Sexo, drogas y series de adolescentes: análisis sociales de los adolescentes en las series televisivas
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
The aim of this study is to analyze the attitudes and social behaviors of the protagonists of teen series; that is, fiction series produced for teenagers. With this aim, a content analysis has been carried out, a technique that has allowed the identification of the most common behaviors and consequences in said fiction series. The sample is composed of the first season of the seven series best rated by their audience in the first quarter of 2020: Elite (Netflix: 2018- ), Chilling Adventures of Sabrina (Netflix: 2018- ), Sex Education (Netflix: 2019- ), 13 Reasons Why (Netflix: 2017), I Am Not Okay with This (Netflix: 2020- ), Riverdale (The WC: 2017- ) y Euphoria (HBO: 2019- ). The results indicate a high percentage of scenes of unprotected sex and alcohol consumption with hardly any negative consequences.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 it