Bibliographic record
Abstract
Neurochemical, electrophysiological and behavioural evidence indicates that certain forms of goal-directed behaviours are mediated by complex and reciprocal interactions between limbic and dopamine (DA) inputs in the nucleus accumbens (NAc). Mesoaccumbens DA transmission appears to be compartmentalized; synaptic DA transmission is mediated by phasic burst firing of DA neurons, whereas extrasynaptic tonic DA levels are regulated by DA neuron population activity and limbic glutamatergic inputs to the NAc. DA release facilitated by limbic inputs and acting on D1 receptors can either potentiate or suppress neural activity driven by separate limbic inputs converging on the same postsynaptic NAc neurons. In turn, D1 receptors in the NAc mediate accuracy of search behaviour regulated by hippocampal-ventral striatal circuitries; D2 receptors appear to mediate motivational aspects of task performance. These findings suggest that dopaminergic modulation of limbic afferents to the NAc may be a cellular mechanism for input selection that governs the smooth coordination of behaviour by permitting information processed by one limbic region to temporarily exert control over the type and intensity of adaptive behavioural responses.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".