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"Grade levels"
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Coh-Metrix: Providing Multilevel Analyses of Text Characteristics
by
Graesser, Arthur C.
,
McNamara, Danielle S.
,
Kulikowich, Jonna M.
in
Cognition & reasoning
,
Cohesion
,
Comprehension
2011
Computer analyses of text characteristics are often used by reading teachers, researchers, and policy makers when selecting texts for students. The authors of this article identify components of language, discourse, and cognition that underlie traditional automated metrics of text difficulty and their new Coh-Metrix system. Coh-Metrix analyzes texts on multiple measures of language and discourse that are aligned with multilevel theoretical frameworks of comprehension. The authors discuss five major factors that account for most of the variance in texts across grade levels and text categories: word concreteness, syntactic simplicity, referential cohesion, causal cohesion, and narrativity. They consider the importance of both quantitative and qualitative characteristics of texts for assigning the right text to the right student at the right time.
Journal Article
Evaluating the readability of recruitment materials in veterinary clinical research
by
Quigley, Mindy
,
McKenna, Charly
,
Webb, Tracy L.
in
biomedical research
,
client‐owned animal
,
Clinical trials
2023
Abstract
Background
Owner comprehension is vital to recruitment and study success, but limited information exists regarding the readability of public-facing veterinary clinical trial descriptions.
Objectives
The current study sought to evaluate the readability of public-facing online veterinary clinical trial descriptions from academic institutions and private referral practices.
Animals
None.
Methods
This prospective study assessed readability in a convenience sample of veterinary clinical trial study descriptions using 3 common methods: the Flesch-Kincaid Grade Level (F-K), Flesch Reading Ease Score (FRES), and online Automatic Readability Checker (ARC). Results were compared across specialties and between academic and private institutions.
Results
Grade level and readability consensus scores (RCSs) were obtained for 61 online clinical trial descriptions at universities (n = 49) and private practices (n = 12). Average grade-level RCS for study descriptions was 14.13 (range, 9-21). Using Microsoft Word, the FRES score was higher in descriptions from universities compared to private practices (P = .03), and F-K scores were lower in university compared to private practice descriptions (P = .03). FRES (P = .07), F-K (P = .12), and readability consensus (P = .17) scores obtained from ARC were not different between institution types. Forty-eight studies (79%) had RCSs over 12, equivalent to reading material at college or graduate school levels.
Conclusions and Clinical Importance
Similar to other areas in veterinary communication, the evaluated veterinary clinical trial descriptions used for advertising and recruitment far exceeded the recommended 6th-grade reading level for medical information. Readability assessments are straightforward to conduct, and ensuring health literacy should be a customary best practice in veterinary medicine and clinical research.
Journal Article
Computerized versus hand-scored health literacy tools: a comparison of Simple Measure of Gobbledygook (SMOG) and Flesch-Kincaid in printed patient education materials
by
Leonard Grabeel, Kelsey
,
Tester, Emily
,
Oelschlegel, Sandy
in
Adult
,
Air pollution
,
Appalachia
2018
Objective: The research compared and contrasted hand-scoring and computerized methods of evaluating the grade level of patient education materials that are distributed at an academic medical center in east Tennessee and sought to determine if these materials adhered to the American Medical Association’s (AMA’s) recommended reading level of sixth grade.Methods: Librarians at an academic medical center located in the heart of Appalachian Tennessee initiated the assessment of 150 of the most used printed patient education materials. Based on the Flesch-Kincaid (F-K) scoring rubric, 2 of the 150 documents were excluded from statistical comparisons due to the absence of text (images only). Researchers assessed the remaining 148 documents using the hand-scored Simple Measure of Gobbledygook (SMOG) method and the computerized F-K grade level method. For SMOG, 3 independent reviewers hand-scored each of the 150 documents. For F-K, documents were analyzed using Microsoft Word. Reading grade levels scores were entered into a database for statistical analysis. Inter-rater reliability was calculated using intra-class correlation coefficients (ICC). Paired t-tests were used to compare readability means.Results: Acceptable inter-rater reliability was found for SMOG (ICC=0.95). For the 148 documents assessed, SMOG produced a significantly higher mean reading grade level (M=9.6, SD=1.3) than F-K (M=6.5, SD=1.3; p<0.001). Additionally, when using the SMOG method of assessment, 147 of the 148 documents (99.3%) scored above the AMA’s recommended reading level of sixth grade.Conclusions: Computerized health literacy assessment tools, used by many national patient education material providers, might not be representative of the actual reading grade levels of patient education materials. This is problematic in regions like Appalachia because materials may not be comprehensible to the area’s low-literacy patients. Medical librarians have the potential to advance their role in patient education to better serve their patient populations.
Journal Article
Readability of discharge summaries: with what level of information are we dismissing our patients?
by
Zielinski, Martin D.
,
Jenkins, Donald H.
,
Habermann, Elizabeth B.
in
Adult
,
Demography
,
Educational disparities
2016
We assessed the health literacy of trauma discharge summaries and hypothesize that they are written at higher-than-recommended grade levels.
The Flesch–Kincaid grade level (FKGL) and Flesch reading ease scores (FRES), 2 universally accepted scales for evaluating readability of medical information, were used.
A total of 497 patients were included. The mean patient age was 56 ± 22 years. Average FKGL and FRES were 10 ± 1 and 44 ± 7, including 132 summaries classified as very or fairly difficult to read. A total of 204 (65%) patients had functional reading skills at grade levels below the FKGL of their dismissal note; only 74 patients (24%) had the reading skills to adequately comprehend their dismissal summary. Total 30-day readmissions were 40, 65% of whom were patients with inadequate literacy for dismissal summary comprehension.
Patient discharge notes are written at too advanced of an educational level. To ensure patient comprehension, dismissal notes should be rewritten to a 6th-grade level.
Journal Article
Evaluating ChatGPT as a Patient Education Tool for COVID‐19‐Induced Olfactory Dysfunction
by
Sina, Elliott M.
,
Nyquist, Gurston
,
Benedict, Peter
in
AI hallucination
,
anosmia
,
artificial intelligence
2024
Objective While most patients with COVID‐19‐induced olfactory dysfunction (OD) recover spontaneously, those with persistent OD face significant physical and psychological sequelae. ChatGPT, an artificial intelligence chatbot, has grown as a tool for patient education. This study seeks to evaluate the quality of ChatGPT‐generated responses for COVID‐19 OD. Study Design Quantitative observational study. Setting Publicly available online website. Methods ChatGPT (GPT‐4) was queried 4 times with 30 identical questions. Prior to questioning, Chat‐GPT was “prompted” to respond (1) to a patient, (2) to an eighth grader, (3) with references, and (4) no prompt. Answer accuracy was independently scored by 4 rhinologists using the Global Quality Score (GCS, range: 1‐5). Proportions of responses at incremental score thresholds were compared using χ2 analysis. Flesch‐Kincaid grade level was calculated for each answer. Relationship between prompt type and grade level was assessed via analysis of variance. Results Across all graded responses (n = 480), 364 responses (75.8%) were “at least good” (GCS ≥ 4). Proportions of responses that were “at least good” (P < .0001) or “excellent” (GCS = 5) (P < .0001) differed by prompt; “at least moderate” (GCS ≥ 3) responses did not (P = .687). Eighth‐grade level (14.06 ± 2.3) and patient‐friendly (14.33 ± 2.0) responses were significantly lower mean grade level than no prompting (P < .0001). Conclusion ChatGPT provides appropriate answers to most questions on COVID‐19 OD regardless of prompting. However, prompting influences response quality and grade level. ChatGPT responds at grade levels above accepted recommendations for presenting medical information to patients. Currently, ChatGPT offers significant potential for patient education as an adjunct to the conventional patient‐physician relationship.
Journal Article
Cooperative Learning as a Pathway to Strengthening Motivation and Improving Achievement in an EFL Classroom
by
Brdarević-Čeljo, Amna
,
Bećirović, Senad
,
Dubravac, Vildana
in
Academic achievement
,
Accountability
,
Achievement
2022
The importance of applying cooperative learning and aiming toward an increase in motivation to maximize the effectiveness of the learning process has not sparked an intense research interest in the Bosnian EFL context. Thus, the current study, conducted among 211 high-school participants, explores the impact of gender and grade level on students’ cooperative learning and motivation for EFL learning and aims to determine whether any cooperative learning components are significant predictors of students’ motivation and their EFL achievement. The findings showed no significant gender and grade level differences in cooperative learning and motivation. Additionally, the results revealed that individual accountability and interpersonal skills are significant predictors of participants’ motivation and that promotive interaction and interpersonal skills are significant predictors of their EFL achievement. The research points to the importance of incorporating cooperative learning strategies and motivation-strengthening activities into EFL teaching, which will eventually lead to the improvement in students’ EFL achievements.
Journal Article
Quality of Popular Online Resources About Vestibular Migraine
by
Schoo, Wesley W.
,
Schoo, Desi P.
,
Krishnan, Pavan S.
in
actionability
,
Flesch Reading Ease (FRE)
,
Flesch‐Kincaid Grade Level (FKGL)
2024
Objective To evaluate the readability, understandability, actionability, and accuracy of online resources covering vestibular migraine (VM). Study Design Cross‐sectional descriptive study design. Setting Digital collection of websites appearing on Google search. Methods Google searches were conducted to identify common online resources for VM. We examined readability using the Flesch Reading Ease (FRE) and Flesch‐Kincaid Grade Level scores, understandability and actionability using the Patient Education Materials Assessment Tool (PEMAT), and accuracy by comparing the website contents to the consensus definition of “probable vestibular migraine.” Results Eleven of the most popular websites were analyzed. Flesch‐Kincaid Grade Level averaged at a 13th‐grade level (range: 9th‐18th). FRE scores averaged 35.5 (range: 9.1‐54.4). No website had a readability grade level at the US Agency for Healthcare Research and Quality recommended 5th‐grade level or an equivalent FRE score of 90 or greater. Understandability scores varied ranging from 49% to 88% (mean 70%). Actionability scores varied more, ranging from 12% to 87% (mean 44%). There was substantial inter‐rater agreement for both PEMAT understandability scoring (mean κ = 0.76, SD = 0.08) and actionability scoring (mean κ = 0.65, SD = 0.08). Three sites included all 3 “probable vestibular migraine” diagnostic criteria as worded in the consensus statement. Conclusion The quality of online resources for VM is poor overall in terms of readability, actionability, and agreement with diagnostic criteria.
Journal Article
Readability of consent forms in veterinary clinical research
2019
Abstract
Background
“Readability” of consent forms is vital to the informed consent process. The average human hospital consent form is written at a 10th grade reading level, whereas the average American adult reads at an 8th grade level. Limited information currently exists regarding the readability of veterinary general medical or clinical research consent forms.
Hypothesis/Objectives
The goal of this study was to assess the readability of veterinary clinical trial consent forms from a group of veterinary referral centers recently involved in a working group focused on veterinary clinical trial review and consent. We hypothesized that consent forms would not be optimized for client comprehension and would be written above the National Institutes of Health-recommended 6th grade reading level.
Animals
None.
Methods
This was a prospective study assessing a convenience sample of veterinary clinical trial consent forms. Readability was assessed using 3 methods: the Flesch-Kincaid (F-K) Grade Level, Flesch Reading Ease Score (FRES), and the Readability Test Tool (RTT). Results were reported as mean (±SD) and compared across specialties.
Results
Fifty-three consent forms were evaluated. Mean FRES was 37.5 ± 6.0 (target 60 or higher). Mean F-K Grade Level was 13.0 ± 1.2 and mean RTT grade level was 12.75 ± 1.1 (target 6.0 or lower). There was substantial agreement between F-K and RTT grade level scores (intraclass correlation coefficient 0.8).
Conclusions and Clinical Importance
No form evaluated met current health literacy recommendations for readability. A simple and readily available F-K Microsoft-based approach for evaluating grade level was in substantial agreement with other methods, suggesting that this approach might be sufficient for use by clinicians and administrators drafting forms for future studies.
Journal Article
Students' epistemological beliefs from grade level perspective and relationship with science achievement in Kenya
2022
This study investigated the influence of grade level on the development of science epistemological beliefs and the relationship between science epistemological beliefs and science achievement among co-educational secondary schools of Homa Bay County, Kenya. The study employed cross-sectional and correlational survey designs with purposive sampling. Epistemological Beliefs Questionnaire (EBQ) was used to measure science epistemological beliefs. The instrument was administered to 214 students from 2 co-educational schools (Grade 9, n = 116, Grade 12, n = 98). Students' achievement in Biology, Chemistry and Physics were computed for Science Achievement Scores (SAS). The data were analysed by grade level using independent sample t-tests and by dimensions and achievement scores using multiple regression analysis. The findings indicate statistically significant grade level differences in terms of source, certainty and development and non-significant grade level differences in terms of justification. The findings also indicate that certainty and justification dimensions were significant predictors of science achievement. It is concluded that grade level has an influence on development of epistemological beliefs (source, certainty and development) and certainty and justification dimensions were predictors of science achievement. Implications for practice and further research are herein explained.
Journal Article
Forensic scientists’ conclusions: How readable are they for non-scientist report-users?
by
Howes, Loene M.
,
Julian, Roberta
,
Kirkbride, K. Paul
in
Attorneys
,
Comprehension
,
Descriptive features of text
2013
Scientists have an ethical responsibility to assist non-scientists to understand their findings and expert opinions before they are used as decision-aids within the criminal justice system. The communication of scientific expert opinion to non-scientist audiences (e.g., police, lawyers, and judges) through expert reports is an important but under-researched issue. Readability statistics were used to assess 111 conclusions from a proficiency test in forensic glass analysis. The conclusions were written using an average of 23 words per sentence, and approximately half of the conclusions were expressed using the active voice. At an average Flesch–Kincaid Grade level of university undergraduate (Grade 13), and Flesch Reading Ease score of difficult (42), the conclusions were written at a level suitable for people with some tertiary education in science, suggesting that the intended non-scientist readers would find them difficult to read. To further analyse the readability of conclusions, descriptive features of text were used: text structure; sentence structure; vocabulary; elaboration; and coherence and unity. Descriptive analysis supported the finding that texts were written at a level difficult for non-scientists to read. Specific aspects of conclusions that may pose difficulties for non-scientists were located. Suggestions are included to assist scientists to write conclusions with increased readability for non-scientist readers, while retaining scientific integrity. In the next stage of research, the readability of expert reports in their entirety is to be explored.
Journal Article