Feeding–swallowing difficulties in children later diagnosed with language impairment
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
AIM: The aim of this retrospective study was to assess the relationship between feeding-swallowing difficulties (FSDs) and later language impairments in children. METHOD: Retrospective analyses were carried out using the clinical files of 82 children with language impairments from a large urban rehabilitation center. Two subgroups of these children were established: children with motor impairments, referred to as the language impairment with motor impairment ('LI+MI') subgroup (n=23, mean age 4y 6mo, SD 8.7mo), and children without motor impairments, referred to as the language impairment without motor impairment ('LI-MI') subgroup (n=59, mean age 5y, SD 8mo). The prevalence of food selectivity, difficulties in sucking, salivary control issues, and food transition difficulties was extracted. Data were compared with a general population estimate of FSDs. RESULTS: FSDs were documented in 62% of the clinical files; 87% of these files were from the LI+MI subgroup and 53% were from the LI-MI subgroup. Among each subgroup of children with language impairments, the prevalence of FSDs was significantly higher than the general population estimate of 20% (LI+MI:χ(2) =55.965, df=1, p<0.001; LI-MI: χ(2) =32.807, df=1, p<0.001). Furthermore, the prevalence of FSDs was significantly higher in children with language impairments and motor impairments than in those with language impairments but without motor impairments (χ(2) =6.936, df=1, p<0.01). Both food transition difficulties (χ(2) =14.99, df=1, p<0.001) and salivary control issues (χ(2) =5.02, df=1, p=0.02) were more frequent in the LI+MI subgroup than in the LI-MI subgroup. Combinations of two or more FSDs were also more frequent in the LI+MI subgroup than in the LI-MI subgroup (χ(2) =4.19, df=1, p=0.04). INTERPRETATIONS: These findings suggest that early FSDs may be used as a potential marker for language impairment. However, larger prospective studies are needed to confirm this.
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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 | 0.000 | 0.000 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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