Penatalaksanaan Fisioterapi Pada Kasus Bronkopneumonia Anak di Rumah Sakit Wijaya Kusuma Lumajang
Bibliographic record
Abstract
Bronchopneumonia is an infection that affects the airways entering the lungs, also known as the bronchi. Symptoms that arise are cough, fever, restlessness, dyspnea, rapid and shallow breathing, and cyanosis around the nose and mouth. Physiotherapy measures in the form of breathing exercises (deep breathing exercise and coughing) and postural drainage are appropriate interventions for this condition. The aim of the research was to determine the effect of physiotherapy interventions in the form of breathing exercise (deep breathing exercise and coughing) and postural drainage on children's brochopneumonia conditions at Wijaya Kusuma Lumajang Hospital. The research instrument used the Dalhousie Dyspnea Scales. The results of the study showed a decrease in the degree of shortness of breath from 5 to 2 with 8 treatments. So it can be concluded that breathing exercise and postural drainage are effective in reducing the degree of shortness of breath in bronchopneumonia patients
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".