Strategies for Christian Educators and Administrators to move from pre-pandemic VUCA reaction to post-pandemic VUCA 2.0 response.
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
Abstract Pre-pandemic Volatile, Uncertain, Complex and Ambiguous (VUCA) realities added specific complexity to education and administrative practice at Christian schools, influencing Christian school educators and administrator reactions to the challenges experienced in their social and professional contexts (Ungerer, Ungerer and Herholdt, 2016). Post-pandemic realities however, will require greater diligence for Christian educators and administrators. The transition from pre-pandemic reactive responses to VUCA influence on Christian school environments to applying visionary, understandable, courageous and adaptive (VUCA 2.0) strategic principles for those same environments, is a necessary strategic challenge to accept. Christian school educators and administrators wanting to support a healthy and effective whole school practice and affirm identity, mission, purpose and strategic practice in a post pandemic environment must push through the fog of reaction and commit themselves to VUCA 2.0 success (George, 2017).
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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