An early reader two decades later: a follow‐up case study on the Metacognitive reading strategies of ‘Jan’
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
Abstract This is a follow‐up study regarding one of the early readers whose metacognitive reading strategies were explored in my 1991 qualitative case study research, published in Reading , 29 (2), 30–33. Unique factors in the original study involve the inclusion of young children as informants related to self, task and text. Six‐year‐old ‘Jan’ is now almost 26, and a semi‐structured interview method was used to examine effects the previous study may have had on her development as well as her current preferences regarding reading strategies, comparing her profile to that of her past reading self. In addition, the contemporary qualitative study explores conclusions regarding the reading process that might assist educators in the teaching of reading as well as facilitate further research with young children. Results of this follow‐up study support involving young children as informants regarding their literacy events and imply the need for further research regarding adult readers, related to further understandings of the reading process and best educational practice.
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 | 0.001 |
| 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