended consideration of adjuvant bisphosphonates for postmenopausal women with early-stage breast cancer (EBC). However, small survey-based studies suggest inconsistent prescribing. This study evaluated receipt of adjuvant bone modifying agents (BMAs) in the United States before and after publication of the 2017 ACGD. METHODS: This nationwide retrospective cohort study used a deidentified electronic health record-derived database to identify patients diagnosed with stage I-III EBC treated at health care practices from 2012 to 2019. We defined adjuvant BMA (bisphosphonates or denosumab) use as first dose received within 24 months of EBC diagnosis. We used Chi-squared and multivariable logistic regression analyses to compare the proportion of patients receiving adjuvant BMAs pre- and post-ACGD and identify factors associated with receipt of any BMA as well as bisphosphonates alone. RESULTS: Our cohort included 11,470 patients. Most patients were 50 years of age or older (82%), and had stage I (57%), node-negative (70%) and estrogen receptor (ER)-positive (76%) breast cancer. Patients diagnosed post-ACGD (2017-19) were more likely to receive adjuvant BMAs (9%) than patients diagnosed in earlier years (7.4%; odds ratio [OR] 1.23; 95% confidence interval (CI) 1.08-1.42; p = 0.002). Post-menopausal status, age ≥ 50, receipt of adjuvant chemotherapy and endocrine therapy, and coexisting bone loss diagnoses were significantly associated with increased receipt of adjuvant BMAs. Among BMA recipients, 65.8% received denosumab only, 32.6% received bisphosphonates only, and 1.4% received both. CONCLUSIONS: Even after release of the ACGD guidelines, adjuvant BMA prescribing was low, and the majority of patients who received BMA did not receive bisphosphonates.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.378
Threshold uncertainty score0.978

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
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 head0.066
GPT teacher head0.392
Teacher spread0.326 · 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

Citations2
Published2025
Admission routes1
Has abstractyes

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