The Ultrasensitive Luteinizing Hormone (LH) ELISA Gets a New Lease on Life
Bibliographic record
Abstract
Journal Article The Ultrasensitive Luteinizing Hormone (LH) ELISA Gets a New Lease on Life Get access Daniel J Bernard, Daniel J Bernard Department of Pharmacology and Therapeutics, McGill University, Québec, CanadaDepartment of Anatomy and Cell Biology, McGill University, Québec, Canada Correspondence: Daniel J. Bernard, PhD, Department of Pharmacology and Therapeutics McGill University, 3655 Promenade Sir William Osler, Suite 1320, Montreal, QC H3G 1Y6, Canada. Email: daniel.bernard@mcgill.ca https://orcid.org/0000-0001-5365-5586 Search for other works by this author on: Oxford Academic Google Scholar Luisina Ongaro Luisina Ongaro Department of Pharmacology and Therapeutics, McGill University, Québec, Canada Search for other works by this author on: Oxford Academic Google Scholar Endocrinology, Volume 163, Issue 10, October 2022, bqac123, https://doi.org/10.1210/endocr/bqac123 Published: 05 August 2022 Article history Received: 20 July 2022 Editorial decision: 01 August 2022 Published: 05 August 2022 Corrected and typeset: 27 August 2022
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.005 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".