Community Leaders’ Perceptions of the Unique Service Barriers and Facilitators Among Immigrant Families With Young Children in the Rural U.S.–Mexico Border Region
Bibliographic record
Abstract
The present descriptive phenomenological study examines the unique service access barriers and facilitators of immigrant families along the rural U.S.–Mexico border from the perspectives of agency and government representatives. Twenty-three semi-structured interviews were conducted with nine local/state government officials and 14 community agency leaders using purposive and snowball sampling. A phenomenological thematic analysis approach was utilized to analyze data from individual interviews. Findings reveal that unique barriers experienced by immigrant families in the U.S.–Mexico border region include rurality, border checkpoints, and U.S. Customs and Border Patrol presence, which have placed mobility limitations on immigrant families, cutting them off from central service providers. Programs and policies aimed at engagement of mixed-status families in areas along the U.S.–Mexico border need to create mechanisms to better reach these families.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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".