Bibliographic record
Abstract
HT Serotonin 5HTT Serotonin transporter 5HTP 5-hydroxytryptophan 5-HT1A Serotonin receptor 1A 5HT1B Serotonin receptor 1B 5HT2 Serotonin receptor 2 5HT2A Serotonin receptor 2A ABC Avidine-biotine complex AC Anterior commissure ACTH Adrenocorticotrophin hormone AFP α-fetoprotein ANOVA Analysis of variance tests AR Androgenreceptor AVP Arginine-vasopressine AVPv Anteroventral periventricular nucleus BDNF Brain derived neurotrophic factor BrdU 5-bromo-2-deoxyuridine BST Bed nucleus of the stria terminalis CBG Corticosteroid binding globulin CORT Corticosterone CF Control + Fluoxetine CNS Central nervous system CRH Corticotropin-releasing hormone CV Control + Vehicle DAB 3,3-diaminobenzidine DCC Dextran-coated charcoal DCX Doublecortin DG Dentate gyrus E2 17β-oestradiol FX Fornix Fluox Developmental fluoxetine exposure
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.007 | 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".