International Child Abduction: The Complexities of Forensic Psychiatric Assessments Before the Hague Convention
Bibliographic record
Abstract
The Hague Convention is an international intergovernmental agreement that facilitates the return of abducted children to lawful parents across international borders. Children may not be returned if it can be established that the return would result in harm to the child. Forensic psychiatrists may be called upon to provide an expert opinion regarding the potential harm to come to a child, as well as various other psycholegal issues. We discuss interpretations and precedents regarding this law and the possible contributions of forensic psychiatrists. We also discuss two hybridized case examples involving international child abduction and proceedings before the Hague Convention. We will discuss issues that arose after psychiatric evaluations in each case.
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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 | 0.052 | 0.086 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.016 | 0.025 |
| Scholarly communication | 0.010 | 0.014 |
| Open science | 0.004 | 0.011 |
| Research integrity | 0.017 | 0.026 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".