General Expenses in the Provision of Public Health Services in 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
Specific expenses for general business needs as a part of the basic standard cost rate for a public service in the healthcare sector reflect the costs for the infrastructure facility itself, including the area of subdivisions of medical organizations in which a public service is provided, the conditions for providing medical care, and the capacity of the medical organization. Calculation of costs for this part of the basic rate is usually carried out by the method of the most effective institution or by the median method. This leads to high differentiation of the value of the basic standard cost for the corresponding public service, and to artificial and unreasonable use of correction coefficients individualizing the costs of medical organizations, which contradicts to the state policy on control of efficiency of the use of budgetary funds. The purpose of the study is to develop proposals for changing the methodology for accounting general expenses in the structure of the standard of financial costs for public health services on the example of the state service “Specialized medical care (except for high-tech medical care), not included in the basic program of compulsory medical insurance, according to the profile Phthisiology”, provided in hospital conditions.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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