An automated centrifugal centrifugal microfluidic system integrated with etalon sensor films for rapid image analysis detection of hormones in milk
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Microfluidic technology can provide cost-efficient, user-friendly devices for applications in the life sciences,\nenvironmental monitoring and the agrifood, through miniaturization and automation. In Alberta, undetected estrus\nis the leading reason for poor reproductive efficiency in dairy herds. Therefore, accurately identifying estrus by\nmonitoring related hormones will be ultimately beneficial. Herein, we developed an automated centrifugal\nmicrofluidic disc aimed at realizing low-cost, easy-to-use, rapid on-site hormone detection in aqueous solutions.\nThe workflow is designed with direct delivery of milk to the device, integrated sample cleanup, followed by ondisc\nanalysis with embedded color sensor films and a simple camera.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 it