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
He worked at the Social Therapeutic and Robotic Systems (STaRS) lab and the Center for Advanced Vehicular Systems (CAVS).His work involved redesigning systems to mimic biological counterparts, exploring new materials for rapid prototyping, and developing mechanical systems for robotics focused on human-computer interaction with both civilians and law enforcement.Since starting his studies at the University of Memphis in 2017, under Dr. Joel D. Bumgardner, he has delved into biomaterial development, nanoparticles, and additive manufacturing techniques like electrospinning, electrospraying, and 3D printing.His master's thesis, completed in December 2020, focused on "Electrosprayed Chitosan-calcium Phosphate Nanoshells Composite Coatings on Silanated Titanium Plates."Currently, he is pursuing his PhD, concentrating on 3D printing biological polymers for wound repair.
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