Operasional Pengelolaan Tempat Penampungan Sampah Sementara Reduce, Reuse, dan Recycle (TPS-3R) di Kelurahan Panambungan
Bibliographic record
Abstract
Sampah adalah buangan yang tidak berguna, tidak terpakai, dan berasal dari kegiatan manusia yang dihasilkan dari proses produksi, baik domestik (rumah tangga) maupun industri. Solusi untuk mengurangi masalah jumlah sampah yang masuk ke tempat pembuangan akhir salah satunya dengan menerapkan Reduce, Reuse, dan Recycle (3R). Penelitian ini bertujuan menjelaskan operasional TPS-3R, bagaimana kelebihan dan kekurangannya dalam menerapkan prinsip pengurangan, pemanfaatan kembali, dan daur ulang. Teknik pengumpulan data dilakukan dengan cara survei, wawancara, observasi, dan kunjungan instansi. Terdapat beberapa masalah yang masih perlu ditingkatkan untuk mencapai efisiensi yang lebih baik, yakni keterbatasan fasilitas, kurangnya kesadaran masyarakat, dan minimnya dukungan dari pemerintah setempat. Rekomendasi perbaikan mencakup peningkatan fasilitas daur ulang, penyuluhan masyarakat mengenai pentingnya TPS-3R, serta penguatan regulasi terkait pengelolaan sampah. Dengan langkah-langkah strategis ini, diharapkan TPS-3R dapat berkontribusi lebih signifikan dalam pengurangan sampah dan meningkatkan kualitas lingkungan di Kelurahan Panambungan.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".