Child and Adolescent Multiple Victimization and/or Polyvictimization: A Portuguese Comparative Study
Bibliographic record
Abstract
Worldwide, children and adolescents are exposed to violence every day and in countless contexts, whether in the family, at school, or in the community. Child multiple victimization has been the subject of extensive international research because of the impact on child and youth development. A quantitative and comparative study aiming to understand child multiple victimization and/or polyvictimization from the perspective of children is presented. Two groups were studied, with and without psychological counselling, with 20 children each, aged 12–18 years old. All the participants answered to juvenile victimization questionnaire (JVQ). The study was approved by the University Ethics Committee responsible for the study in Portugal, and it was initiated after the obtained consent of the children’s legal guardians. The results indicated that young people frequently experience violent situations, with particular emphasis on conventional crimes, e.g., theft, robbery, vandalism, and assault with or without a weapon, with sexual victimization being less common. The results also show that there is a cumulative experience of violence, which evidences multiple victimization and polyvictimization of the child/adolescent throughout their life. These phenomena are not necessarily more common between populations with clinical follow-up. When the types of violence were compared, multiple victimization and polyvictimization, this study found no differences between the samples with and without psychological counselling. It can be concluded that the multiple victimization or polyvictimization problem is not unusual among the population in the studied age range. It is important to alert to the phenomenon of child/adolescent multiple victimization, aiming at a more effective assessment and intervention among these populations. Raising awareness of the phenomenon of multiple child and youth victimization or polyvictimization is of particular importance for preventing violence at all stages of development.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 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".