Hibridación digital en el Cono Sur: Consumo de medios tradicionales, digitales y uso de redes sociales
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 work offers an exploratory approach to the consumption of traditional and digital media and the use of social networks in Argentina, Chile and Uruguay. In the first place, a brief theory is offered that contextualizes the advance of new information technologies. Subsequently, with data from the International Telecommunication Union (ITU) and surveys with national probabilistic samples financed by the International Development Research Center (IDRC) of Canada, a descriptive analysis is carried out on the consumption of politicak information and the use of digital social networks. These three countries have high Internet penetration rates, broadband subscriptions and mobile Internet compared to other Latin American countries. Despite this, traditional channels such as television continue to predominate in the consumption of political information. Finally, the average age of digital media and network users is lower and there are certain sociodemographic differences by country. For example, Chile and Uruguay show greater concentration in their metropolitan areas, and a socioeconomic gap can be seen in Internet consumption in Argentina and Chile.
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 | 0.002 |
| 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 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| 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