Authentic and ethical leadership during a crisis
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
In today's climate and environment, the conventional relationship between caring, economic, and leadership practices may no longer meet the needs of patients, clinicians, providers, or systems. It is asserted that in the current complicated and complex healthcare environment challenged by a multitude of issues, a shift toward human caring values and an ethic of authentic healing relationships is required, especially in light of the current COVID-19 pandemic. The costs of unethical behaviour can be even greater for followers. When we assume the benefits of leadership, we also assume ethical burdens. It is the assertion and experience of the authors that the triangle of ethics and ethical behaviour, followers, and patient outcomes is closely interrelated and affects each other in a very intimate and direct way. Unethical leadership may lead to follower disappointment and distrust, leading to lack of interest and commitment, consequently negatively impacting patient outcomes and organizational effectiveness.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.007 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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