Advances in fertility and reproductive medicine : proceedings of the 18th World Congress on Fertility and Sterility held in Montréal, Canada between 23 and 28 May 2004
Bibliographic record
Abstract
Preface. Plenary. Treating menopause in the 21st century - Where do we go from here? (I. Schiff). New developments in the evaluation and management of male infertility (R. McLachlan). Transcultural issues in gender selection (G.I. Serour). Is human fertility declining? (T.K. Jensen, A.N. Andersen, N.E. Skakkebaek). Human embryonic stem cells - potential applications for regenerative medicine (C. Reubinoff). Trilogy. Evidence-based infertility. Evidence based infertility: Evaluation of the female partner (J.A. Collins). Management of menstrual disorders. Medical management of menstrual disorders (J. Tupanainen). MIRENA (Su-Ling Yu). Menorrhagia - the role of endometrial ablation (M. Soweter). Advances in contraception and sterilization. Adolescent contraception (D. Apter, R. Caciatore, E. Hermanson). Evidence based reproductive surgery. Evidence-based reproductive surgery: endometriosis (J.L. Evers). Evidence based reproductive surgery: tubal infertility (H. Dechaud et al.). Future directions and development in reproductive surgery (T. Falcone). Optimizing outcome in assisted reproduction. Embryo transfer - a critique of the factors involved in optimizing pregnancy success (H.N. Sallam). Optimizing outcome in assisted reproduction - Reducing multiple pregnancy (D.L. Healy). Endocrine disrupters and ovarian function (W.G. Foster, M.S. Neal, E.V. YoungLai). Health in menopause. Menopause related definitions (W.F. Utian). Critique of the evidence from large trials of harmone replacement therapy (H. Rozenbaum). Health in the menopause: advances in management (S.O. Skouby). Current developments in assisted reproduction. Embryo selection and health (A. Veiga, G. Arroyo, P.N. Barri). In vitro maturation of human ova (A.L. Mikkelsen). Basic science in assisted reproduction. Basic science issues in assisted reproduction: gamete interaction (S. Brugo Olmedo). Apoptosis in testicular germ cells (D. Royere et al.). Implantation and uterine receptivity (A. Horcajadas et al.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.122 | 0.031 |
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".