An Appraisal of Sea Robbery Control in Nigeria’s Waterways: Lessons from Niger Delta Region
Why this work is in the frame
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Bibliographic record
Abstract
This study examined strategies adopted by relevant security agencies to curb sea robbery in Niger Delta Region of Nigeria. A multi-stage sampling technique was employed to select respondents’. A Sample of 400 was derived using Taro Yamane sample size determination technique. Questionnaires and oral interview were the methods used for data collection, while data collected were analysed using descriptive statistics. Results revealed that the joint task force (JTF) is selective in carrying out its constitutional mandate as their presence is felt only in critical facilities, which implies that security is porous and much is needed to guarantee safety of lives and properties on Nigeria territorial waters. Consequent upon this finding, crime-mapping as indicated on GIS map of sample states is recommended.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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