The Cost of “A Better Life”: Children Left Behind—Beyond Ambiguous Loss
Bibliographic record
Abstract
Aim: The aim of the study is to learn how children left behind in El Salvador and Nicaragua, due to parental migration, experience care across borders. Demographics: 80 participants: adolescents ( n = 21; age 13–18 years; 11 females and 10 males); emerging adults ( n = 10; age 19–30 years; whose parents had migrated when they were children); grandparents and guardians caring for children whose parents had migrated ( n = 14; 12 females and 2 males); professionals (social workers, nurses, lawyers, and teachers); and community leaders involved and/or working directly with children and youth whose parents had immigrated ( n = 35). Methodology: Using grounded theory, the study began with one sensitizing concept: parental migration. Analysis: Modified grounded theory principles centered the exploratory nature of the study. Findings: The reconfiguration of the family after parental migration did not meet the emotional needs of children, challenging notions of a “better life.” Implications: These experiences are redefining notions of the transnational family through new geographies of care.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".