Evaluation of the Test Characteristics of the HyMast® Bacteriological Test System
Bibliographic record
Abstract
Mastitis continues to be a disease of major economic importance to the dairy industry, despite the wide use of mastitis control programs. Approaches to mastitis therapy may range from conservative to aggressive, depending on cow and management factors. Knowledge of the organism, prior to treatment, would appear to be of benefit in selecting the most appropriate course of therapy. The HyMast® test (Pharmacia & Upjohn, Kalamazoo, Michigan) is a selective media bacteriological test system for detection of gram-positive (Staphylococci, Streptococci) and gram-negative (coliform) organisms in milk. Although the primary use of this test has been for decision making in mastitis therapy, there is interest in identifying specific organisms from the test. The objectives of this study were to evaluate the sensitivity and specificity of the HyMast test read by producers on-farm and by readers in-clinic at 3 time periods, compared to standard milk bacteriology.
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 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 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 | 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 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".