Immigrant Latino Fathers’ Perceptions of Child Abuse and Neglect
Bibliographic record
Abstract
The objective of this qualitative research was to study the lived experiences of child abuse and neglect for immigrant Latino fathers whose children are involved in the child protection process. We documented the narratives of nine immigrant Latino fathers attending fatherhood groups regarding their perceptions of child abuse and neglect.The immigrant Latino fathers highlighted their lack of agency and marginalization due to acculturative parenting stress, structural discrimination, and immigration status. They are burdened with physical and emotional pain that diffuses into their children’s lives and results in unhealthy coping strategies. The Latino fathers faced everyday microaggressions, racial abuses, and discrimination due to their agency and role as Latino immigrants. They chronicled their frustrations dueto distrust of the mainstream social service providers, police, immigration officials, and abuse meted on them due to their marginalized identities. We provide practice and policy recommendations for professionals working with immigrant Latino families.
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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 | 0.000 | 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) | 0.003 | 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 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".