Unveiling co-occurrence of bulimia, depression, and self-injury in adolescent girls
Bibliographic record
Abstract
Nonsuicidal Self-Injury (NSSI) is defined as self-inflicted behavior that causes bodily harm without suicidal intent. NSSI may be a precursor to other psychopathologies or co-occur as comorbidity. In this case series, we examined the development of Bulimia Nervosa (BN) in the follow-up of 5 young girls whose first presentation was NSSI and who were diagnosed with Major Depressive Disorder (MDD) at the psychiatric evaluation. As a result, we hypothesized that NSSI may be a precursor for the development of BN. Clinical interviews revealed that perceived family support by the adolescents were low and mothers had difficulty regulating emotions. We aimed to measure these variables by asking mother to fill out Toronto Alexithymia Scale and adolescents to fill out The Social Support Assessment Scale’s “support received from the family” part. Considering that adolescents can be timid at times and do not express such complaints unless asked, clinicians should be aware of this relationship and should keep the symptoms in mind during interviews in terms of preventive psychiatry.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".