Data Collection Strategies for Sharing Lived Experiences: Low-Income Mothers’ Perceptions of Text (SMS) and Multimedia (MMS) Data Collection
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
The purpose of this study was to explore low-income lone mothers’ perceptions of their engagement with a text (SMS) and multimedia message (MMS) qualitative study. Study participants were asked to submit text and pictures via SMS and MMS that represented their reflections, observations, and experiences accessing community support services over a 6-week period. After engaging in the study, participants were asked to complete an evaluation questionnaire. The resoundingly positive feedback received in the evaluation—and the researchers’ satisfaction with the data collected—suggests that researchers should consider employing SMS and MMS data collection strategies to gain open-ended insights into the daily experiences of marginalized groups. This method may be particularly well suited to feminist research designs and research with populations underrepresented in the literature due to barriers presented by traditional data collection strategies.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.003 | 0.002 |
| 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 it