Causes and effects of crystal methamphetamine usage among undergraduates in public tertiary institutions in Anambra State: Emerging technological resources for intervention and prevention
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 study investigated the causes and effects of crystal methamphetamine usage among undergraduates at public tertiary institutions in Anambra State. It examined its potential intervention and prevention strategies using emerging technological resources. The study was conducted using a descriptive survey research design. Three research questions guided the research. The researchers used two questionnaires to collect data, distributing 200 copies randomly among undergraduate students. The researchers designed the questionnaire and validated by experts specifically for this study. Respondents' personal information was analyzed using percentages, while mean and standard deviation were used to analyze the research questions. The findings revealed among others, that there are reasons behind crystal methamphetamine use among students at public tertiary institutions in Anambra State, Awka, and this use negatively impacts their academic performance and health. The findings also revealed that mobile applications, online counselling platforms and social media campaigns are the emerging technological resources for intervention and prevention. Recommendations were made, including that families should take the lead in combating drug abuse by collaborating with community organizations like town unions should work on preventing the production, sale, and use of methamphetamine within and outside the university environments. It was further recommended that educational institutions like public tertiary institutions in Anambra State could leverage emerging technologies such as mobile applications, online platforms, and social media campaigns to disseminate information about the harmful effects of drug use and provide resources for prevention and intervention. Keywords: Crystal Methamphetamine, Causes, Effects, Usage, Emerging, Technological Resources, Intervention, Prevention.
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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 | 0.011 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it