Profile of Women Dairy Farmers in Two Villages of Mymensingh District
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
Dairy farming assumes most important role in providing income generating opportunities particularly for rural women in Bangladesh. To access the socio-economic status of dairy farmers, this study was carried out in selected areas of Mymensingh district. Total sample size was 50 and sample data were obtained from V1 (modern dairy farming), V1 (traditional dairy farming) and V2 (traditional dairy farming) through direct interviews using questionnaires. Simple statistical methods such as frequency, percentage and mean were used to analyze the sample data. V1 (M) women use modern technology of dairy farming and V2 (T) is traditional village. Financial conditions of selected farmers were investigated in study areas. It was found that households in V1 (M) had more household income and well status than others and that V1 (M) woman were more educated and older with longer experience in dairy farming. Relatively wealthy households and educated/experienced women tend to adopt modern dairy farming.
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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 | 0.001 |
| 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