Pemberdayaan Usaha Kecil Menengah (UKM)/Usaha Rumah Tangga (URT) Kerajinan Kulit di Kabupaten Bantul Yogyakarta
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
<span><em>Growth of Informal Sector UKM/URT leather so far has been getting </em><span><em>the attention of the government , but not enough attention is because it has not </em><span><em>touched the substance of empowering UKM/URT as part of the global economic </em><span><em>system. This is because coordination, focus and formulation of each department </em><span><em>tends to rule out a profitable strategy UKM/URT, but more nuanced political or </em><span><em>business-oriented on the other side. Growth of UKM/URT themselves usually stop </em><span><em>at the base phase where after working through internships (replication) for a bold </em><span><em>new step on their own (work Independently) goes directly compete and survive. </em><span><em>This method is very common UKM/URT for this so that UKM/URT less have a </em><span><em>comparative advantage, because it is still a single fighter for all matters both for the </em><span><em>production, management, marketing, etc. In fact, everything is done the traditional </em><span><em>(manual, non-corporated). Under these conditions, the role of government and </em><span><em>business associations are expected to be suporting system is vital for UKM/URT. T</em><span><em>hus, in the era of regional autonomy of local governments should empower UKM/</em><span><em>URT as the main pillars of the regional economy. The role of business associations </em><span><em>are not limited to the expected orientation solely capital adequacy but also to think </em><span><em>of innovation, improvement of production systems, design, quality control, </em><span><em>management, marketing systems, as well as having a dual role that regulate the </em><span><em>production and marketing systems, including the progressively explore marketing</em><span><em>. Until this approach is necessary as a form of cultural and structural dynamics of </em><span><em>society from an agrarian society to a modern society that direction must inevitably </em><span><em>be faced by society as a whole is not denied even occur in all sectors of development.</em></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br /></span>
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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