Transvaginal Saline Contrast Sonohystography to Investigate Postmenopausal Bleeding: A Systematic Review
Bibliographic record
Abstract
Transvaginal ultrasound (TVUS) is the initial investigation of choice for postmenopausal bleeding (PMB), followed by diagnostic hysteroscopy and endometrial sampling if abnormalities are detected. Saline contrast sonohysterography (SCSH) - injection of saline through the cervix into the uterine cavity prior to TVUS - allowed increased diagnostic accuracy in women with PMB in several small, heterogeneous studies. The objectives of the current study were to evaluate the diagnostic accuracy of SCSH in women with PMB, comparing findings with surgical and pathological reports, highlight the necessity of SCSH in guiding clinical decision-making, and establish if there is an increase/decrease in the number of hysteroscopies performed for PMB and, hence, the adherence of clinicians to imaging referral guidelines. The search strategy included formulating search terms identifying all synonyms of SCSH and postmenopause. The databases searched were MEDLINE, Embase, and the Cochrane Library. Only studies comparing SCSH to an alternative method were selected. The studies were screened and data analysis performed using content analysis. Data reduction was performed through systematic coding and the generation of themes We identified 18 studies, comprising 974 women, using SCSH to evaluate the endometrial cavity in women with PMB; most support SCSH improving diagnostic accuracy through delineating intracavitary structures. In effect, SCSH could be a first-line investigative modality to assess the uterine cavity once a larger, well-designed study has been conducted to clarify its specificity, sensitivity, and positive predictive value (PPV). Owing to its relatively non-invasive nature and potentially high diagnostic accuracy, SCSH could allow for more accurate decisions regarding the need for further investigation and subsequent management. Tweetable abstract "Saline contrast sonohysterography improves the diagnostic accuracy of the endometrium in postmenopausal bleeding."
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.007 | 0.006 |
| Bibliometrics | 0.010 | 0.012 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".