Evaluation of a Distance Education Radio Farm School Programme in India: Implications for Scaling up
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
Distance education radio programmes on poultry farming with registered participants were organized using the local language in an effort to link researchers to rural poultry farmers through radio broadcasts. This study, based on data from 74 participants and 60 non-participants, assesses the impact of the radio farm school on participants using Bennett's hierarchy. Information gathered from the participants included the inputs used, the production activities carried out, the outputs obtained and the reactions of the participants with respect to listening behaviour, opinions, knowledge, attitudes, adoption changes and SWOT parameters. Overall, the evaluation found that the farm school on radio with registered participants had a major impact on developing awareness, knowledge and changes in attitude and in involving end-users in outreach activities. The related implications for scaling up and harnessing the medium of radio to disseminate outreach information are discussed.
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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 | 0.001 | 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 | 0.001 | 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