Melody Shape - A Suggested Novel Attribute for the Biomedical Analysis of the Infant Cry
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
The biomedical analysis of the infant cry is aimed to find connections between several diseases during infancy and their influence on the human sound production system. A new, non-invasive diagnostic tool could be created, if these connections were fully discovered. Various reports have already dealt with the analysis of the crying sound for physiological, psychic, physical, developmental, etc. reasons. In these studies characteristic attributes of the infant cry were obtained and analyzed. In the time domain mostly absolute and normalized durations, in the frequency domain frequency components, intervals were determined. The melody of crying was analyzed occasionally as there were no exact methods for categorizing the shapes of the melodies. In this paper the authors introduce a new system for categorizing the melodies. By this system the analysis of the melodies can be evaluated in an easy and objective way that it could be included in further biomedical researches dealing with the infant cry.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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