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Record W2118287870 · doi:10.3171/ped.2005.103.3.0219

Children and television tipovers: a significant and preventable cause of long-term neurological deficits

2005· article· en· W2118287870 on OpenAlexaff
R R Yahya, Peter B. Dirks, Robin P. Humphreys, James T. Rutka, Michael D. Taylor, James M. Drake

Bibliographic record

VenueJournal of neurosurgery · 2005
Typearticle
Languageen
FieldMedicine
TopicChild Abuse and Related Trauma
Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto
Fundersnot available
KeywordsMedicineGlasgow Coma ScaleHead injurySurgeryHead traumaRetrospective cohort studyMedical recordPediatrics

Abstract

fetched live from OpenAlex

OBJECT: Television tipover has recently been recognized as a significant cause of injury in children, and head injury accounts for most of the associated deaths. The authors reviewed their experience with children who sustained head injury from falling televisions. METHODS: Children admitted with the diagnosis of head injury related to falling televisions since 1992 were identified from the authors' trauma database, and a retrospective review of the medical records was performed. Eighteen patients were identified: 13 boys and five girls whose ages ranged from 12 months to 10 years (mean 44 months). The admission Glasgow Coma Scale (GCS) score was 15 in 10 patients. Only three patients had a GCS score of 8 or less (one patient had a score of 4). Neurological examinations were normal in 10 patients; three had cranial nerve deficits and three had otorrhea, otorrhagia, or hemotympanum. Radiological abnormalities included 16 skull fractures, three epidural hematomas, three small subdural hematomas, one intracranial hemorrhage, and three venous obstructions of the transverse-sigmoid sinus. The mean hospital stay was 8.9 days (range 2-39 days). Follow up at 0.2 to 68 months (mean 13.4 months) revealed severe neurological deficits in one patient and cranial nerve deficits of cranial nerves six, seven, or eight in six patients. CONCLUSIONS: Falling televisions result in significant head injuries in children, with substantial short- and long-term sequelae. This injury is easily preventable through simple measures taken by both the manufacturers and caregivers.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.031
Threshold uncertainty score0.334

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.016
GPT teacher head0.254
Teacher spread0.237 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations27
Published2005
Admission routes1
Has abstractyes

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