Damage associated with the use of baby walkers
Bibliographic record
Abstract
This article presents an overview of 40 literary sources regarding injuries caused by baby walkers. The data from the first studies on the submitted subjects (1981) to the present were estimated for the first time in Russian scientific literature.
 Significant variations in the structure and volume of injuries worldwide were shown. This may be caused by the difference in the living quarter structure, cultural features, errors in data collection, accuracy of data sources, and improvement of the devices. However, in our opinion, two factors have the greatest influence: the design and specific technical solution of such devices and the presence of stairs accessible to the child in a residential building.
 In addition, the possibility of children acquiring thermal trauma in a walker was described, including the ability to reach dangerous items, such as heaters, ashtrays, electrical connections, and hot drinks, including poisons.
 The danger of walkers as a factor influencing the normal formation of bipedal locomotion and motor pattern was indicated.
 The authors underline the need to inform the public regarding the dangers of walkers as much as possible or to introduce a complete ban on their use, which was done in Canada in 2004 that led to a decrease in the level of child injuries.
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 | 0.001 | 0.001 |
| 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 | 0.002 |
| 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 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".