The recognition and the initial reaction to children's signals after experiencing maltreatment during childhood
Bibliographic record
Abstract
Abstract Maltreatment during childhood has many long‐lasting effects. Victims often become parents who experience parenting difficulties, therefore contributing to the intergenerational cycle of maltreatment. This paper highlights the consequences of severe trauma during childhood on two processes critical for a sensitive response, namely the recognition of and the initial reaction to emotional signals. We argue that most interventions focus on the observed parental response to children's behaviors or on parental interpretation of children's signals, that is, the attribution of meaning or intent to the signal. Interventions should better integrate research indicating that a history of childhood maltreatment could impair the capacity to correctly identify the emotion and the immediate reaction to these signals. By failing to acknowledge these long‐lasting consequences of childhood maltreatment, scholars and practitioners might never achieve true success in intervening with families in the hope of breaking the intergenerational cycle of maltreatment.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".