Brain activation to favorite music in healthy controls and depressed patients
Why this work is in the frame
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Bibliographic record
Abstract
Reward-processing neurocircuitry has been delineated using verbal or visual processing and/or decision-making tasks. We examined more basic processes of listening to enjoyable music in healthy and depressed patients. The paradigm was passive, individualized, and brief. Sixteen depressed and 15 control individuals provided favorite music and identified neutral music from selections provided. In the fMRI scanner, individuals heard their neutral and their favorite music for 3 min each. Favorite versus neutral music-listening contrasts showed greater activation in controls than depressed patients in medial orbital frontal cortex and nucleus accumbens/ventral striatum. Left medial prefrontal cortex activity was positively correlated with pleasure scores, whereas middle temporal cortex and globus pallidus were negatively correlated with pleasure. This paradigm activated neurocircuitry of reward processing and showed clinically meaningful alterations in depression.
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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 | 0.001 |
| 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