Is parental monitoring just a way to acquire knowledge? Re‐evaluating a Re‐conceptualization
Bibliographic record
Abstract
Abstract From the 1950s–1990s, parental monitoring was conceptualized and studied as a “socializing mechanism,” driving changes in youth adjustment via several channels. In the past 2 decades, parental monitoring has become re‐conceptualized in many papers as simply one of several ways to obtain parental knowledge, with knowledge replacing monitoring as the construct of central interest. This paper reviews literature showing that this re‐conceptualization is not supported by the extant empirical evidence and is strongly contradicted by theory, because parental monitoring may impact youth adjustment in several plausible ways that do not involve acquiring knowledge. As a result, we recommend the field change how it conceptualizes parental monitoring vis‐a‐vis parental knowledge. Just as we realized parental knowledge doesn't come only from parental monitoring, now we should realize that parental monitoring is not only a way to get parental knowledge. More evidence is needed to determine exactly how much of the effect of monitoring flows through increased knowledge and what other channels are in play.
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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) | 0.001 | 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".