Too Much of a Good Thing? Associations among Parenting Profiles and Helicopter Parenting
Why this work is in the frame
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Bibliographic record
Abstract
Helicopter parenting is defined by popular culture as a set of parenting practices characterized by overinvolvement. However, empirical research has not adequately defined the construct, and it is unclear how helicopter parenting may relate to existing parenting behaviors and parenting styles. Participants included 341 caregivers from across the United States who completed a survey about their parenting beliefs and behaviors. Latent class analysis was used to determine combinations of parenting behaviors, and the identified classes of parents were then used to conduct one-way ANOVAs to examine differences in helicopter parenting between the different classes. Results suggest that parents who fit the authoritative parenting profile endorse greater helicopter parenting. Further research needs to be conducted to determine the “tipping point” for when positive parenting practices, which are often associated with positive outcomes, begin to produce negative outcomes.
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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 | 0.001 | 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 | 0.001 | 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 it