Loss of age-related laminar differentiation of intracortical myelin in bipolar disorder
Bibliographic record
Abstract
Age-related changes of intracortical myelin in bipolar disorder (BD) have been observed to deviate from the quadratic age curve observed in healthy controls (HC), but it is unclear if this holds at varying cortical depths. From BD (n = 44; age range = 17.6-45.5 years) and HC (n = 60; age range = 17.1-45.8 years) participants, we collected 3T T1-weighted (T1w) images with strong intracortical contrast. Signal values were sampled from 3 equivolume cortical depths. Linear mixed models were used to compare age-related changes in the T1w signal between depths and between groups at each depth. In HC, the age-related changes were significantly different between the superficial one-fourth depth and the deeper depths in the right ventral somatosensory (t = -4.63; FDRp = 0.00025), left dorsomedial somatosensory (t = -3.16; FDRp = 0.028), left rostral ventral premotor (t = -3.16; FDRp = 0.028), and right ventral inferior parietal cortex (t = -3.29; FDRp = 0.028). BD participants exhibited no differences in the age-related T1w signal between depths. Illness duration was negatively correlated with the T1w signal at the one-fourth depth in the right anterior cingulate cortex (rACC; rho = -0.50; FDRp = 0.029). Physiological age-related and depth-specific variation in the T1w signal were not observed in BD. The T1w signal in the rACC may reflect lifetime disease burden in the disorder.
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How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".