PEMBERDAYAAN UMKM PEREMPUAN KOTA DENPASAR DIBIDANG E-COMMERCE
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
Micro, Small, Medium Enterprise (MSME) in Indonesia, especially MSME business women in Denpasar – Balineeds innovation using information communicaton technology to expand their business. Then the enterprise canbe transformed to be e-commerce. Thus, e-commerce workshop has been designet and implemented for MSMEbusiness women in Denpasar City in collaboration with Department of Women and Children empowerment,Denpasar City. From the workshop evaluation results, most of participants were satisfied and theirunderstanding with e-commerce was increased. As a result, the workshop increases their capacity building as aMSME business woman in term of e-commerce. This is shown by their statements that more than 70% of totalparticipant approved the workshop was very effective, and they eager to implement it in their business.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 0.001 |
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