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Abstract PS1-57: Mastectomy versus breast conserving surgery for the management of locally advanced breast cancer

2021· article· en· W3132602666 on OpenAlexaff
Roochi Arora, Ghazaleh Kazemi, Graydon Lucas

Bibliographic record

VenueCancer Research · 2021
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicBreast Cancer Treatment Studies
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedicineBreast cancerBreast-conserving surgeryMastectomyRadiation therapyNeoadjuvant therapyInflammatory breast cancerRetrospective cohort studyCancerSurgeryGeneral surgeryInternal medicine

Abstract

fetched live from OpenAlex

Abstract Background: Breast conserving surgery (BCS) has become increasingly employed as a surgical option for patients with locally advanced breast cancer (LABC). However, guidelines on selecting appropriate LABC patients for BCS remain vague. Methods: Our Local Integrated Health Network (LHIN) conducted a multidisciplinary conference, known as the LHIN4 day, during which consensus criteria on which LABC patients may be safely offered BCS were established. These criteria included: clinical T3 or smaller, clinical and/or radiographic response to neoadjuvant therapy, patient seen by radiation oncology and deemed a candidate for post-operative radiation, and surgeon confident that negative margins could be achieved. A retrospective chart review was then performed of patients treated with neoadjuvant systemic therapy for LABC in the one year before, and three years after the LHIN4 day, which was between June 2015 and June 2019. Objectives: The primary objective of this study was to determine the rates of local and distant breast cancer recurrence in LABC patients treated with BCS using our consensus guidelines. The secondary objectives were: (1) to determine if there was an increase in BCS being performed following the LHIN4 educational day as compared to before this day, (2) to determine the rates of mastectomy followed by reconstruction among the patients treated within the past 3 years, and (3) to determine the rates of pathologic complete response (PCR). Results: A total of 391 patients were included in this study. Among the 26 patients who underwent BCS, the rate of local recurrence was 0% (0/26), and the rate of distant recurrence was 12% (3/26). Rates of BCS were 1.9% (2/108) before the LHIN4 day, and 8.5% (24/283) after the LHIN4 day. Rates of mastectomy followed by reconstruction were 12% (21/181) in the last 3 years. PCR was achieved in 15% (58/391) of all patients, of which 57% (33/58) were Her2 positive and 24% (14/58) were triple negative. Conclusion: We propose specific criteria for appropriately selecting LABC patients for BCS. Our results indicate that these criteria can be feasibly applied with low rates of local and distant breast cancer recurrence. A minority of patients with LABC who do not undergo BCS, either due to ineligibility or personal preference, are opting for mastectomy with reconstruction. Citation Format: Roochi Arora, Ghazaleh Kazemi, Graydon Lucas. Mastectomy versus breast conserving surgery for the management of locally advanced breast cancer [abstract]. In: Proceedings of the 2020 San Antonio Breast Cancer Virtual Symposium; 2020 Dec 8-11; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2021;81(4 Suppl):Abstract nr PS1-57.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.060
GPT teacher head0.382
Teacher spread0.322 · 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 designRandomized trial
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
Published2021
Admission routes1
Has abstractyes

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