Basic Planning for Quality: Training in Analytical Quality Management for Healthcare Laboratories. James O. Westgard. Madison, WI: Westgard QC, Inc., 2000, 272 pp., $60. ISBN 1-886958-13-0.
Bibliographic record
Abstract
This volume is James Westgard’s third desktop-published book and follows Basic Method Validation: Training in Analytical Quality Management for Healthcare Laboratories and Basic QC Practices: Training in Statistical Quality Control for Healthcare Laboratories . All of the chapters of Basic Planning are on the World Wide Web (www.westgard.com) and handily accompany Westgard’s QC Validator Program (list price of $495). Unlike the web version, the desktop-published version has an abundance of Hagar the Horrible cartoons (King Features Syndicate). Both contain a sprinkling of vintage medical laboratory cartoons by John Meyer. The title of the book …
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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 | 0.010 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".