The new 6th edition of the WHO Laboratory Manual for the Examination and Processing of Human Semen
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Semen analysis (SA) remains the \ncornerstone of male infertility evaluation \nand should ideally be performed by an \naccredited andrology laboratory or in \nvitro fertilization (IVF) clinics based on \nthe standards defined by the World Health \nOrganization (WHO) for the Examination \nand Processing of Human Semen and \nin accordance with the International \nOrganization for Standardization’s Basic \nSemen Examination on Specification and \nTest Methods.1,2 The first edition of the WHO \nLaboratory Manual on Semen Analysis \nProcessing was published in 1980, and since then, four modified and updated versions \nhave been released to improve SA standard \nmethods and incorporate new technologies \nto assess extended and advanced sperm \nparameters.3 \n Early this year, an anticipated \n6th edition draft has been sent out online for \npublic reviewing and feedback before its \nforthcoming official publication.4 \n The new 6th \nedition of the WHO manual aims to provide \nnot only an update of the current methods \nand thresholds but also an insight in recent \ndevelopments on semen examination, sperm \npreparation and cryopreservation, and \nquality control and assurance.
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.
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 | 0.001 | 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 it