Serum Free Light Chain and Drift: Calibrator Adjustment Needed?
Bibliographic record
Abstract
Journal Article Serum Free Light Chain and Drift: Calibrator Adjustment Needed? Get access Mark Griffiths, Mark Griffiths Diazyme Laboratories, Inc., Poway, CA, United States Search for other works by this author on: Oxford Academic Google Scholar Randal J Schneider, Randal J Schneider Abbott Laboratories, Abbott Park, IL, United States Search for other works by this author on: Oxford Academic Google Scholar Vathany Kulasingam Vathany Kulasingam Division of Clinical Biochemistry, University Health Network, Toronto, ON, CanadaDepartment of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada Address correspondence to this author at: Clinical Biochemistry, Toronto General Hospital, 200 Elizabeth St. Rm 3EB-362D, Toronto, Ontario M5G 2C4, Canada. E-mail vathany.kulasingam@uhn.ca. Search for other works by this author on: Oxford Academic Google Scholar The Journal of Applied Laboratory Medicine, Volume 9, Issue 2, March 2024, Pages 394–396, https://doi.org/10.1093/jalm/jfad122 Published: 01 March 2024
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.007 |
| Insufficient payload (model declined to judge) | 0.001 | 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".