The Cognition of Destructive Cults of College Students and Its Influential Factors
Bibliographic record
Abstract
The cognition of destructive cults among students and its influential factors are explored in this paper by means of a survey of 500 college students. Objective: Our goal is to explore the cognition of destructive cult and its influential factors, especially the role of self-esteem and security. Methods: A total of 500 college adult students were enrolled and measured on a series of questionnaires. Results: 92.47% of college students think that mind control is the essence of the cult, 89.25% of college students think it is fabricated, 82.8% of college students choose amass wealth, 62.37% of college students regard it as a secret association. The cognition of the college students varies in different groups. The level of students' self-esteem and security have a certain correlation with their cognition of cults. Discussion: The development of college students’ ability of self-knowledge, resilience and improvement of adaptability are helpful to upgrade their ability of identification and prevention.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".