Bibliographic record
Abstract
The anterior lobe of the pituitary gland. Adrenocorticotrophic hormoneThe principal peptide hormone from the anterior pituitary gland that regulates the release of the glucocorticoids from the adrenal cortex or interrenal gland. Adrenalectomy Surgical removal of the adrenal gland. AgonistA receptor ligand that activates the receptor. Alarm reactionThe first stage of Selye's General Adaptation Syndrome.The alarm reaction includes the perception of the stressor and the initiation of the stress response. Alarming stimuliThe stimuli or stressors that induce an alarm reaction. AllostasisThe adaptation of the organism to greater challenges, such as those brought on by stressors.Amygdala A region of the limbic brain associated with sensory input and motor output integration, and the processing of emotions and memory.Androgens A group of steroid hormones primarily associated with male-associated differentiation and reproductive activity, although the hormones are also found in females.Includes testosterone, androstenedione, dihydroxytestosterone and others. AngiotensinPeptide hormones associated primarily with diuresis.Includes angiotensin I and angiotensin II which are processed from angiotensinogen. AnoxiaSituations where no oxygen is available.Antagonist A receptor ligand that inhibits the action of the receptor. AntrumThe fluid-filled cavity that surrounds the ovum in a mature follicle.Sex, Stress and Reproductive Success, First Edition.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.688 | 0.522 |
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".