"Like parents, like citizens: Mexican children's political socialization".
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
This paper addresses how future citizens are being socialized in Mexico, and more specifically, what is the role of family communication and viewing news in shaping civic awareness and political participation. The analyzed data comes from a survey to Mexican children enrolled in the 6th year of elementary school in three cities of the North East of Mexico (n = 1544). The analytical strategy consisted in developing a full structural equation model to test both the validity of the constructs proposed, and the hypothetical relationships among those constructs. Results rein-forced the central role of parents in shaping future citizens, by having an effect on children’s attitudes to political participation. Otherwise, TV news viewing was found as having an effect on children’s civic awareness, but just a weak effect on children’s attitudes to political participation. The paper concludes with a final elaboration regarding theoretical and public policy implications from those findings; more specifically, it offers guidelines for educational interventions that take advantage from the relevance of parents on shaping Mexican future citizens.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.072 | 0.004 |
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