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#SystematicReviews

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Researchers planning to do #SystematicReviews must now plan to filter out the #JunkScience. That's difficult, time-consuming, error-prone, and demoralizing. It causes some researchers to drop their plans and forces others to move more slowly.
science.org/content/article/sy
(#paywalled)

#Academia #LiteratureReviews #MetaResearch #MetaScience #ScholComm
@academicchatter

🔥 Just out 🔥

#PrismaCosmin 2024

A #ReportingGuideline for reporting #SysReviews of outcome measurement instruments:
link.springer.com/article/10.1

It aims to improve the reporting of #SystematicReviews of OMIs, fostering their reproducibility and allowing end-users to appraise the quality of OMIs.

It consists of two checklists, their corresponding explanation and elaboration documents detailing the rationale and examples for each item, and a data flow diagram.

Call for Manuscripts for the "Journal of Systematic #Reviews" (JSR), a newly launched #OpenAccess journal

JSR is an international, peer-reviewed, bi-annual, multidisciplinary, #OA journal devoted to all aspects of the design, conduct and reporting of #SystematicReviews, #ScopingReviews, and #MetaAnalyses.

The journal’s mission is to publish original papers which contribute to the advancement of #science, and specially the #methodology of systematic reviews.

digitalization.site/index.php/

digitalization.site Journal of Systematic Reviews (JSR) Journal of Systematic Reviews (JSR) is an international open access journal devoted to theory and practice of systematic reviews and meta-analyses.
Continued thread

Und wie sieht es #international mit dem Einsatz von #KI in der #Bildung aus? Das wird in diesem Dossier beleuchtet. Hier die Inhalte:
- Unsere TOP-5-Links zu KI & Bildung
- Überblicksliteratur & #SystematicReviews
- Berichte & Statistiken
- Organisationen & Netzwerke
- Richtlinien, Strategien, Rahmenregelungen
- Projekte
- KI und Bildung in verschiedenen Ländern & Regionen
- KI-Tools in der Bildung
bildungsserver.de/Kuenstliche-
Reinschauen lohnt! 🤓

Deutscher BildungsserverKünstliche Intelligenz (KI) und Bildung - internationale Perspektiven
Replied in thread

I am very excited to announce that the official version of the manuscript is now published as open access in the journal Educational Psychology Review!

Come and take a look at this published version where we discuss the implications and possible avenues for researchers to use ML models for abstract screening in Educational Psychology systematic reviews!

link.springer.com/article/10.1

SpringerLinkScreening Smarter, Not Harder: A Comparative Analysis of Machine Learning Screening Algorithms and Heuristic Stopping Criteria for Systematic Reviews in Educational Research - Educational Psychology ReviewSystematic reviews and meta-analyses are crucial for advancing research, yet they are time-consuming and resource-demanding. Although machine learning and natural language processing algorithms may reduce this time and these resources, their performance has not been tested in education and educational psychology, and there is a lack of clear information on when researchers should stop the reviewing process. In this study, we conducted a retrospective screening simulation using 27 systematic reviews in education and educational psychology. We evaluated the sensitivity, specificity, and estimated time savings of several learning algorithms and heuristic stopping criteria. The results showed, on average, a 58% (SD = 19%) reduction in the screening workload of irrelevant records when using learning algorithms for abstract screening and an estimated time savings of 1.66 days (SD = 1.80). The learning algorithm random forests with sentence bidirectional encoder representations from transformers outperformed other algorithms. This finding emphasizes the importance of incorporating semantic and contextual information during feature extraction and modeling in the screening process. Furthermore, we found that 95% of all relevant abstracts within a given dataset can be retrieved using heuristic stopping rules. Specifically, an approach that stops the screening process after classifying 20% of records and consecutively classifying 5% of irrelevant papers yielded the most significant gains in terms of specificity (M = 42%, SD = 28%). However, the performance of the heuristic stopping criteria depended on the learning algorithm used and the length and proportion of relevant papers in an abstract collection. Our study provides empirical evidence on the performance of machine learning screening algorithms for abstract screening in systematic reviews in education and educational psychology.

Dear @OpenAlex people and other #SysRev enthusiastics:

I'm in the process of planning a number of #SystematicReviews. It would be great if we'd be able to use #OpenAlex instead of paywalled #bibliographic databases and interfaces.

There are 2 challenges.

1️⃣ OpenAlex is huge (which is great). The Subjects can help here I guess, but open to other suggestions!

2️⃣ In OpenAlex Web, I can't figure out how to search in Titles Only. When adding a filter, 'title' isn't available...

What am I missing?

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"But Kate," you say, "40 is a small number of users, when you think of all the handling editors looking for reviewers who can evaluate the reporting and quality of evidence synthesis searches."

Yes! Yes it is! You'd better tell other editors that this list of willing reviewers is available at sites.google.com/view/mlprdata

#PeerReview
#EvidenceSynthesis #SystematicReviews

sites.google.comLibrarian Peer Reviewer Database Librarian Peer Reviewer Database Connecting experts in systematic searching to the journal editors who need them

New post: A view from the Sicily Evidence-Based Healthcare Conference

absolutelymaybe.plos.org/2023/

Last week was the 10th international gathering of EBHC teachers & developers in Sicily. I reflect on some of the major themes - "living" systematic reviews & guidelines, pandemic divisions, & equity in EBHC.

Absolutely Maybe · A View From the Sicily Evidence-Based Healthcare Conference - Absolutely MaybeIt’s a stunning place. And this conference makes the best of it, held in a hotel overlooking its own Mediterranean beach. The…