Assessing the Infant/Child/Young Person with Suspected FGM/C
Bibliographic record
Abstract
Abstract Femawle Genital Mutilation/Cutting (FGM/C) comprises all procedures that involve partial or total removal of the external female genitalia or injury to the female genital organs that are medically unnecessary (i.e. performed primarily for cultural or religious reasons), especially when done without the consent of the affected person. Such procedures are usually carried out in infancy or childhood and, most often before the age of 15. Although some pictorial and training tools are available, existing literature focuses primarily on adults. The signs of FGM/C particularly in prepubertal girls, can be subtle and depend on the type as well as on the experience of the examiner. The health care provider (HCP) should be trained to be familiar with, and able to identify a wide range of both modified and unmodified genitalia, as well as findings that may superficially look like FGM/C but actually reflect the normal range of genital anatomy. Knowledge of FGM/C types and subtypes, as well as complications and differential diagnoses of physical findings, are critical. We present a reference guide and atlas containing iconographic material of both the pre- and post-pubertal external female genital area with and without genital cutting/alteration. Our purpose is to facilitate training of health care professionals in making accurate diagnoses, providing appropriate clinical management, ensuring culturally informed/sensitive patient–provider communication, and accurate recording and reporting to child welfare/law enforcement agencies, where required.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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 teacher head, 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".