Kindergarten school readiness and fourth‐grade literacy and numeracy outcomes of children with special needs: a population‐based study
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
In British Columbia, Canada, two population‐based databases have been linked at the level of the individual child: the Early Development Instrument, a Kindergarten school readiness measure; and the Foundation Skills Assessment, a Grade Four academic assessment. Utilising these linked data, we explored the early school readiness, literacy, and numeracy outcomes of a province‐wide study population of children with special needs (N = 3677) followed longitudinally from Kindergarten to Grade Four. In particular, we explored the categories of special needs among our study population. In addition, we investigated the Kindergarten school readiness and Grade Four literacy and numeracy outcomes of children with special needs. We also explored the Grade Four literacy and numeracy outcomes of children with special needs who were ‘not school ready’ at Kindergarten. Finally, we identified the categories of special needs of children who participated in the Kindergarten data collection, but were missing literacy and numeracy scores at Grade Four. Future directions are discussed.
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.
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 | 0.000 |
| 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