An Evaluation of Groundnut Processing by Women in a Rural Area of North Central Nigeria
Why this work is in the frame
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Bibliographic record
Abstract
This study evaluated the economic empowerment potentials of groundnut processing by women in rural areas of Northcentral Nigeria state using a sample of 100 women processors randomly selected from the study area. Data analysis wasdone using Descriptive statistics, Net Farm Income Model and Data Envelopment Analysis (D.E.A). An average netreturns of N10, 586.6 was obtainable within a processing cycle. The average pure technical and scale efficiency scoreswere 80 and 83 percent respectively. The major constraints confronting the processing of groundnut include inadequatecapital for expansion and lack of processing machines. A significant opportunity exists for empowering rural womenthrough groundnut processing.
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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 | 0.016 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.005 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.002 | 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