Rational Addiction and Cigarette in the Context of Health Economics—A Literature Review
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
As a typical addictive consumption, cigarettes play a special role in socio-economic activities. The dual addictive characteristics of cigarette consumption make it both an income effect and a health loss effect, which has an important impact on the operation of the social economy: on the one hand, the sociable consumption of the group can maintain or strengthen the social network may bring an increase in income, that is, the income effect; on the other hand, excessive smoking makes the body much more likely to suffer from various chronic diseases, increasing the social health expenditure, and there is a health loss effect. This literature review illustrates the relationship between cigarette consumption and rational addiction behavior. I chose the base paper written by Gary S. Becker, Michael Grossman, and Kevin M. Murphy and titled "An Empirical Analysis of Cigarette consumption." The article concentrates on the smoking addiction problem and uses statistical models to collect data in the USA. Since the smoking addiction problems gets more and more serious, the paper plays an essential role in the policy planning by understanding the cigarette demand.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it