The Degradative Characteristics of Hair in The Water Samples with Altered pH
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
Hair fibers are constructed of 3 parts, and a protecting protein called keratin. Keratin provides the hair fiber with durability in extreme conditions. The three parts that constitute a hair fiber are: the cuticle (outermost portion), the cortex (middle), and the medulla (innermost portion). Hair fibers were placed in water samples that had their pH level adjusted to represent acidic and basic solutions. This type of research can be useful in regards to forensic investigations involving drownings, considering freshwater and salt water have different pH levels associated with them. In extremely basic conditions, the hair fiber broke down and was stripped of its keratin; the colour of the fiber changed, and the inner medulla was perceivable.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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 it