Implicit and Explicit Attitudes Toward Shyness Among Mothers of Young Children in Mainland China
Bibliographic record
Abstract
This study examines both implicit and explicit attitudes toward shyness among mothers of young children in mainland China. The participants were 391 mothers (Mage = 35 years, SD = 3.84 years) of preschool-aged children from one kindergarten in Shanghai, China. At two time points separated by eight months, participants completed the online version of the Implicit Association Test—Shy (IAT-Shy), self-assessed their own shyness and their explicit attitudes about shyness, and rated their children’s shyness. Over the eight-month period, Chinese mothers displayed more negative implicit attitudes toward shyness compared with their attitudes toward non-shyness (sociability). Implicit attitudes toward shyness were significantly related to explicit attitudes about shyness but were not significantly associated with maternal or child shyness.
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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 | 0.001 | 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 | 0.000 | 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) | 0.000 | 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 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".