Review Of Citations Research Articles

Diagnostic Accuracy of Lung Ultrasonography Compared to Chest Radiography, BNP and Physical Examination in Patients with Dyspnea Suggestive of Pulmonary Edema: A Systematic Review and Meta-Analysis

Background: Pulmonary edema (PE) is the result of an abrupt increase in hydrostatic pressure in the pulmonary capillaries that leads to leakage of fluid through microvascular endothelial cells. This leads to a disruption of gas exchange in the lungs. Aims: This meta-analysis aimed to determine the diagnostic accuracy of lung ultrasonography (LUS) in pulmonary edema. Methods: A systematic search was conducted using a strategy based on these search terms (Lung ultrasonography, pulmonary edema, diagnostic accuracy); we searched PubMed, Google Scholar, and the Cochrane Library. Out of 1029, 14 prospective cross-sectional and observational studies with 2239 patients who reported the sensitivity and specificity of lung ultrasonography in diagnosing pulmonary edema were selected. For inclusion and data extraction, an independent review of citations was carried out. The data obtained were analyzed using SPSS, RevMan 5.3, and Stata 14.0 software. A quality assessment was conducted using the QUADAS-2 tool. The reference gold standard was the final clinical diagnosis according to chest radiography, B-type natriuretic peptide, and/or physical examination in dyspneic patients. Results: The overall sensitivity and specificity of lung ultrasonography in the diagnosis of pulmonary edema were 0.86 (95% CI, 0.81-0.90) and 0.91 (95% CI, 0.90-0.93), respectively, with a Younden index of 77.8%. The area under the receiver operating characteristic (ROC) curve was 0.889. Conclusion: The overall diagnostic odds ratio was 68.86. The results of this meta-analysis suggest that lung ultrasonography is an effective non-invasive technique in the diagnosis of acute pulmonary edema with rapid bedside examination and immediate interpretation.

Treatment and Outcome Metrics for Speech-Language Pathology Treatment of Upper Airway Disorders: A Systematic Review.

Clinical treatment strategies and progress metrics for patients with inducible laryngeal obstruction (ILO) and exercise-induced laryngeal obstruction (EILO) have not been systematically applied across clinics. The goals of this review were to identify the intervention strategies used to treat upper airway disorders and determine the clinical metrics by which improvement or resolution of ILO/EILO is determined in clinical studies of speech-language pathology intervention. A systematic review was conducted using the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Systematic Reviews Checklist. English language, full-text publications were identified through MEDLINE (Ovid), APA PsycINFO, and Web of Science for publications that described clinical outcomes following behavioral treatment for ILO provided by a speech-language pathologist (SLP). A total of 238 sources were retrieved, of which 75 were duplicates. Titles and abstracts of 163 were screened, with 22 sources included for full-text review. Citation review yielded nine additional resources. Thirty-one sources were included for data extraction. Most sources described use of respiratory/laryngeal retraining. There was a lack of consistency for clinical and standardized metrics used to evaluate improvement or resolution of upper airway symptoms. Behavioral and standardized outcome metrics for evaluating therapy outcomes from SLP behavioral intervention of ILO/EILO are not consistently applied. Clinical metrics standards for clinicians are needed to provide a means to evaluate graded improvement in treatment and changes in health care utilization as well as for training less-experienced clinicians. https://doi.org/10.23641/asha.27172683.

Comments, Suggestions and Criticisms of the PRECIS-2 Design Tool: A Citation Analysis

The Pragmatic Explanatory Continuum Indicator Summary (PRECIS) tool, initially published in 2009 and revised in 2015, was created to assist trialists to align their design choices with the intended purpose of their randomised controlled trial (RCT): either to guide real-world decisions between alternative interventions (pragmatic) or to test hypotheses about intervention mechanisms by minimising sources of variation (explanatory). There have been many comments, suggestions and criticisms of PRECIS-2. This summary will be used to facilitate the development of to the next revision, PRECIS-3. We used Web of Science to identify all publication types citing PRECIS-2, published between May 2015 and July 2023. Citations were eligible if they contained 'substantive' suggestions, comments or criticism of the PRECIS-2 tool. We defined 'substantive' as comments explicitly referencing at least one PRECIS-2 domain, or a concept directly linked to an existing or newly proposed domain Two reviewers independently extracted comments, suggestions and criticisms, noting their implications for the update. These were discussed amongst authors to achieve consensus on the interpretation of each comment and its implications for PRECIS-3. The search yielded 885 publications, and after full-text review, 89 articles met the inclusion criteria. Comments pertained to new domains, changes in existing domains, or were relevant across several or all domains. Proposed new domains included assessment of the comparator arm and a domain to describe blinding. There were concerns about scoring eligibility and recruitment domains for cluster trials. Suggested areas for improvement across domains included the need for more scoring guidance for explanatory design choices. Published comments recognise PRECIS-2's success in aiding trialists with pragmatic or explanatory design choices. Enhancing its implementation and widespread use will involve adding new domains, refining domain definitions, and addressing overall tool issues. This citation review offers valuable user feedback, pivotal for shaping the upcoming version of the PRECIS tool, PRECIS-3.

Delusional Procreation Syndrome: A Citation Analysis and Review from the First 12 Years of Publication

Background: Delusional procreation syndrome (DPS) consists of sequential delusions related to human procreation. It was first coined in a case series in 2010. The most common delusion among DPS is related to pregnancy. It will be interesting to look into its further research and impact on the scientific community. Aim and methodology: We performed a citation analysis using the search term “delusional procreation syndrome.” For the citation, we searched Google Scholar, Web of Science, and Scopus. Results and conclusion: Citation analysis found that 12 other articles have cited the original publication in different contexts and were published on all continents except South America. Apart from the primary article, the subsequent citations reported the delusion of delivery, the delusions of polygamy in proxy, twin delivery, and triplet pregnancy. Thus, DPS remains an interesting and active area of research.

Forging the medieval on Wikipedia

AbstractWikipedia is a major source for public information. Wikipedia materials are proliferated across the Internet of Things, are reused in journalism and social media, and power search engines and digital assistants (Ribeiro et al. 2021; Miz et al. 2020). Yet Wikipedia’s impact on public understanding of the past, particularly our medieval pasts, is under-researched. This article argues for the significance of Wikipedia for medievalists in terms of how it may shape research, pedagogy, and public-facing work. We examine three case studies—articles for the ‘Black Death,’ the ‘Viking Age,’ and ‘Old English literature’—to explore how the medieval is forged, defined by us as crafted and created, ‘on-Wiki.’ We discuss what these forgings suggest about public understanding, desires, and interests, and the ideas about the past that emerge as a result. Our case studies demonstrate varied approaches to Wiki content, including citation review, readings of version histories, and pageview analysis. It is intended that this article provokes further discussion of Wikipedia as a site of medieval public history and inspires our colleagues to engage as critics, editors, teachers, or activists.

Hemorrhagic Adverse Events of Transthoracic Needle Biopsy of the Lung in Patients with Pulmonary Hypertension: A Systematic Review and Meta-Analysis

PurposeTo compare the risk of hemorrhagic adverse events of transthoracic needle biopsy (TTNB) such as pulmonary hemorrhage and hemoptysis between patients with pulmonary hypertension (PH) and patients without PH. Materials and MethodsDatabase search and citation review of search results were performed for studies reporting frequency of hemorrhagic adverse events of TTNB in adult patients with evidence of PH compared with that in patients undergoing the procedure without evidence of PH. Random-effects meta-analysis was performed for both rates of pulmonary hemorrhage and hemoptysis. ResultsA total of 5 studies (encompassing 6,250 patients who underwent 6,684 biopsies) were included. All studies were retrospective and used computed tomography (CT) or echocardiography for identification of signs of PH. Biopsy-related pulmonary hemorrhage was diagnosed radiographically, and postbiopsy hemoptysis was diagnosed by documentation in the medical record. There were no differences found between patients with evidence of PH and those without regarding rates of pulmonary hemorrhage (odds ratio [OR], 1.12 [95% confidence interval {CI}, 0.85–1.47] in studies that used CT to define PH, and OR, 0.88 [95% CI 0.56–1.39] in studies that used echocardiography to define PH). There were also no differences in the rates of hemoptysis (OR, 0.95 [95% CI, 0.46–1.97]). ConclusionsA systematic review and meta-analysis of the literature did not demonstrate that patients with imaging evidence of PH undergoing TTNB had an increased risk of hemorrhagic adverse events.

Guidelines for Good Publication: A Brief Description of Indexing, Citation, Indexing Parameters and Peer Review Methods

Guidelines for Good Publication: A Brief Description of Indexing, Citation, Indexing Parameters and Peer Review Methods

Task force of the Brazilian Society of Otology — evaluation and management of peripheral facial palsy

ObjectiveTo review key evidence-based recommendations for the diagnosis and treatment of peripheral facial palsy in children and adults. MethodsTask force members were educated on knowledge synthesis methods, including electronic database search, review and selection of relevant citations, and critical appraisal of selected studies. Articles written in English or Portuguese on peripheral facial palsy were eligible for inclusion. The American College of Physicians’ guideline grading system and the American Thyroid Association’s guideline criteria were used for critical appraisal of evidence and recommendations for therapeutic interventions. ResultsThe topics were divided into 2 main parts: (1) Evaluation and diagnosis of facial palsy: electrophysiologic tests, idiopathic facial palsy, Ramsay Hunt syndrome, traumatic peripheral facial palsy, recurrent peripheral facial palsy, facial nerve tumors, and peripheral facial palsy in children; and (2) Rehabilitation procedures: surgical decompression of the facial nerve, facial nerve grafting, surgical treatment of long-term peripheral facial palsy, and non-surgical rehabilitation of the facial nerve. ConclusionsPeripheral facial palsy is a condition of diverse etiology. Treatment should be individualized according to the cause of facial nerve dysfunction, but the literature presents better evidence-based recommendations for systemic corticosteroid therapy.

Patient diversity and author representation in clinical studies supporting the Surviving Sepsis Campaign guidelines for management of sepsis and septic shock 2021: a systematic review of citations

BackgroundThe generalizability of the Surviving Sepsis Campaign (SSC) guidelines to various patient populations and hospital settings has been debated. A quantitative assessment of the diversity and representation in the clinical evidence supporting the guidelines would help evaluate the generalizability of the recommendations and identify strategic research goals and priorities. In this study, we evaluated the diversity of patients in the original studies, in terms of sex, race/ethnicity, and geographical location. We also assessed diversity in sex and geographical representation among study first and last authors.MethodsAll clinical studies cited in support of the 2021 SSC adult guideline recommendations were identified. Original clinical studies were included, while editorials, reviews, non-clinical studies, and meta-analyses were excluded. For eligible studies, we recorded the proportion of male patients, percentage of each represented racial/ethnic subgroup (when available), and countries in which they were conducted. We also recorded the sex and location of the first and last authors. The World Bank classification was used to categorize countries.ResultsThe SSC guidelines included six sections, with 85 recommendations based on 351 clinical studies. The proportion of male patients ranged from 47 to 62%. Most studies did not report the racial/ ethnic distribution of the included patients; when they did so, most were White patients (68–77%). Most studies were conducted in high-income countries (77–99%), which included Europe/Central Asia (33–66%) and North America (36–55%). Moreover, most first/last authors were males (55–93%) and from high-income countries (77–99%).ConclusionsTo enhance the generalizability of the SCC guidelines, stakeholders should define strategies to enhance the diversity and representation in clinical studies. Though there was reasonable representation in sex among patients included in clinical studies, the evidence did not reflect diversity in the race/ethnicity and geographical locations. There was also lack of diversity among the first and last authors contributing to the evidence.

A methodological quality review of citations of randomized controlled trials of diabetes type2 in leading clinical practice guidelines and systematic reviews.

Evaluate methodological quality of type 2 diabetes RCTs conducted in Iran and cited in clinical practice guidelines and systematic reviews and meta-analyses. We conducted a descriptive methodological quality review, analyzing 286 Randomized Controlled Trials (RCTs) on diabetes mellitus published in Iran from July 2004 to 2021. We searched six databases systematically and evaluated eligible articles using the CONSORT 2010 checklist for abstracts. Two investigators assessed the data using a 17-item checklist derived from CONSORT. Additionally, we examined the citations of each RCT in 260 clinical practice guidelines, with a specific focus on the adequate reporting of outcomes. Out of 6667 articles, 286 analyzed. Poor reporting and failure to meet criteria observed. Only 3.8% cited in guidelines. Reporting rates: primary outcomes (41.9%), randomization (61.8%), trial recruitment (12.6%), blinding (50.8%). 27.9% cited in systematic reviews, 50.34% in systematic reviews and meta-analyses, 26.57% in meta-analyses. 67.8% of papers cited in systematic reviews. Adherence highest for participants, objective, randomization, intervention, outcome; lowest for recruitment, trial design, funding source, harms, and reporting primary outcomes. Poor methodological reporting and adherence to CONSORT checklist in evaluated RCTs, especially in methodological sections. Improvements needed for reliable and applicable results in guidelines, reviews, and meta-analyses. Inadequate outcome reporting challenges researchers, clinicians, and policymakers, impacting evidence-based decision-making. Urgent improvements in RCT registration necessary.

Data visualisation approaches for component network meta-analysis: visualising the data structure

BackgroundHealth and social care interventions are often complex and can be decomposed into multiple components. Multicomponent interventions are often evaluated in randomised controlled trials. Across trials, interventions often have components in common which are given alongside other components which differ across trials. Multicomponent interventions can be synthesised using component NMA (CNMA). CNMA is limited by the structure of the available evidence, but it is not always straightforward to visualise such complex evidence networks. The aim of this paper is to develop tools to visualise the structure of complex evidence networks to support CNMA.MethodsWe performed a citation review of two key CNMA methods papers to identify existing published CNMA analyses and reviewed how they graphically represent intervention complexity and comparisons across trials. Building on identified shortcomings of existing visualisation approaches, we propose three approaches to standardise visualising the data structure and/or availability of data: CNMA-UpSet plot, CNMA heat map, CNMA-circle plot. We use a motivating example to illustrate these plots.ResultsWe identified 34 articles reporting CNMAs. A network diagram was the most common plot type used to visualise the data structure for CNMA (26/34 papers), but was unable to express the complex data structures and large number of components and potential combinations of components associated with CNMA. Therefore, we focused visualisation development around representing the data structure of a CNMA more completely. The CNMA-UpSet plot presents arm-level data and is suitable for networks with large numbers of components or combinations of components. Heat maps can be utilised to inform decisions about which pairwise interactions to consider for inclusion in a CNMA model. The CNMA-circle plot visualises the combinations of components which differ between trial arms and offers flexibility in presenting additional information such as the number of patients experiencing the outcome of interest in each arm.ConclusionsAs CNMA becomes more widely used for the evaluation of multicomponent interventions, the novel CNMA-specific visualisations presented in this paper, which improve on the limitations of existing visualisations, will be important to aid understanding of the complex data structure and facilitate interpretation of the CNMA results.

The Water Supply Infrastructure of Early Denver

The City of Denver originated as a gold-mining town. Its geographic location and semi-arid environment posed unique challenges to the development of its water supply infrastructure. Multi-scalar historical and archeological analyses, reveal how the city coped with the challenges of water scarcity and distribution over time, illustrating the evolution of water management practices, and the ways in which infrastructure and governance systems evolved to meet changing needs and priorities. Historical analysis maps the changes in urban water infrastructure (cisterns, ditches, sewers, artesian wells, and reservoirs) using a systematic documentation review of the Denver newspaper citations between 1860 and 1929. This is corroborated through contextual investigation and archeological excavations. Taken together, the research demonstrates how the residents of early Denver were forced to continually seek new water sources for distribution even after other provisional priorities such as sewage management and flood control were initiated.

Citation Review and Scientific Visualization of Articles Published in the Iranian Rehabilitation Journal (IRJ) 2003-2023 in the Scopus Database

Objectives: Accurate scientific planning and societal macro policies require reviewing and evaluating research output. Scientometrics offers a valuable approach for assessing the activity of journals that publish a majority of scientific productions. This study aims to analyze the scientific activity of the Iranian Rehabilitation Journal (IRJ) by examining its publication history in the Scopus database. Methods: This bibliometric analysis adopts a scientometrics approach and includes all documents published in IRJ indexed in the Scopus database. Data collection and analysis were performed using VOSviewer and Excel software. Results: IRJ has been active since 2003, initially publishing seven articles in the Scopus database. The journal boasts an H-index 11 and has produced 701 documents over 20 years. The citation score for the journal in 2022 was approximately 0.6. The University of Social Welfare and Rehabilitation Sciences had the highest number of affiliated articles (n=395). The most productive author was “Dadkhah” with 42 documents; the most cited author was “Masah”. Most documents are articles written in English, and the most frequently used keyword is “Rehabilitation”. Discussion: This study offers an overview of the status of IRJ, indicating an increasing trend in the number of documents published and citations received since its establishment. The research findings can serve as a road map for researchers in the field of rehabilitation, providing valuable insights for future studies.

1011 Chemical VTE Prophylaxis for Adults with Abdominal Trauma: A Systematic Review

Abstract Aim The increased incidence of VTE following blunt and penetrating abdominal trauma is well documented due to trauma induced coagulopathy and immobility. Whilst guidance often advocates early chemical thromboprophylaxis with low molecular weight heparin, clinical practice varies. This systematic review aims to evaluate evidence regarding VTE chemical prophylaxis in the adult trauma population (16+) presenting with blunt and penetrating abdominal trauma. Method A search of MEDLINE, EMBASE and PubMed databases was conducted, and additional references were identified from a review of literature citations. Search results were limited to English language and human studies. Co-existing severe head injuries defined as AIS>3 was excluded. Data was summarised in data extraction tables, along with level of evidence and bias scores for each study. Results A total of 9 retrospective trials exploring the timings of VTE chemoprophylaxis were included. All but 3 studies showed late VTE chemoprophylaxis initiation (>48hrs) was linked with a higher incidence of VTE, with significant results in 4 studies. Early VTE chemoprophylaxis was not associated with increased risk of NOM failure. Early VTE chemoprophylaxis was also not found to be associated with an increased risk in bleeding in most studies, with non-significant differences in blood transfusion requirements. Conclusions Research favours early initiation of VTE chemoprophylaxis in the abdominal trauma population, without significant risk of complications and supports results from other trauma populations. Further prospective studies are needed in the abdominal trauma population, as well as its sub-populations, to directly compare VTE agents and dosing regimens and provide higher quality evidence to support chemical thromboprophylaxis.

Digital Display Preference of Electronic Gadgets for Visual Comfort: A Systematic Review.

Digital devices such as smartphones, tablets, computers, and laptops are used for various purposes. The digital display quality has been improved, making it less tiring and more favoured among users. This study aimed to review the visual comfort of digital devices and the preferences of digital display settings that enhance the visual comfort experienced by digital device users. A search of PubMed, EBSCO host MEDLINE Complete, Scopus database, Google Scholar, and manual citation review was conducted, covering the period between 2010 and 2022. The criteria were selected based on the PRISMA statements. The search mainly focused on finding the existing literature on digital devices that contribute to visual discomfort and digital device settings that provide better visual comfort. The database search resulted in 533 references via the application of Microsoft Excel. There were 28 studies included in the final assessment. Twelve studies accounted for digital devices that contributed to visual discomfort, while another sixteen studies for digital device settings provided better visual comfort. Digital displays with high luminance contrast, positive polarity and adequate colour were preferred for better visual comfort. Meanwhile, smaller fonts were preferred for desktops and laptops, while larger fonts were favoured for smartphones. This study provides insights for digital display developers to learn and improve their display technology to fit the preferences expressed.

Feasibility of robotic neuroendovascular surgery.

Several recent reports of CorPath GRX vascular robot (Cordinus Vascular Robotics, Natick, MA) use intracranially suggest feasibility of neuroendovascular application. Further use and development is likely. During this progression it is important to understand endovascular robot feasibility principles established in cardiac and peripheral vascular literature which enabled extension intracranially. Identification and discussion of robotic proof of concept principals from sister disciplines may help guide safe and accountable neuroendovascular application. Summarize endovascular robotic feasibility principals established in cardiac and peripheral vascular literature relevant to neuroendovascular application. Searches of PubMed, Scopus and Google Scholar were conducted under PRISMA guidelines1 using MeSH search terms. Abstracts were uploaded to Covidence citation review (Covidence, Melbourne, AUS) using RIS format. Pertinent articles underwent full text review and findings are presented in narrative and tabular format. Search terms generated 1642 articles; 177, 265 and 1200 results for PubMed, Scopus and Google Scholar respectively. With duplicates removed, title review identified 176 abstracts. 55 articles were included, 45 from primary review and 10 identified during literature review. As it pertained to endovascular robotic feasibility proof of concept 12 cardiac, 3 peripheral vascular and 5 neuroendovascular studies were identified. Cardiac and peripheral vascular literature established endovascular robot feasibility and efficacy with equivalent to superior outcomes after short learning curves while reducing radiation exposure >95% for the primary operator. Limitations of cost, lack of haptic integration and coaxial system control continue, but as it stands neuroendovascular robotic implementation is worth continued investigation.

Mapping the Public-Private Partnership Researches in Waste Management: A Bibliometric Analysis

The increasing societal demands for effective waste management have compelled the government to provide optimal services in accordance with established standards, while carefully considering various relevant aspects. Public-Private Partnerships (PPP) have emerged as a conceptual framework to address these challenges. This article aims to comprehensively analyze and map the existing literature on public-private partnerships in the context of waste management. The mapping of this literature offers valuable insights into the theoretical foundations, practical implications, and potential future directions policy development in this field. Through bibliometric analysis and the application of the PICO Spider framework, a citation review was conducted based on the number of citations and journal sources. Co-authorship analysis was also performed based on authors and countries, while co-occurrence analysis was carried out based on all keywords. Furthermore, the analysis and visualization were conducted using the VOSviewer application. The utilization of VOSviewer facilitates the visualization of these findings, allowing for a more intuitive understanding and interpretation of the bibliometric analysis results. At the partnership level, the government needs to have full involvement, while higher-level government entities (such as provinces and central government) also play a role in indirectly supporting waste management programs. Private entities, on the other hand, can engage in waste processing using established technologies. However, if this is not feasible, privatization of waste management through independent Small and Medium Enterprises (SMEs) can serve as a new source of assistance for the government.

Reduced zoonoses and improved nutritional profiles: interrogating cultured meat and its alleged health benefits

Cultured meat is being marketed as a multi-faceted improvement over traditional meat production. Some proponents claim that cultured meat reduces the potential spread of zoonotic disease; others further claim that cultured meat can be made more nutritious than traditional meat. This paper demonstrates – through a review of citations regarding proponent claims surrounding cultured meat’s potential to reduce zoonotic disease spread and improve nutritional possibilities – that cultured meat’s alleged health benefits are not based on quantitative data, nor based on well-developed theoretical research. Claims are often based on presumptions held throughout the literature; this paper calls these presumptions into question by investigating theoretical questions related to how cultured meat will be produced. Importantly, the paper also examines the recent emergence of “exotic cultured meat,” positing that proponent ambitions for diversified food experiences are not exempt from concerns about zoonotic disease spread and nutritional value. Healthcare professionals need to be aware of the limited evidence available for health-related claims which are being used to promote cultured meat. While such a conclusion does not require dismissing cultured meat’s potential, greater scrutiny is needed at this time, especially as cultured meat inches closer to becoming publicly available. This paper develops cultured meat research further by identifying the need for: deeper consideration of the interaction between humans and animals throughout the supply chain; greater care to be taken regarding the use of various sources as definitive proof of cultured meat’s alleged health benefits; and critical consideration of the implications of exotic cultured meat production.

Citation culture: Citing authors behaviour vs trust in research results

The importance of correct citation for the development and deepening of scholarly knowledge is evident. At the same time, considering citation in assessing the quality level of a particular paper or journal can be treated differently due to citation practices, thus requiring a systematic analysis, and tracking of their development. The purpose of this article is to present the architecture of the citation landscape current state and comment on steps to avoid common pitfalls in the citation process. The authors have analyzed the most significant foreign studies on the topic, highlighted the main key aspects of the modern citation culture and new trends that can change the citation practice. A typology of citation is offered, the most prominent theories of citing authors behavior are commented, strategies of citing authors behavior and factors that determine the characteristics of citation are described, parameters of high-quality citation are analyzed, and recommendations for the implementation of successful strategies for citing authors behavior are given. The authors have also highlighted new trends in the context of citation (review of the citation context, the phenomenon of unwanted citation) that can significantly transform the citation practice. Understanding the landscape of modern citation culture by citing authors is fundamentally capable of optimizing citation standards, achieving maximum transparency and validity of the scholarly communication context.

Role of citation and non-citation metrics in predicting the educational impact of textbooks

PurposeThe main objective of the present study is to determine the role of citation-based metrics (PageRank and HITS’ authority and hub scores) and non-citation metrics (Goodreads readers, reviews and ratings, textbook edition counts) in predicting educational ranks of textbooks.Design/methodology/approachThe rankings of 1869 academic textbooks of various disciplines indexed in Scopus were extracted from the Open Syllabus Project (OSP) and compared with normalized counts of Scopus citations, scores of PageRank, authority and hub (HITS) in Scopus book-to-book citation network, Goodreads ratings and reviews, review sentiment scores and WorldCat book editions.FindingsPrediction of the educational rank of scholarly syllabus books ranged from 32% in technology to 68% in philosophy, psychology and religion. WorldCat editions in social sciences, medicine and technology, Goodreads ratings in humanities, and book-citation-network authority scores in law and political science accounted for the strongest predictions of the educational score. Thus, each indicator of editions, Goodreads ratings, and book citation authority score alone can be used to show the rank of the academic textbooks, and if used in combination, they will help explain the educational uptake of books even better.Originality/valueThis is the first study examining the role of citation indicators, Goodreads readers, reviews and ratings in predicting the OSP rank of academic books.