Structural Connectivity of the Insula
Why this work is in the frame
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Bibliographic record
Abstract
The insular cortex is an extensively connected brain region that has recently gained considerable interest due to its elusive role in several pathological conditions and its involvement in a variety of functions. Structural connectivity studies have identified connections to the frontal, temporal, and parietal cortices, with both a rostro-caudal and a dorso-ventral organizational pattern. The insula is also widely connected to subcortical structures. The use of diffusion-weighted imaging in insular epilepsy has not yet reached its full potential; however, it may still provide some insights into its pathophysiology, assess long-term consequences, and help prevent operative complications. This chapter explores the insula's structural connectivity and promising applications in the field of insular epilepsy.
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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 | 0.000 | 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 | 0.001 | 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