Sociabilidades, laços e redes de vizinhança.: Quintais com vida
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
Population aging has been causing greater attention, study and analysis, on the issue of isolation and other forms of social exclusion, factors that determine the level of development of a society. If a “good” old age involves maintaining activity, social participation and safeguarding kinship and friendship, growing older with a better quality of life, it is “circumventing” a certain absence of “ties”, betting on social integration. Urban agriculture facilitates social participation, stimulates bonds of solidarity and feelings of social belonging, thus bringing generations together. Neighborhood networks are also strengthened through urban agriculture practices. Daily experiences and the use of common spaces enhance bonds and generate feelings of belonging. Thus, as a leisure activity, urban agriculture transforms everyday life and integrates. Urban gardens unite people, neighborhoods and cities, encouraging active aging, oriented towards the biopsychosocial balance of the elderly.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.013 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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