Background: As much as 80% of US adults search online for health related information. The value of the information is limited by the patients’ ability to comprehend it. Despite the recommendation by the American Medi...Background: As much as 80% of US adults search online for health related information. The value of the information is limited by the patients’ ability to comprehend it. Despite the recommendation by the American Medical Association (AMA) to provide all patient education materials (PEMs) at a 6th grade reading level, many online sources do not conform. This study aims to evaluate the readability of PEMs from major online sources for anesthesiology. Methods: We determined the readability of PEMs from five major anesthesiology organizations and twelve brochures from the American Society of Anesthesiologists (ASA) using ten validated readability scales. PEMs from the various anesthesiology websites were compiled into a single word document for analysis. The twelve patient education brochures from the ASA were downloaded and analyzed separately. We then grouped the twelve documents into one sample and compared it to the other anesthesiology association websites. Results: All of the PEMs provided by the ASA were determined to be higher than a 6th grade reading level with nine being at a 12th grade reading level or above. The PEMs of the five major anesthesiology association websites were beyond the 6th grade reading level with four out of five at greater than the 12th grade reading level. Conclusion: The results showed that the readability of PEMs provided by five major anesthesiology associations and the ASA was beyond the 6th grade. Therefore, the PEMs with improved readability in anesthesiology are needed.展开更多
This paper presents an investigation to evaluate the reading speed and reading comprehension of non-native English speaking students by presenting a simple analytical model. For this purpose, various readability softw...This paper presents an investigation to evaluate the reading speed and reading comprehension of non-native English speaking students by presenting a simple analytical model. For this purpose, various readability softwares were used to estimate the average grade level of the given texts. The relationship between the score obtained by the students and their reading speed under average grade level 9 and 14 using font size 12 and 14 is presented. The experimental results show that the reading speed and the score versus the students may be explained by a linear regression. Reading speed decreases as the score decreases. The students with a higher magnitude of reading speed scored better marks. More importantly, we find that the reading speed of our students is lower than the native English speakers. This approach of modeling the readability in linear form significantly simplifies the readability analysis.展开更多
The demand for revision total hip arthroplasty(THA)is increasing.Information quality on the internet has been extensively analysed in relation to primary THA but no such analysis has ever been performed for revision T...The demand for revision total hip arthroplasty(THA)is increasing.Information quality on the internet has been extensively analysed in relation to primary THA but no such analysis has ever been performed for revision THA.Our aim was to assess the quality and readability of this information.Three major internet search engines were searched for information on revision THA.All websites were assessed for quality of information using the DISCERN score,the Journal of the American Medical Association benchmark criteria and a novel scoring system specific to revision THA[Vancouver Revision Arthroplasty Information(VRAI)score].Website readability was assessed,as was presence of the Health On the Net Foundation(HON)seal.The majority of websites(52%)were academic with a post-graduate reading level.Only 6.5%of websites had the HON seal.Twentyeight percent of websites had a‘good’DISCERN score and only 28%had a‘good’score with the novel VRAI scoring system.Health information websites had significantly higher rates of‘good’VRAI scores(P=0.008).Websites with the HON seal had significantly higher DISCERN scores(P=0.01).All governmental websites were at a reading level suitable for patient review.Information on the internet relating to revision THA is of low quality,much lower than the quality of information on primary THA.We recommend governmental websites for their readability and health information websites for their quality of information specific to revision THA.Websites with the HON seal provide higher quality information and should be recommended to patients as reading material regarding revision THA.展开更多
Online reviews significantly influence decision-making in many aspects of society.The integrity of internet evaluations is crucial for both consumers and vendors.This concern necessitates the development of effective ...Online reviews significantly influence decision-making in many aspects of society.The integrity of internet evaluations is crucial for both consumers and vendors.This concern necessitates the development of effective fake review detection techniques.The goal of this study is to identify fraudulent text reviews.A comparison is made on shill reviews vs.genuine reviews over sentiment and readability features using semi-supervised language processing methods with a labeled and balanced Deceptive Opinion dataset.We analyze textual features accessible in internet reviews by merging sentiment mining approaches with readability.Overall,the research improves fake review screening by using various transformer models such as Bidirectional Encoder Representation from Transformers(BERT),Robustly Optimized BERT(Roberta),XLNET(Transformer-XL)and XLM-Roberta(Cross-lingual Language model–Roberta).This proposed research extracts and classifies features from product reviews to increase the effectiveness of review filtering.As evidenced by the investigation,the application of transformer models improves the performance of spam review filtering when related to existing machine learning and deep learning models.展开更多
Readability is a fundamental problem in textbooks assessment.For low resources languages(LRL),however,little investigation has been done on the readability of textbook.In this paper,we proposed a readability assessmen...Readability is a fundamental problem in textbooks assessment.For low resources languages(LRL),however,little investigation has been done on the readability of textbook.In this paper,we proposed a readability assessment method for Tibetan textbook(a low resource language).We extract features based on the information that are gotten by Tibetan segmentation and named entity recognition.Then,we calculate the correlation of different features using Pearson Correlation Coefficient and select some feature sets to design the readability formula.Fit detection,F test and T test are applied on these selected features to generate a new readability assessment formula.Experiment shows that this new formula is capable of assessing the readability of Tibetan textbooks.展开更多
A blind and readable image watermarking scheme using wavelet tree quantization is proposed. In order to increase the algorithm robustness and ensure the watermark integrity,error correction coding techniques are used ...A blind and readable image watermarking scheme using wavelet tree quantization is proposed. In order to increase the algorithm robustness and ensure the watermark integrity,error correction coding techniques are used to encode the embedded watermark. In the watermark embedding process, the wavelet coefficients of the host image are grouped into wavelet trees and each watermark bit is embedded by using two trees. The trees are so quantized that they exhibit a large enough statistical difference, which will later be used for watermark extraction. The experimental results show that the proposed algorithm is effective and robust to common image processing operations and some geometric operations such as JPEG compression, JPEG2000 compression, filtering, Gaussian noise attack, and row-column removal. It is demonstrated that the proposed technique is practical.展开更多
The readability means the extent to which the readers can read and understand the text without obstacles. With the review of research on readability both at home and abroad, the thesis finds the research on the readab...The readability means the extent to which the readers can read and understand the text without obstacles. With the review of research on readability both at home and abroad, the thesis finds the research on the readability mainly includes three aspects, the definition, the readability formula, and the application of readability formulas to test some written texts.. Then, the author points out the deficiencies of the present study, such as the limited research on the readability of non-profit organizations' documents and the ignorance of the effect of the reader and environment on the readability.展开更多
文摘Background: As much as 80% of US adults search online for health related information. The value of the information is limited by the patients’ ability to comprehend it. Despite the recommendation by the American Medical Association (AMA) to provide all patient education materials (PEMs) at a 6th grade reading level, many online sources do not conform. This study aims to evaluate the readability of PEMs from major online sources for anesthesiology. Methods: We determined the readability of PEMs from five major anesthesiology organizations and twelve brochures from the American Society of Anesthesiologists (ASA) using ten validated readability scales. PEMs from the various anesthesiology websites were compiled into a single word document for analysis. The twelve patient education brochures from the ASA were downloaded and analyzed separately. We then grouped the twelve documents into one sample and compared it to the other anesthesiology association websites. Results: All of the PEMs provided by the ASA were determined to be higher than a 6th grade reading level with nine being at a 12th grade reading level or above. The PEMs of the five major anesthesiology association websites were beyond the 6th grade reading level with four out of five at greater than the 12th grade reading level. Conclusion: The results showed that the readability of PEMs provided by five major anesthesiology associations and the ASA was beyond the 6th grade. Therefore, the PEMs with improved readability in anesthesiology are needed.
文摘This paper presents an investigation to evaluate the reading speed and reading comprehension of non-native English speaking students by presenting a simple analytical model. For this purpose, various readability softwares were used to estimate the average grade level of the given texts. The relationship between the score obtained by the students and their reading speed under average grade level 9 and 14 using font size 12 and 14 is presented. The experimental results show that the reading speed and the score versus the students may be explained by a linear regression. Reading speed decreases as the score decreases. The students with a higher magnitude of reading speed scored better marks. More importantly, we find that the reading speed of our students is lower than the native English speakers. This approach of modeling the readability in linear form significantly simplifies the readability analysis.
文摘The demand for revision total hip arthroplasty(THA)is increasing.Information quality on the internet has been extensively analysed in relation to primary THA but no such analysis has ever been performed for revision THA.Our aim was to assess the quality and readability of this information.Three major internet search engines were searched for information on revision THA.All websites were assessed for quality of information using the DISCERN score,the Journal of the American Medical Association benchmark criteria and a novel scoring system specific to revision THA[Vancouver Revision Arthroplasty Information(VRAI)score].Website readability was assessed,as was presence of the Health On the Net Foundation(HON)seal.The majority of websites(52%)were academic with a post-graduate reading level.Only 6.5%of websites had the HON seal.Twentyeight percent of websites had a‘good’DISCERN score and only 28%had a‘good’score with the novel VRAI scoring system.Health information websites had significantly higher rates of‘good’VRAI scores(P=0.008).Websites with the HON seal had significantly higher DISCERN scores(P=0.01).All governmental websites were at a reading level suitable for patient review.Information on the internet relating to revision THA is of low quality,much lower than the quality of information on primary THA.We recommend governmental websites for their readability and health information websites for their quality of information specific to revision THA.Websites with the HON seal provide higher quality information and should be recommended to patients as reading material regarding revision THA.
文摘Online reviews significantly influence decision-making in many aspects of society.The integrity of internet evaluations is crucial for both consumers and vendors.This concern necessitates the development of effective fake review detection techniques.The goal of this study is to identify fraudulent text reviews.A comparison is made on shill reviews vs.genuine reviews over sentiment and readability features using semi-supervised language processing methods with a labeled and balanced Deceptive Opinion dataset.We analyze textual features accessible in internet reviews by merging sentiment mining approaches with readability.Overall,the research improves fake review screening by using various transformer models such as Bidirectional Encoder Representation from Transformers(BERT),Robustly Optimized BERT(Roberta),XLNET(Transformer-XL)and XLM-Roberta(Cross-lingual Language model–Roberta).This proposed research extracts and classifies features from product reviews to increase the effectiveness of review filtering.As evidenced by the investigation,the application of transformer models improves the performance of spam review filtering when related to existing machine learning and deep learning models.
基金This work was supported by the China National Natural Science Foundation No.(61331013)the Young faculty scientific research ability promotion program of Minzu University of China.
文摘Readability is a fundamental problem in textbooks assessment.For low resources languages(LRL),however,little investigation has been done on the readability of textbook.In this paper,we proposed a readability assessment method for Tibetan textbook(a low resource language).We extract features based on the information that are gotten by Tibetan segmentation and named entity recognition.Then,we calculate the correlation of different features using Pearson Correlation Coefficient and select some feature sets to design the readability formula.Fit detection,F test and T test are applied on these selected features to generate a new readability assessment formula.Experiment shows that this new formula is capable of assessing the readability of Tibetan textbooks.
文摘A blind and readable image watermarking scheme using wavelet tree quantization is proposed. In order to increase the algorithm robustness and ensure the watermark integrity,error correction coding techniques are used to encode the embedded watermark. In the watermark embedding process, the wavelet coefficients of the host image are grouped into wavelet trees and each watermark bit is embedded by using two trees. The trees are so quantized that they exhibit a large enough statistical difference, which will later be used for watermark extraction. The experimental results show that the proposed algorithm is effective and robust to common image processing operations and some geometric operations such as JPEG compression, JPEG2000 compression, filtering, Gaussian noise attack, and row-column removal. It is demonstrated that the proposed technique is practical.
文摘The readability means the extent to which the readers can read and understand the text without obstacles. With the review of research on readability both at home and abroad, the thesis finds the research on the readability mainly includes three aspects, the definition, the readability formula, and the application of readability formulas to test some written texts.. Then, the author points out the deficiencies of the present study, such as the limited research on the readability of non-profit organizations' documents and the ignorance of the effect of the reader and environment on the readability.