Hubungan Response Time Perawat Berdasarkan Level Canadian Triage Acuity Scale (CTAS) Dalam Penanganan Kegawatan Di IGD Sumedang
Bibliographic record
Abstract
Instalasi Gawat Darurat (IGD) merupakan unit terdepan dalam penanganan pasien kritis di rumah sakit. Kecepatan response time yang optimal amatlah penting untuk memastikan keamanan dan kepuasan pasien. Evaluasi terhadap waktu respons perawat berdasarkan Canadian Triage Acuity Scale (CTAS) menjadi suatu keharusan mengingat jumlah kunjungan pasien yang signifikan. Penelitian ini bertujuan untuk mengetahui response time perawat berdasarkan level CTAS dalam penanganan kegawatan di IGD. Metode penelitian ini adalah analitik observasional dengan desain cross-sectional, dilaksanakan di IGD RSUD Sumedang. Populasi terdiri dari 34 perawat IGD yang menggunakan teknik total sampling. Penelitian ini menunjukkan tidak adanya hubungan signifikan antara response time perawat dan level CTAS di IGD RSUD Sumedang. Hal ini diperkuat dengan hasil uji Mann-Whitney yang menunjukkan nilai p-value sebesar 1.000 (p > 0.05), serta dari hasil uji Spearman Rho didapatkan p=0.344 (p>0.05) menunjukkan adanya hubungan positif antara level CTAS dan response time perawat di IGD RSUD Sumedang. Dengan demikian, dari data yang diamati bahwa di IGD RSUD Sumedang, semakin tinggi level CTAS maka semakin cepat response time perawat. The Emergency Room (IGD) is the leading unit in handling critical patients in hospitals. Optimal response time speed is very important to ensure patient safety and satisfaction. Evaluation of nurse response time based on the Canadian Triage Acuity Scale (CTAS) is a necessity considering the significant number of patient visits. Objective: Penelitian ini untuk mengetahui waktu respon perawat berdasarkan level CTAS dalam penanganan kegawatan di IGD. Metode penelitian ini adalah observasional analitik dengan desain cross-sectional, dilaksanakan di IGD RSUD Sumedang. Populasi terdiri dari 34 perawat IGD yang menggunakan teknik total sampling. This research shows that there is no significant relationship between nurse response time and CTAS levels in the ER at Sumedang Regional Hospital. This is reinforced by the results of the Mann-Whitney test which shows a p-value of 1,000 (p > 0.05), as well as the Spearman Rho test results obtained p = 0.344 (p > 0.05) indicating a positive relationship between CTAS level and nurse response time in Sumedang Regional Hospital Emergency Room. Thus, from the data observed, in the ER at Sumedang Regional Hospital, The higher the CTAS level, the faster the nurse's response time.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.022 | 0.003 |
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".