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
The Frahm damper, also called a tuned mass damper (TMD), is a device used to attenuate the vibrations of a mechanical system. It consists of an oscillating damped mass which forms the auxilliary system that is attached to a particular location of a structure (the main system) to minimise its mechanical vibrations . The TMD's are very useful in engineering applications as they can prevent damage or outright structural failure. They are included, for instance, in floor systems, balconies, monumental staircases and pedestrian bridges. They are also frequently used in power transmission and cars. When designing a TMD, the key factor is the tuning of some of parameters to achieve the desired performance. We aim to study the optimization of the TMDs. For that purpose, the Lagrangian approach to deriving the equations of motion is used. We define the dynamical amplification factor that will be used to study the optimization of the TMD. Some commands of Maple software are used to achieve this goal.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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