Impact of age and diet on semen quality and male fertility
Bibliographic record
Abstract
Semen analysis is comprised of a set of descriptive measurements of spermatozoa and seminal fluid parameters that help to estimate semen quality and quantity. It provides useful information concerning sperm production, sperm morphology, sperm motility and viability. The analysis also involves determination of patency of the male genital tract, secretions of the accessory organs, as well as ejaculation and emission. The purpose for semen analysis is to determine the semen constituents (both macroscopically and microscopically), determine the semen analytic parameters of men from relatively the same region, and distinguish these acquired parameters of every male subject in this project with respect to those with the possibility of infertility. (not definitive measure of fertility), and use the study to improve the knowledge of individuals interested in or affected by any form of sperm abnormalities. This is to reduce the need for more complicated interventions for the female partner, and rule out significant medical problems that may be contributing to a poor semen analysis.
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 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 | 0.002 | 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) | 0.000 | 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".