Supplementary Content of Real-Time Muscle-In-The-Loop Optimization for Physical Rehabilitation with an Active Exoskeleton - A Paradigm Shift
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
Supplementary Content of the Dissertation "<em>Real-Time Muscle-In-The-Loop Optimization for Physical Rehabilitation with an Active Exoskeleton - A Paradigm Shift</em>", by Tiago Rodrigues, 2021, presented to the University of Aveiro and to the Department of Physics of the same institution to fulfil the necessary requirements to obtain the Master of Science Degree in Biomedical Engineering, carried out under the scientific supervision of Professor Doctor Jorge Augusto Fernandes Ferreira, Associated Professor of the Department of Mechanical Engineering at the University of Aveiro, and Doctor Guillaume Vincent Durandau, Researcher of the Neuromechanical Modeling and Engineering Lab at the University of Twente.
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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 | 0.001 | 0.001 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.075 | 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