Debating the Impact of Television and Video Material on Very Young Children: Attention, Learning, and the Developing Brain
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 The debate about the potential of television and video material to enhance or diminish cognitive development in infants and toddlers has been complicated by speculation regarding the relation between early exposure to these media and the developing brain. Those on both sides of the debate draw on findings from developmental and neuroscience literatures to make explicit or implicit arguments that video experience during the first 2 or 3 years can have a unique and powerful impact on learning that cannot be readily duplicated or undone outside this sensitive period of development. This article tries to put such speculation into perspective by considering it within the framework of W. T. Greenough, J. T. Black, and C. S. Wallace’s (1987) distinction between experience-expectant and experience-dependent plasticity. Data from infant-learning and attention research are used to illustrate how this distinction illuminates both sides of the debate.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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