When consonants resemble vowels: investigating protracted phonological development in Akan
Bibliographic record
Abstract
This paper addresses the phonology of an Akan-speaking child aged 5;3 with Protracted Phonological Development. His phonological system had many strengths, with most consonants accurate at least some of the time and with many long words, but with weaknesses that lead to a very low Whole Word Match. In addition to some difficulty with consonant and vowel sequences (leading to assimilation), there are issues relative to complex consonants that contain vowel features (consonants with secondary articulations, the labiopalatal glide, and /r/) and with syllabic consonants (nasals and /r/) that lead to deletion, epenthesis, and some extensive changes in output. One complex place of articulation (alveolopalatal) is well-established and frequently overgeneralized in the output. We present a non-linear analysis of his speech production and a plan for intervention targeting his 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 | 0.003 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".