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Parenting Journal · Volume 2 · Issue 5 · Licensed source edition

Freely accessible large language models for parent education in pediatric immune thrombocytopenia: an expert-rated cross-sectional study of safety, readability, and guideline concordance

Originally published 2026-07-01 · Frontiers in Pediatrics
Frontiers Media SA · DOI 10.3389/fped.2026.1889520 ↗

TrustExpert-rated parent-education LLM benchmarkCC BY 4.0
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AI / system type

Generative AI/LLM parent-information safety benchmark

Family implications

Design, ethics, stakeholder or technical evidence with child/family implications; household benefits are not assumed.

The AI connection

The paper evaluates GPT-5.3-mini, Gemini 3 Flash, and Claude Sonnet 4.6 answers on parent-facing childhood ITP education.

Why this reading matters

Sharpens the distinction between supportive communication, clinical accuracy, and confidence about uncommon but consequential failures.

Editorial reading guide · Trust

Does the best overall score identify the safest AI explanation for a parent?

The highest composite score chiefly reflected communication quality, while safety-sensitive domains were broadly similar. Two unsafe or hallucinated responses occurred in the highest-scoring system, illustrating why a favorable average cannot settle safety.

Study context

Three blinded clinicians rated 120 answers to forty standardized parent questions generated once by three freely accessible LLMs.

Age / stage: Childhood immune thrombocytopenia; no enrolled parent users

Read with three questions

  1. Which domains drove the composite-score advantage?
  2. What can two observed failures and zero in other tools tell us about rare risks?
  3. How would repeated generations or actual caregiver testing change the evidence?

Keep the limits in view

Each question was asked once and the clinician-created scoring framework was not externally validated or co-developed with caregivers. Rare-event counts and wide intervals cannot establish stable comparative safety or exclude failures in systems with no observed events.

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Attribution & reuse

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Original authorship, publication date, journal and DOI are preserved. This issue’s TRICK placement and reading questions are editorial additions, not claims made by the original authors.

Orkun Dinç; Eray Akay; Belen Ates (2026). Freely accessible large language models for parent education in pediatric immune thrombocytopenia: an expert-rated cross-sectional study of safety, readability, and guideline concordance Frontiers in Pediatrics. https://doi.org/10.3389/fped.2026.1889520

Permissions checked against the saved article notice; repository publication notices screened 2026-11-04. This is not a new peer-review decision. The source authors and publishers are not represented as endorsing this issue.