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Record W2401048437 · doi:10.1136/bmj.i2579

Treatments for paracetamol poisoning

2016· article· en· W2401048437 on OpenAlexaboutno aff
Nicholas A. Buckley, Andrew Dawson, Geoffrey K. Isbister

Bibliographic record

VenueBMJ · 2016
Typearticle
Languageen
FieldPharmacology, Toxicology and Pharmaceutics
TopicDrug-Induced Hepatotoxicity and Protection
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineComputer scienceMedical emergencyWorld Wide WebData science

Abstract

fetched live from OpenAlex

A 24 year old woman is brought to the emergency department semi-conscious after a suspected overdose; empty packs of paracetamol (acetaminophen) and diazepam are found with her. She is also taking carbamazepine for seizures. Her paracetamol concentration at the time of admission is 100 mg/L (660 µmol/L); she probably ingested the pills four to eight hours earlier. Paracetamol poisoning can cause severe hepatotoxicity owing to a minor but highly reactive metabolite produced by cytochrome P450 enzymes. At therapeutic doses, the metabolite ( N -acetyl-p-benzoquinoneimine; NAPQI) is detoxified by glutathione. However, in paracetamol overdose, glutathione stores are depleted and hepatotoxicity ensues, starting about eight hours after the overdose and potentially leading to fulminant liver failure within a few days. The risk of hepatotoxicity is calculated from the blood concentration of paracetamol and hours since ingestion (fig 1⇓). If the concentration is above the line on the nomogram, treatment should be considered. The risk of toxicity without treatment is low until concentrations are substantially higher than this line. The nomogram is inaccurate if presentation is very late or the overdose was taken over several hours. If a measurement cannot be obtained within eight hours, treatment decisions cannot wait for laboratory results. Risk is then based on reported ingested dose (≥200 mg/kg or 10 g in Australia, >75 mg/kg or 4 g in United Kingdom) or on evidence of hepatotoxicity if the overdose was taken >24 hours ago. Fig 1  Nomograms for the treatment of paracetamol poisoning. Concentrations above the lines require treatment. Nomograms for clinical use usually show just one of the lines to avoid confusion. The US/Australia line is sometimes referred to as the Rumack-Matthew line and is commonly used in Canada, New Zealand, and parts of Europe and Asia Antidotes acetylcysteine and methionine provide a substrate for further glutathione synthesis, …

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.622
Threshold uncertainty score0.653

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.250
GPT teacher head0.503
Teacher spread0.253 · 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 designBench or experimental
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

Citations21
Published2016
Admission routes1
Has abstractyes

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