HUBUNGAN PERILAKU DAN LINGKUNGAN RUMAH DENGAN TB PARU DI WILAYAH KERJA PUSKESMAS PANYABUNGAN JAE
Bibliographic record
Abstract
ABSTRACT Pulmonary tuberculosis or pulmonary tuberculosis is a contagious infectious disease that attacks the lungs and bronchi. This disease is caused by mycobacterium tuberculosis which spreads through the air of human respiratory discharges. In 2017, the figure of Case Notification Rate / CNR (new case) of pulmonary TB (+) in North Sumatra was 104.3 / 100,000 population and Mandailing Natal District became an area second place with CNR of 187 / 100,000 population. One of the factors that can affect the recovery of pulmonary TB include behaviors such as knowledge, attitudes and actions as well as the environment such as ventilation area and occupancy density. The purpose of this study was to determine the relationship of behavior and home environment to the incidence of pulmonary TB in Panyabungan Jae Public Health Center in 2019. This type of research uses analytic survey method with cross sectional approach. The sample in this study were 56 people taken by total sampling technique. The results showed that the majority of respondents have less knowledge, negative attitudes, actions are not good, the area of ventilation of the house does not meet the requirements and the density of dense occupancy with the majority of the occurrence of pulmonary TB. Bivariate test results found that there is a relationship between knowledge (p = 0.003), attitude (p = 0.010), actions (p = 0.013), ventilation area (p = 0.003) and density (p = 0.017) with the incidence of pulmonary TB in the Panyabungan Jae Public Health Center. It is expected that the community in the Panyabungan Jae Puskesmas area will be more active in carrying out the examination and treatment of new TB and following the management of pulmonary TB provided by health care workers. The next researcher is expected to be able to develop research on the factors that cause pulmonary TB in a region
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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 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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".