Mold Toxin Research

Alongside running this screening tool, we publish research on environmental biotoxin exposure, the health effects attributed to mold toxicity, and how ordinary people are expected to interpret the tests sold to them. The work below is openly archived and citable, and the list includes both what we have written and where the tool has been cited by others.

Original research from Mold Toxin Research

Published under an open licence and permanently archived with a DOI, so it can be read, cited, and checked without a paywall.

Large Language Models as Consumer Lab-Report Interpreters: A Design Case Study of an AI Tool for Mold and Biotoxin Testing

Bisht, H. · 2026 · Zenodo · Journal article · CC BY 4.0

People increasingly read their lab results before a clinician does, and many now hand them to a general-purpose model to make sense of. This paper looks at the narrower case of an interpreter built for one domain, using our own free mold and biotoxin report tool as the study subject. It examines the design decisions that carry the risk: narrowing scope, framing output as educational rather than diagnostic, storing nothing, guiding redaction, and defending against prompt injection in uploaded documents. It sets those against the literature on model accuracy and hallucination in clinical interpretation, and against the regulatory line between clinical decision support and a regulated medical device.

DOI: 10.5281/zenodo.21851379

Zenodo OpenAIRE DOI

Declared interest: the paper above studies a tool we built and operate, and it states that plainly in its own abstract. The analysis is conceptual and does not claim to be an independent evaluation of how accurately the tool performs.

Research that cites this work

Work in the wider literature on mold and biotoxin exposure that references this screening tool.

Black Mold and Human Health: Understanding Biotoxin Exposure, Chronic Symptoms and the Role of Early Screening

Reviews biotoxin exposure from water-damaged buildings, the chronic multi-system symptom picture that follows, and the case for screening early rather than after years of misdiagnosis. It cites this screening tool by name.

ResearchGate

The Impact of Toxic Indoor Mold on Respiratory and Neurological Health: A Comprehensive Review of Exposure Pathways, Clinical Manifestations, and Preventive Measures

A review covering how toxic indoor mold reaches the body, the respiratory and neurological presentations associated with that exposure, and the preventive measures available. This screening tool appears in its reference list.

ResearchGate References

Where this work is archived

Our research is deposited in open repositories rather than held behind a paywall, which means it carries a permanent identifier and can be found independently of this site.

ResearchGateZenodoOpenAIRE

What we contribute to

Our research sits where environmental exposure meets consumer health testing. Mold toxicity is a field where the tests available to the public outpace the guidance for reading them, several of those tests have no consensus reference range, and the person holding the report is usually the one least equipped to interpret it. That gap is what we study.

The screening itself is built on the visual contrast sensitivity work in the biotoxin literature, which the methodology page sets out in full, and the science section covers the biotoxin pathway the screening is measuring against. Where the evidence is contested or thin, we say so on the page rather than in a footnote.

Test Yourself Against Mold Toxicity

The Visual Contrast Sensitivity test measures a neurological effect of biotoxin exposure that most people cannot notice on their own. Free, online, and under 15 minutes.

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