A Study on Knowledge Gain, Adoption and Attitude towards Training of Farm Women in Port Blair, Andaman
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
An Ex Post Facto study was conducted in four clusters of villages in South Andaman block, Port Blair of South Andaman district. The respondents comprising of 240 farm women who had undergone three days training from KVK-CARI, Port Blair and also untrained (30 each in both category) on the subjects/enterprises namely mushroom cultivation, kitchen gardening, layer farming and fresh water pisciculture were randomly selected to infer the knowledge gain, adoption and the attitude towards the training. The respondents in the trained category gained medium level of knowledge, adoption and attitude towards training, whereas those of untrained gained low level. Among the total respondents in the trained farm women category, more than half (63.34%) showed medium level of adoption followed by high (23.33%) and low (13.33%), whereas in the untrained farm women category a little more than half (50.84%) showed low level of adoption followed by medium (28.33%) and high (20.83%) in all enterprises. It could be noticed that among the total respondents in the trained women category, more than half (60.83%) showed medium level of attitude towards training followed by high (27.50%) and low (11.67%), whereas in the case of untrained farm women a little less than half (48.33%) showed low level of attitude towards training followed by medium (30.00%) and high (21.67%). The finding will be of immense help in modifying the training process and regulating the variables to make them effective. It will also help the trainers in planning and designing the programmes on scientific lines.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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