Stereo 3D mouse (S3D-Mouse): Measuring ground truth for medical data in a virtual 3D space
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
We introduce a novel approach of applying stereoscopy principles to simulate a virtual 3D pointing device based on two or more views of an ordinary mouse cursor. The system assists a user point to a desired location inside the virtual 3D space projected by a stereoscopic display. The technique is designed for easy perception, and thus interpretation, of depth information in a 3D context. A target application is the measuring of ground truth for 3D medical data. To illustrate how our virtual stereoscopic cursor works, we have implemented a multi-view stereo visualization software and a simple 3D editing toolset for manipulating 3D objects. Experimental results suggest the effectiveness of using the device in term of detection accuracy and user satisfaction compared to using an ordinary mouse on a conventional 2D screen.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| 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