Fostering hope: a leader's first and last task
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
Purpose The purpose of the article is to call upon educational leaders to consider the forces that hinder hope‐giving and to consider viewing their work as inspiring warranted hope among their constituents in situations of well‐defined reality. Design/methodological/approach The author argues that hope is an essential component of leader agency which when unhindered and defined in a multidimensional fashion may be used to transform the experiences of learning communities. Findings The author argues that leaders who foster warranted hope in constituents will gain transformational leverage to improve educational practice and the experiences of learners and their communities. Practical implications The author provides leaders with an overview of the utility of a reality‐based notion of hope that may serve to legitimate and focus constituent energies and make sense of key organizational challenges. Originality/value Provides a unique framing and synthesis of the multi‐dimensional concept of hope into the context of educational leadership, association with relevant allied constructs, and the challenges of education in the twenty‐first century.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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