Pengenalan Profesi Arsitek dan Perencana Kota melalui Kelas Hibrid Interaktif pada Masa Pandemi Covid-19 bagi Siswa SD di Banda Aceh
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
This article reports on the design and implementation of thematic extracurricular activities for primary school students regarding the introduction of two professions : architect and urban planner. The program was carried out during the pandemic with all the limitations for direct physical interaction. This report elaborated methods for combining materials and ways to manage interactions in such situation. The combination of materials is expected to provide an introduction to the professions and introduce knowledge about the field in an interesting and age-appropriate way for children. It also act as a proxy to reach parents and schools with architectural design and urban planning issues. Implementation that combines offline and online methods is an alternative model for implementing other activities both during the pandemic and in normal situations. The results of the activity show that students and parents were very interested and actively involved. The main obstacle faced and worth anticipating in implementing similar activities is the level of familiarity with online interactions (with was new at the time) and finding mechanisms for activities to develop scientific interests at an early age, not incidentally but on a regular basis.
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 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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