Impact of Professionalism and Accountability among Royal Malaysian Police (RMP) Staffs in Selangor, Malaysia
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
One of the biggest challenges in public sector is to make the customer satisfied. The service provider of public sector in Malaysia face greater challenge in making their customers happy due to the lame systems. This paper attempts to develop a general framework by examining the concepts of professionalism, accountability, work quality, and customer satisfaction. The main purpose of this study is to increase the customer satisfaction by focusing on effectiveness, efficiency and productivity of a RMP staff through professionalism and accountability. In this study, the convenience sampling is used for data collection. A total of 86 respondents were participated in this research. The data has been gathered from the respective employees of the front-line services to measure the customer satisfaction based on the employees. The attempt of this paper is to improve the Effectiveness, Efficiency, and Productivity for the service delivery in public sector.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it