Mutuality in Scottish healthcare: Leading for public good
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
This paper offers an alternative paradigm to healthcare, and its delivery, by introducing the concepts of mutuality and empowerment into the existing NHS model of a public health system. In this paper, we will: revisit what is meant by mutuality; advance the meaning of the ‘public interest’ in this context; explore empowerment and community empowerment and their relationship to health; and introduce leading for the public good, which links these concepts and terms together via a dual development approach. It is suggested that this dual development approach will enable policy makers, practitioners in the NHS, and citizens to explore and evolve ways of leading and managing a mutual NHS, with public interest fora becoming the engines that will lead the development of mutuality. Our approach has not been taken from an observation of practice as such; rather, we suggest it as something to pursue as a consequence of theoretical reasoning applied to observations of practice in terms of policy ideas and outcomes of varied healthcare models that suggest inadequacies with existing approaches. It is hoped that this analysis will help researchers and practitioners alike to appreciate further the important concept of mutuality, and to suggest the importance of empowerment and leadership into the existing public health system paradigm.
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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 | 0.001 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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