The Impact of Micro Media Communication on the Effectiveness of Ideological and Political Education and Its Countermeasures
Bibliographic record
Abstract
Micro media communication is a double-edged sword, and it will produce some impacts on the effectiveness of ideological and political education showing in the following aspects: the decentration of the way of micro media communication weakens the discourse power of ideological and political education; the instantaneity of communication weakens the information superiority of ideological and political education; the extensiveness of the micro people(people who use the micro media communication) cuts down the pertinence of ideological and political education; the complexity of communication content reduces the impact of the ideological and political education content; the virtuality of feedback reduces the effect of the ideological and political education. According to these challenges, the development of ideological and political education should make the micro media platform “learning tour ” normalization, enhance the ability to set the issue , dig deeper to the frontier theory behind micro media hot topics, and make effective teaching combined with the traditional carrier.
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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 | 0.003 | 0.002 |
| 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 | 0.005 |
| 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".