“UNDERSTAND MY SIDE, MY SITUATION, AND MY STORY:” INSIGHTS INTO THE SERVICE NEEDS AMONG SUBSTANCE‐ABUSING HOMELESS MOTHERS
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
Substance abuse among homeless mothers has negative consequences for both the mother and her child. Few researchers have examined the needs of these mothers in order to effectively intervene in their lives. This study uses a qualitative focus group research method to examine the needs of substance abusing homeless mothers recruited from a homeless families' shelter. Twenty eight women were engaged in three focus groups to identify their needs and acceptable intervention components. Content analysis of data revealed five major categories of needs: subsistence, employment, education and information, service, and counseling and connectedness needs. Findings of this study call for a multifaceted intervention approach that targets several areas of need in a coordinated manner.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it