Parents’ Reports of Sexual Communication With Children in Kindergarten to Grade 8
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
We examined factors associated with parents’ reports of three aspects of parent‐child sexual communication, quality, frequency with which parents encouraged questions, and extent of communication, on each of 10 sexual health topics. Participants were 3,413 mothers and 426 fathers with children in kindergarten to grade 8. Parents’ demographic characteristics, own sexual health education, knowledge and comfort talking about sexuality with their children, and ratings of the importance of comprehensive school‐based sex education plus child gender and grade level were uniquely related to their self‐reported sexual communication with their children, although different predictors were associated with various topics. These results highlight the need to include characteristics of parents, their children, and the communication itself in research on parent‐child sexual communication.
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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 | 0.001 |
| 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