The Discussion of the HRM Practices and Procedures in Non-Profit Organization: A Case Study of Sunshine Consulting Call Center
Bibliographic record
Abstract
Sunshine Consulting Call Center (SCCC) is a call centre (CC) which offers consulting service to women who are suffering domestic violence. It is a non-profit organization that provides high quality service with low cost. All of SCCC’s operators are volunteers. So, the Human Resource Management (HRM) practices and procedures in SCCC are different with that of profit CC. The recruitment process lays emphasis on recruitees’ emotional intelligence; performance management uses more informal evaluation rather than hard monitoring; training should not only offer to new recruiters, but also old volunteers; employees well-being consideration, which include stress management, work-life policies and occupational health and safety (OHS) also offered to retain and motivate volunteers.
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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 | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.027 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.006 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".