Towards Hospital Marketing at the Brazzaville University Hospital Center
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 theoretical framework of this article is service marketing. It endeavors to show that the hospital restructuring of the Brazzaville University Hospital Center (CHUB) has the major objective of significantly reducing the hospital mortality rate at the CHUB to around 10%. To achieve this, in 2019 the Congolese government signed a governance contract with the International Health Unit of the Centre hospitalier universitaire de Montréal to ensure that in three years, 2019-2022, the CHUB will regain its attractiveness to patients. The new governance, based on hospital marketing, encountered obstacles related to change during year 1 of its implementation. The article deals with the level of implementation of hospital marketing within the CHUB based on five hypotheses and considers conditions for success by 2022.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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