Design Principles for an Adult Literacy Mobile Learning Solution
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
This is the second report on a Design-Based-Research project that aims to develop an adult literacy m-learning solution to help address persistently low adult literacy levels in Canada and across the globe. The device-agnostic solution and its key component, a mobile app, are designed to foster language and digital literacy skills needed to survive and flourish in work, school, and community contexts. This paper expands upon the previous report on design principles for developing a mobile adult literacy solution. It includes findings from literature reviews and feedback from literacy experts collected through interviews and focus groups, including participative evaluation of the app prototype. This new data provides further evidence that the three previously-identified design themes (Mobility, Learner-determined, and Context) and corresponding principles are critical to the design of a mobile adult literacy solution. Findings indicate that two Learner-determined sub-themes, overcoming emotional and motivational barriers, are also critical to a successful learning process for adult literacy learners.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 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 it