Inventory of Father Involvement and Fathers’ Perceptions of Family Life
Bibliographic record
Abstract
Abstract Cross-cultural comparisons of father involvement and related issues are still scarce, as are consolidated measures for its assessment. We examined relationships among father involvement and family-related variables, in Brazil, and then compared these results with findings from other countries. In total, 200 fathers with children aged 5 to 10 completed the Brazilian version of the Inventory of Father Involvement (IFI-BR), and measures of stress, marital satisfaction, parent-child relationship, children’s social skills and their behavior problems. Correlations among these variables were between .32 and .58, providing new evidence of validity for the IFI-BR. When comparing Brazilian results with correlations observed in other countries, the majority did not differ in magnitude, indicating that father involvement systematically influences the fathers’ well-being, family relationships, and their children’s socioemotional development, in different countries. In addition to the psychometric evidence for the IFI-BR, these results also indicate the potential for using the IFI in different cultures.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".