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Record W2071819706 · doi:10.1097/pec.0b013e3180403088

Is Cardiopulmonary Resuscitation Warranted in Children Who Suffer Cardiac Arrest Post Trauma?

2007· review· en· W2071819706 on OpenAlexaff
Mary Bennett, Niranjan Kissoon

Bibliographic record

VenuePediatric Emergency Care · 2007
Typereview
Languageen
FieldMedicine
TopicCardiac Arrest and Resuscitation
Canadian institutionsBC Children's HospitalUniversity of British Columbia
Fundersnot available
KeywordsMedicineCardiopulmonary resuscitationResuscitationIntensive care medicineOrgan donationClinical deathVentilation (architecture)Emergency medicineTransplantationSurgery

Abstract

fetched live from OpenAlex

The use of cardiopulmonary resuscitation (CPR) is accepted universally for patients with cardiovascular compromise. However, outcomes from CPR in subsets of trauma patients may not be as good as initially thought. This article reviews the literature on outcomes from traumatic arrest in both adults and children. Outcomes for adults and children are similar, although the types of injuries may differ. Patients with asystolic arrest at the scene have very poor survival, and those who do survive sustain severe neurological injury. Recognizing that most providers would feel uncomfortable at not attempting resuscitation, the length and degree of aggressiveness of CPR is addressed. Finally, we discuss possible reasons to resuscitate. Organ donation and the ethics of nontherapeutic ventilation and other strategies to increase the donor pool are discussed. We hope to stimulate discussion around a very difficult issue.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.330
Teacher spread0.306 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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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