Phonetic Duration, Phonological Quantity and Prosodic Structure in Inari Saami
Bibliographic record
Abstract
Inari Saami, an endangered Finno-Ugric language of Northern Finland, is reported to have a three-way surface contrast in consonant length (short, halflong and long). We studied disyllabic words (C)V1CxV2(C) using data from 5 native speakers under two conditions, with short and long preceding vowel, V1, and found support for the claim that Inari Saami has a ternary contrast in consonant length. The three-way length contrast is more robust following a short V1. The duration of V2 correlates negatively with the length of the medial consonant. However, there is one major departure from this pattern. When both V1 and the medial consonant are long, V2 is also longer. This finding supports the idea that disyllables of this class differ from the others in their prosodic structure in having two metrical feet rather than one. This interpretation tallies with independent evidence from synchronic morphophonology and the historical development of the prosodic system of Inari Saami.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".