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EARLY HYPODENSITY ON COMPUTED TOMOGRAPHIC SCAN OF THE BRAIN IN AN ACCIDENTAL PEDIATRIC HEAD INJURY

2007· article· en· W2081690912 on OpenAlexaff
Paul Steinbok, Ken Poskitt, D. Douglas Cochrane

Bibliographic record

VenueNeurosurgery · 2007
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury and Neurovascular Disturbances
Canadian institutionsCochraneBC Children's HospitalUniversity of British Columbia
Fundersnot available
KeywordsMedicineAccidentalHead injuryGlasgow Coma ScaleComa (optics)Head traumaComputed tomographicComputed tomographyRadiologySurgeryNuclear medicine

Abstract

fetched live from OpenAlex

OBJECTIVE: Hypodensities on computed tomographic (CT) brain scans are thought to take at least 6 hours to become apparent after blunt head trauma. This finding, in conjunction with the later evolution of the hypodensities, is used in timing the injury in children with suspected non-accidental brain injury, in whom the history may be inaccurate. The purpose of this study is to report the occurrence of diffuse cerebral parenchymal hypodensities on CT scans performed within 5 hours of a well-defined accidental head injury. METHODS: A retrospective review was performed of five patients admitted to British Columbia Children's Hospital who had accidental head injury and who were identified as having diffuse cerebral hemispheric hypodensities on early CT scans. RESULTS: We present five patients (age range, 4 mo-14 yr) with well-documented accidental head injuries who demonstrated obvious and extensive CT brain scan cerebral hemispheric hypodensity from 60 minutes to 4.5 hours after trauma. All five patients presented with severe head injuries and immediate, unremitting coma, and all five progressed rapidly to brain death within 48 hours. CONCLUSION: It is unusual, but possible, to develop CT hypodensities as early as 1 hour after accidental head injury. In our small series of cerebral hemispheric hypodensity occurring less than 5 hours after trauma, all five patients had a uniformly fatal outcome. These observations may be important medicolegally in the assessment of the timing of head injury when the history of the trauma is not clear, as in children with suspected non-accidentally inflicted injury. It is inappropriate to generalize these findings to patients who are not unconscious immediately after a head injury, who regain consciousness after an injury before deteriorating, or who do not progress rapidly to brain death.

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)0.001
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 score0.004
Threshold uncertainty score0.547

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.024
GPT teacher head0.280
Teacher spread0.257 · 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

Citations14
Published2007
Admission routes1
Has abstractyes

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