Familia como unidad económica de consumo Barrio Pablo VI de Bogotá Cundinamarca
Bibliographic record
Abstract
En los ultimos treinta años se han venido presentando una serie de cambios en el mundo a nivel social, económico, político y tecnológico, los cuales han contribuido a la formación de nuevas estructuras, organizaciones y sistemas más flexibles, capaces de adaptarse a la complejidad y exigencias del entorno en el cual se desenvuelven. Los hogares y más exactamente las familias son unas de esas formas de organización humana, las cuales se han visto directamente afectadas por los cambios y tendencias presentes en las últimas décadas por los cambios y tendencias presentes en las últimas décadas, lo cual se evidencia en las nuevas estructuras familiares presentes en los hogares actuales, las cuales determinan las características y hábitos de consumo de los individuos que la componen
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".