Consonants lost: a Swedish girl with protracted phonological development
Bibliographic record
Abstract
This paper addresses the phonology of a Swedish girl, aged 3 years 10 months, with extensive phonological difficulties that include an unusual phonological pattern. She had relatively well-developed phonological building blocks in terms of features, stress pattern and word length (number of syllables), but had extensive difficulties regarding syllable and word shapes, with frequent deletions of both segments and whole syllables. Word-initial position was dominated by non-continuant consonants, both voiced and voiceless, with extensive deletion. Word-medial position was dominated by voiceless obstruents, with extensive use of [j] in place of voiced consonants. Word-final position was similar to word-medial, but with more deletion than [j]. Non-initial stressed syllables resemble word-initial syllables. Consonant clusters mirrored singletons, i.e. with similar substitution patterns or deletions. We present a non-linear analysis of her speech production, and a plan for intervention targeting her special difficulties.
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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 | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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; both teacher heads agree on what is shown here.
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".