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AI Reviewer Template: Patient Education Material Reviewer

A reviewer built for healthcare organisations, patient advocacy groups, and health content teams who need educational materials that patients can actually understand and act on. This template evaluates patient-facing content against health literacy best practices including reading level appropriateness, medical accuracy, actionable health guidance, cultural and linguistic sensitivity, and visual aid effectiveness. Health literacy is a critical determinant of patient outcomes, and this reviewer ensures materials meet patients where they are. The reviewer flags common patient education problems like medical jargon that patients cannot understand, reading levels above the recommended 6th-8th grade for general audiences, passive instructions that do not clearly tell patients what to do, culturally insensitive assumptions about family structures or health beliefs, and missing visual aids that would improve comprehension. It also evaluates whether materials address common patient concerns and barriers to following medical advice. Whether you are creating discharge instructions, condition education sheets, medication guides, or preventive health content, this reviewer helps create materials that improve patient understanding and health outcomes.

Evaluation Criteria

This template evaluates content across 5 weighted dimensions. Each criterion is scored and weighted to produce an overall quality score.

CriterionPriority
Health Literacy LevelHigh
Medical AccuracyHigh
Actionable GuidanceMedium
+ 2 more criteria with configured weights

Full criteria with exact weights and scoring descriptions available in TeamBench.

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How It Reviews Content

Review this diabetes self-management guide for health literacy level (target 6th grade), medical accuracy against curren...

Full review prompt and system configuration available in TeamBench

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Best For

Hospital patient education teams
Health literacy specialists
Patient advocacy organisations
Pharmaceutical patient communications

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Frequently Asked Questions

What reading level should patient materials target?

The AMA and NIH recommend patient materials at or below the 6th-grade reading level for general audiences. The reviewer checks Flesch-Kincaid grade level and flags content that exceeds the target. For specific populations, adjust the target level accordingly.

Can this review materials in multiple languages?

Yes. Review each language version separately. The health literacy criteria apply across languages. For translation quality, pair with a multilingual content reviewer. Note that direct translation often increases reading level.

Does this replace clinical review?

No. This reviewer checks readability, format, and general accuracy as a first pass. All patient education materials should still undergo clinical review by qualified healthcare professionals for medical accuracy.

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Last updated: February 2026