Trabalho infantil doméstico: perfil bio-sócio-econômico e configuração da atividade no município de João Pessoa, PB
Bibliographic record
Abstract
The paper reports on a research that aimed to characterize the activity of domestic child labour, in the city of João Pessoa, Brazil, with child and adolescents who study in municipal and state public school. The research had the participation of 100 subjects from both sexes, with ages between 7 and 18 years old. It used two instruments: the first identified if the child or the adolescent were workers, and the second was a questionnaire composed by open and closed questions, that contemplate, among others, aspects like socio-economic profile and activity. To analyze data, it was used descriptive statistics and the software SPSS. Results reveal that 34% were between 10 and 14 years old, and 25% between 15 and 16 years old. It was verified in concerning of gender (73% are girls), race/ethnicity (67% are afro-descendant) and social class (to 37%, familiar income was a quarter of minimum wage). 30% worked in shift, exercise from 9 to 15 work hours per day. They make domestic work, followed by taking care of people. The activity was configured as exploiter, naturalized, and invisible, and still demanded physical effort and stole leisure necessary to development.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".