Developing an innovative business model for hospital services in Iran: a case study of Moheb Hospitals
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: This paper aims to focus on the role of hospital business models by examining the innovative business model of Moheb Hospitals, which have successfully achieved the goal of reducing costs and delivering high-quality health-care services in Iran by encouraging public-private partnership. DESIGN/METHODOLOGY/APPROACH: This paper is a single case study. FINDINGS: The study results illustrate the hospital's current business model and its underlying elements. After presenting the findings, this paper is concluded by presenting the standing issues that should also be addressed and how improvements and adjustments can be made. ORIGINALITY/VALUE: This study offers new insight to identify and analyze the shortcomings of health-care sector in Iran and introduces new methods to efficiently use current competencies.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 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