From association to inference: polyvalent antivenom and response-based algorithms in the Craspedocephalus malabaricus complex

•Registry associations should not be overinterpreted as antivenom efficacy in Malabar pit viper envenoming.•Response-based algorithms risk implying causality without controlled evidence.•Prospective multicentre studies are needed before algorithm adoption.

Publication Details

Journal
Toxicon X
Published
2026-02-14
DOI
https://doi.org/10.1016/j.toxcx.2026.100244
Primary Topic
Venomous Animal Envenomation and Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

From association to inference: polyvalent antivenom and response-based algorithms in the Craspedocephalus malabaricus complex

Toxicon X
Venomous Animal Envenomation and Studies
article

From association to inference: polyvalent antivenom and response-based algorithms in the Craspedocephalus malabaricus complex

article en

Abstract

•Registry associations should not be overinterpreted as antivenom efficacy in Malabar pit viper envenoming.•Response-based algorithms risk implying causality without controlled evidence.•Prospective multicentre studies are needed before algorithm adoption.

Toxicon XVol. 29
Life below water
Openalex Percentile: Top 54%
Venomous Animal Envenomation and Studies
DOIOpen Access PDFOpenAlex
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From association to inference: polyvalent antivenom and response-based algorithms in the Craspedocephalus malabaricus complex · Toxicon X (2026) | TGRS Research Map | TGRS