DGP-Empfehlungen zur pneumologischen Rehabilitation bei COVID-19
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 German Respiratory Society (DGP) has commissioned Assembly 12 "Rehabilitation, Prevention and Tobacco Control" to develop recommendations for the implementation of pulmonary rehabilitation in COVID-19 patients. This position paper is based on the current state of knowledge, which develops daily. This position paper describes the health consequences in COVID-19 as well as the indications for pulmonary rehabilitation. Rehabilitative therapies in COVID-19 are already indicated on the ward or intensive care unit, continue as early pulmonary rehabilitation in the acute hospital and as pulmonary rehabilitation in pulmonary rehabilitation centers. The main focus of this position paper is to propose recommendations for the content-related implementation of a multimodal, interdisciplinary pulmonary rehabilitation in COVID-19 patients.
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 | 0.002 | 0.117 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.007 |
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