Canonical Source · peer reviewed study

Epidemiological exploration of the impact of bluetooth headset usage on thyroid nodules using Shapley additive explanations method

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Evidence context

How this source is used

Evidence roles describe what this source helps establish inside each Investigation. They are local to that use, not permanent labels attached to the publication itself.

Investigation

Do Bluetooth earbuds expose the head to stronger radiofrequency (RF) fields than phones—and cause brain tumours?

Qualifies

The 2024 Zhou et al. primary questionnaire/modeling paper distributed 1,000 questionnaires, retained 600 valid responses and 393 Bluetooth-headset users, then selected 48 respondents reporting thyroid nodules and 48 without for a balanced 96-person modeling set. Its reported XGBoost AUC 0.95 and SHAP importance for use duration do not quantify RF dose, diagnose nodules by imaging, establish prospective incidence or demonstrate a causal thyroid or brain effect.

Subject families

Skin Empiric
Skin