e.g. mhealth
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Skip search results from other journals and go to results- 18 Journal of Medical Internet Research
- 10 JMIR Formative Research
- 5 Interactive Journal of Medical Research
- 5 JMIR Dermatology
- 3 JMIR Medical Informatics
- 3 JMIR Public Health and Surveillance
- 2 JMIR Infodemiology
- 1 JMIR AI
- 1 JMIR Cancer
- 1 JMIR Diabetes
- 1 JMIR Pediatrics and Parenting
- 1 JMIR Research Protocols
- 1 JMIR mHealth and uHealth
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However, previous research has shown that web-based educational resources for cardiovascular disease risk management do not provide appropriate information or meet the usability or readability needs of adults [18,25-29], and co-design involving end users (such as community members and medical professionals) is an underused method during resource development [24].
JMIR Infodemiology 2025;5:e55248
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The Chinese Readability Index Explorer (CRIE; version 3.0 [26]) was used. In addition to the evaluators’ subjective assessments, we introduced a quantitative Chinese readability tool, CRIE. It consists of 4 subsystems comprising 82 multilevel language features [27]. CRIE uses multilevel language features for text analysis, including vocabulary, syntax, semantics, and cohesion.
J Med Internet Res 2025;27:e62857
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These scores are credible tools that are widely used to evaluate readability [63]. The included websites were evaluated if they were written at the American Medical Association and National Institutes of Health recommendation of a grade 6 reading level [64,65].
A standardized data extraction template was created and piloted to ensure reviewers understood how to evaluate the quality, content, and readability of each website.
J Med Internet Res 2025;27:e53087
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Transforming Informed Consent Generation Using Large Language Models: Mixed Methods Study
However, for successful implementation, models must not only improve readability and actionability but also align with current regulatory requirements and ethical guidelines.
The ability for LLMs to generate a complex clinical trial ICFs from a research protocol remains unexplored. This paper aims to evaluate the performance of the Mistral 8x22 B LLM in generating the key information sections of ICFs with improved readability, understandability, and actionability.
JMIR Med Inform 2025;13:e68139
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The readability of the 4 AI’s responses to the items of the fifth section of the validated questionnaire (Multimedia Appendix 3) was appraised by means of the Flesch-Kincaid Grade Level analysis, which is a test designed to indicate how difficult a passage in English is to understand. The formula was developed by Rudolf Flesch and J Peter Kincaid and was first used in the United States military to assess the readability of their technical manuals.
JMIR Form Res 2025;9:e56126
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The content of the consent form and its readability has been a topic of concern in health research and is well documented in academic literature [1-3]. Several peer-reviewed studies have focused on improving the ability of prospective research participants to comprehend these documents [4-6]. Specific to promoting the readability of consent materials, institutional review boards (IRBs) in the United States suggest the consent form be written at a sixth- to eighth-grade reading level.
J Med Internet Res 2025;27:e63349
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For each category, we estimated the average readability and jargon score, the percentage of summaries with readability scores higher than 50, the percentage of summaries with jargon scores higher than 95, and the 95% CIs for these estimates. We looked at the relationship between readability and jargon scores by calculating their pairwise (Pearson) correlation.
J Med Internet Res 2025;27:e50862
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Following quality assessment, the text of each digital article was extracted onto a plain text document and evaluated for readability. Moreover, readability was determined using 3 specific scales based on prior literature: Flesch-Kincaid score, Gunning Fog index, and the Coleman-Liau index [24-27]. This study established grade reading level recommendations for content to be approximately at the 6th-grade reading level based on previous literature [28].
JMIR Dermatol 2025;8:e60210
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Numerous studies have demonstrated that the readability of health information found on the internet, including content published by academic institutions, is often poor and notably more complex than the recommended levels [7-10]. With the recent surge and growing popularity of large language models (LLMs), such as Chat GPT (Open AI), some investigators have begun exploring the possibility of using this tool to enhance the readability and accessibility of health information for patients [11-18].
J Med Internet Res 2024;26:e59843
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The majority of these studies used comparable approaches, including the readability calculator tool, the DISCERN tool [35] to assess website quality, and the existence of the Health on the Net Foundation Code of Conduct (HONcode) [36]. Even though halitosis is considered the third most common reason for seeking dental treatment [11], no research has been done to evaluate the quality and readability of halitosis information in Arabic.
J Med Internet Res 2024;26:e54072
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