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 21st century is seeing dramatic shifts in the business environment. In order for organizations to adapt to these shifts, they must be more flexible and learning oriented. To thrive in this environment, organizational leaders must facilitate and build the capacity for learning throughout the organization. Organizational leadership is looking for employees to bring more than technical competencies or subject-matter expertise to their work; they are requiring specific learning-oriented competencies such as critical thinking, problem-solving, agility, adaptability, initiative, communication, and collaboration among others. To that end, business education is under heavy criticism for failure to produce the workforce needed to meet the demands of the 21st century. We set out to develop a conceptual teaching and learning model anchored in transformative and constructivist perspectives of learning that engages the whole learner in learning, reflective practice, and interactions with learning facilitators, other learning agents, and actors in a learning context.
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 | 0.000 | 0.002 |
| Open science | 0.000 | 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