Bibliographic record
Abstract
PURPOSE OF REVIEW: The development and uptake of E cigarettes are a relatively recent phenomenon. Because of aggressive marketing, attractive designs, enticing flavors and primarily reactionary legislation, we are now seeing soaring rates of adolescent vaping with associated consequences. This review explores how E cigarettes work, their health implications, epidemiology among youth and current regulatory strategies. RECENT FINDINGS: Recently, the Center for Disease Control and Prevention reported that 27% of high school students had used a tobacco product within the last month, the majority being E-cigarettes in 20.8% of high school students. Vaping has managed to reverse a decades long trend of declining nicotine use among youth. Long-term addiction is not the only concern related to youth vaping; there are also increasing reports of short-term health consequences, such as seizures, acute nicotine toxicity, burns and lung injury. SUMMARY: Industry has created and aggressively marketed a product that is enticing to adolescents. E cigarettes have sleek designs, desirable flavors and social acceptability with perceived safety among youth. This has resulted in epidemic E cigarette use in youth with resultant significant short-term and long-term health concerns. Legislation must include regulations that strictly avoid marketing and sales to youth, as well as reducing access to these products.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".