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Record W18759989

An impedance-controlled system for endometrial ablation: five-year follow-up of 107 patients.

2007· article· en· W18759989 on OpenAlexaboutno aff
A. Gallinat

Bibliographic record

VenuePubMed · 2007
Typearticle
Languageen
FieldMedicine
TopicUterine Myomas and Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineDysfunctional uterine bleedingEndometrial ablationAmenorrheaHysterectomyBlood lossSurgeryAblationObstetricsEndometriumPregnancyInternal medicine
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To assess the safety, efficacy and data durability of the NovaSure endometrial ablation system 5 years after the procedure in women with severe menorrhagia secondary to dysfunctional uterine bleeding (DUB). STUDY DESIGN: A prospective, single-arm, pilot study of 107 women undergoing endometrial ablation using the NovaSure system (Canadian Task Force classification II-1) at a specialized center for gynecologic endoscopy. The premenopausal women, with menorrhagia secondary to DUB unresponsive to medical therapy, had completed childbearing. A Pictorial Blood-Loss Assessment Chart was used to conduct a posttreatment evaluation of menstrual blood loss and bleeding pattern. Ablation was performed without any type of endometrial pretreatment. RESULTS: No intraoperative or postoperative complications were observed. Treatment time averaged 94 seconds. At the 5-year follow-up, amenorrhea was reported by 75% of patients and successful reduction of bleeding was achieved in 98%, with hysterectomy and retreatment rates of 2.9% and 3.8%, respectively. CONCLUSION: Long-term clinical results indicate that the NovaSure system is a safe and effective method for treatment of women with menorrhagia secondary to DUB. NovaSure yields high amenorrhea and success rates and low surgical reintervention rates 5 years after treatment.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
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)0.0010.000

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 head0.019
GPT teacher head0.258
Teacher spread0.239 · 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 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

Citations36
Published2007
Admission routes1
Has abstractyes

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