CRISIS MANAGEMENT AND ORGANIZATIONAL DEVELOPMENT: TOWARDS THE CONCEPTION OF A LEARNING MODEL IN CRISIS MANAGEMENT
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 field of crisis management currently faces two important limitations. First, this field has been distinguished by two major approaches to date, crisis management planning and analysis of organizational contingencies. However, despite what we have learned from these approaches, neither seems to lead to a crisis management learning model that fosters organizational resilience in coping with crises. Secondly, researchers have studied a number of events as case studies but have never synthesized these case studies. Consequently, each crisis seems idiosyncratic and administrators continue to repeat the same errors when a crisis occurs. The research proposal presented in this paper 1 aims to remove these limitations by bringing together two apparently opposing fields of study, that of crisis management, characterized by what are perceived as specific events, and that of organizational development, characterized by the strengthening of organizations’ capacities to cope with lasting changes. This paper proposes to explore their potential to work together theoretically and empirically through a research design.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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