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 core elements of people, processes, technology, and stakeholders remain similar for most higher learning institutions today. Yet, to culturally promote any one particular ‘form’ of adult education as ‘ideal’ for ‘all’ adult learners is increasingly exclusionary. The objective of this chapter is to enable future educational instructors, administrators, and leaders to respond to the changing needs of adult learners regarding congruence between core elements of higher learning institutions and sustainability of adult education program policies. Emanating from the seminal thinking of Carl R. Rogers, the opening sections of this chapter address personal and peripheral congruence. Then, the main section of this chapter puts forward a congruency-based framework for sustainable adult education program policies in higher learning institutions. Developing ‘congruent form(s)’ using core organizational elements will likely result in more socially just and culturally inclusive adult education and higher learning for diverse and global learner cohorts in the digital age.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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