Resource usage in outpatient care and reimbursement for cystic fibrosis in Germany
Bibliographic record
Abstract
OBJECTIVE: Objective of this study is to assess and evaluate resource use in outpatient treatment in Germany and to compare it with remuneration. METHODS: Outpatient treatment was evaluated in seven different centers for pediatric and adult CF patients. Data were recorded during one representative month in 2006. A micro-costing approach was used to value resource use data. RESULTS: For outpatient treatment mean costs (excluding drugs) of 488 € per patient per quarter occurred. Correlation analyses identified significant cost drivers including age and co-morbidities (pancreatic insufficiency, hepatobiliary complications, lung function capacity, or bacterial lung colonization). Remuneration covered only 51% of the total costs (252 € per patient/quarter). CONCLUSIONS: As the human resources available to these centers today are already below the requirements set by the European consensus for standards of CF care it will be important for a high level of patient care to reach a cost-covering remuneration scheme.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".