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
BACKGROUND: Amber teething necklaces have widespread use as a natural health product to relieve the symptoms of childhood teething. Despite a growing number of injuries and fatalities resulting from their use, no studies exist to date that quantitatively assess the strangulation risk of amber teething necklaces. OBJECTIVES: The objectives of this study are to determine (a) if these necklaces release with the force required according to the American Society for Testing and Materials (ASTM) Standard Specification for Consumer Product Safety for Mechanical Requirements of Children’s Jewelry, and (b) if they release with the mean force required to occlude a young child’s airway, as determined in a study designed to inform manufacturing of products to reduce risk of accidental strangulation. DESIGN/METHODS: 15 amber teething necklaces were purchased from Canadian retailers. Necklaces were tested using the Breakaway Tension Test method reported in ASTM guidelines. Necklaces were tested with a 15 pound weight (industry standard) and with a 1.6 pound weight (mean force required to occlude a child’s airway). It was recorded whether the necklace released or remained intact at the end of each trial. RESULTS: Seven of fifteen necklaces did not open with 15 lbs of force. Eight of ten necklaces tested did not open with 1.6 lbs of force. CONCLUSION: Almost fifty percent of our sample failed to open with 15 pounds of force, which is the force used in the ASTM standard for children’s jewelry. Eighty percent of our sample failed to open with 1.6 pounds of force, which was the mean force to occlude a young child’s airway in a published study. These necklaces pose a strangulation risk to young children if they were to become caught.
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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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