Robotic telesurgery: a real‐world comparison of ground‐ and satellite‐based internet performance
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
BACKGROUND: Telesurgery was performed with ground vs. satellite networks, and differing satellite bandwidths. METHODS: The networks were compared during internal mammary artery (LIMA) dissection in pigs (n = 8). Length of LIMA dissected and surgical quality (five-point scale) were recorded. Also, satellite bandwidth was decreased (n = 7) to determine a limit for telesurgery. RESULTS: No significant differences existed in LIMA dissection during the ground (4.3 +/- 0.5 cm) and satellite phases (5.4 +/- 1.1 cm; p > 0.05) or in quality of surgery, although latency on satellite was 10 times greater (55 vs. 600 ms). With decreasing satellite bandwidth, surgery was not possible below 3 Mb/s, and quality of surgery was significantly decreased comparing 9 Mb/s (4.38 +/- 0.66/5) to 3 Mb/s (4.10 +/- 0.80/5; p < 0.05). CONCLUSIONS: Satellite communication is a viable telesurgical modality. Satellite bandwidth should be above 5 Mb/s during telesurgery if used primarily or as back-up.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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