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Record W2972175973 · doi:10.1097/gox.0000000000002410

Plastic Surgeons Defend Textured Breast Implants at 2019 U.S. Food and Drug Administration Hearing: Why It Is Time to Reconsider

2019· article· en· W2972175973 on OpenAlexaboutno aff
Eric Swanson

Bibliographic record

VenuePlastic & Reconstructive Surgery Global Open · 2019
Typearticle
Languageen
FieldMedicine
TopicBreast Implant and Reconstruction
Canadian institutionsnot available
Fundersnot available
KeywordsCapsular contractureBreast implantMedicineImplantFood and drug administrationBreast augmentationSurgeryBreast reconstructionInternal medicineRisk analysis (engineering)Breast cancer

Abstract

fetched live from OpenAlex

Textured breast implants were the subject of a U.S. Food and Drug Administration (FDA) hearing on March 25 and 26, 2019. Regulating agencies in other countries, including all of Europe and Canada, have already banned macrotextured implants. Patients affected by Breast Implant-Associated Anaplastic Large-Cell Lymphoma (BIA-ALCL) recounted their life-changing experiences, and requested a ban on textured devices. Plastic surgeons, many with industry ties, spoke in favor of keeping the devices available. The historical advantages of textured implants were presented, including a reduced capsular contracture rate. A 14-point plan to improve sterility at the time of implantation was promoted as an effective alternative to reduce both capsular contractures and BIA-ALCL risk. However, recent studies show that textured implants have not delivered on their early promise. Biocell implants perform worse, not better, than other implant types, and capsular contracture rates are not significantly reduced according to recent core studies. The only known risk factor for BIA-ALCL is textured implants. The lifetime risk for Biocell implants is at least 1:2, 200. There is no reliable evidence that surgical technique makes a difference in risk. This serious issue represents a case study of conflict of interest. In light of recent information, a re-analysis of the true risks and benefits of textured implants is justified. It is time for our professional societies to recognize that the device is the problem rather than surgical technique. On May 2, 2019, the FDA decided against a ban on textured breast implants.

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)0.007
metaresearch head score (Gemma)0.021
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: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.031
Threshold uncertainty score0.105

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.021
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0040.003
Scholarly communication0.0060.003
Open science0.0010.002
Research integrity0.0170.015
Insufficient payload (model declined to judge)0.0310.009

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 head0.020
GPT teacher head0.257
Teacher spread0.237 · 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
GenreCommentary

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

Citations41
Published2019
Admission routes1
Has abstractyes

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