The Patterns and Criteria of Vaginal Douching and the Risk of Preterm Labor Among Upper Egypt Women
Post-publication record
Source: Retraction Watch, joined by DOI. OpenAlex records retraction as is_retracted, a boolean over a state space with at least four values, so it cannot express an expression of concern, a correction or a reinstatement; it reports them as false, which reads as “fine”.
Bibliographic record
Abstract
The Journal of Lower Genital Tract Disease is the source for the latest science about benign and malignant conditions of the cervix, vagina, vulva, and anus. The Journal publishes peer-reviewed original research original research that addresses prevalence, causes, mechanisms, diagnosis, course, treatment, and prevention of lower genital tract disease. We publish clinical guidelines, position papers, cost-effectiveness analyses, narrative reviews, and systematic reviews, including meta-analyses. We also publish papers about research and reporting methods, opinions about controversial medical issues. Of particular note, we encourage material in any of the above mentioned categories that is related to improving patient care, avoiding medical errors, and comparative effectiveness research. We encourage publication of evidence-based guidelines, diagnostic and therapeutic algorithms, and decision aids. Original research and reviews may be sub-classified according to topic: cervix and HPV, vulva and vagina, perianal and anal, basic science, and education and learning. The scope and readership of the journal extend to several disciplines: gynecology, internal medicine, family practice, dermatology, physical therapy, pathology, sociology, psychology, anthropology, sex therapy, and pharmacology. The Journal of Lower Genital Tract Disease highlights needs for future research, and enhances health care. The Journal of Lower Genital Tract Disease is the official journal of the American Society for Colposcopy and Cervical Pathology, the International Society for the Study of Vulvovaginal Disease, and the International Federation of Cervical Pathology and Colposcopy, and sponsored by the Australian Society for Colposcopy and Cervical Pathology and the Society of Canadian Colposcopists.
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 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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".