Adoptive gay fathers’ sensitivity and child attachment and behavior problems
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Fathers' sensitivity and child attachment security and externalizing and internalizing problems were investigated among families headed by two adoptive gay fathers. A sample of 68 fathers and their 34 children aged 1-6 years participated in the study. Fathers completed a sociodemographic questionnaire and the Child Behavior Checklist. Parental sensitivity and child attachment security were assessed by independent coders with Q-sort methodology during parent-child interactions at home. Results indicate that few children had low attachment security scores and behavior problems in the clinical range. Fathers' sensitivity within parenting couples appeared similarly high, as did children's attachment security. In contrast to the weak association found in past studies among heterosexual fathers, a significant moderate correlation was found between paternal sensitivity and child attachment security. Also, children with higher levels of attachment security had less externalizing problems.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.002 | 0.001 |
| 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 it