Gifted children with written output difficulties: Paradox or paradigm
Bibliographic record
Abstract
Abstract This study was designed to ascertain the prevalence of written output deficits in young gifted children, to delineate the relationship between written output performance and reading performance, and to identify possible mechanisms for specific written output deficits in such children. Data from a sample of children scoring >120 on at least one IQ or achievement subscale indicated: (1) that there was a significant incidence of discrepancies between written spelling scores and reading (decoding) scores, as compared to the population; (2) that performance on spelling tasks was more subject to a maturational timetable than decoding was; (3) that performance on spelling tasks is less amenable than performance on decoding tasks to compensatory enhancement by higher level processing, and involves a sequential processing module that is shared with calculation but not with decoding; and (4) that strengths in visual‐spatial tasks may interact with relative weaknesses in both decoding and calculation tasks to predict even poorer performance on written spelling tasks.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".