Rancang Bangun Prototype Alat Smart Parkir Memonitoring Tempat Parkir Kosong Secara Real Time Menggunakan Internet of Things
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
Sistem berbasis Internet of Things (IoT) telah dikembangkan untuk memantau kadar asap rokok di dalam ruangan secara real-time menggunakan sensor MQ-2. Sensor ini menunjukkan kinerja optimal dalam mendeteksi berbagai jenis gas, termasuk asap rokok, dengan sensitivitas yang memadai. Implementasi sistem ini memungkinkan data pemantauan diakses jarak jauh melalui aplikasi Blynk, menyediakan kontrol dan notifikasi otomatis. Sistem ini dapat mengaktifkan alarm atau ventilasi ruangan secara otomatis ketika kadar asap melebihi batas aman, serta memberikan notifikasi langsung kepada pengguna saat kondisi berbahaya terdeteksi. Hasil pengujian mengkonfirmasi keakuratan deteksi dan efektivitas sistem dalam menjaga kualitas udara dalam ruangan.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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