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Over 360\u00a0000 COVID-19-related manuscripts have been published on PubMed and preprint servers like medRxiv and bioRxiv, with preprints comprising about 15% of all manuscripts. Yet, the role and impact of preprints on COVID-19 research and evidence synthesis remain uncertain.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Materials and Methods<\/jats:title>\n                  <jats:p>We propose a novel data-driven method for assigning weights to individual preprints in systematic reviews and meta-analyses. This weight termed the \u201cconfidence score\u201d is obtained using the survival cure model, also known as the survival mixture model, which takes into account the time elapsed between posting and publication of a preprint, as well as metadata such as the number of first 2-week citations, sample size, and study type.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Results<\/jats:title>\n                  <jats:p>Using 146 preprints on COVID-19 therapeutics posted from the beginning of the pandemic through April 30, 2021, we validated the confidence scores, showing an area under the curve of 0.95 (95% CI, 0.92-0.98). Through a use case on the effectiveness of hydroxychloroquine, we demonstrated how these scores can be incorporated practically into meta-analyses to properly weigh preprints.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Discussion<\/jats:title>\n                  <jats:p>It is important to note that our method does not aim to replace existing measures of study quality but rather serves as a supplementary measure that overcomes some limitations of current approaches.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Conclusion<\/jats:title>\n                  <jats:p>Our proposed confidence score has the potential to improve systematic reviews of evidence related to COVID-19 and other clinical conditions by providing a data-driven approach to including unpublished manuscripts.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1093\/jamia\/ocad248","type":"journal-article","created":{"date-parts":[[2023,12,9]],"date-time":"2023-12-09T02:50:52Z","timestamp":1702090252000},"page":"809-819","source":"Crossref","is-referenced-by-count":4,"title":["Confidence score: a data-driven measure for inclusive systematic reviews considering unpublished preprints"],"prefix":"10.1093","volume":"31","author":[{"given":"Jiayi","family":"Tong","sequence":"first","affiliation":[{"name":"The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics , Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA 19104, United States"},{"name":"Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, The University of Pennsylvania , Philadelphia, PA 19104, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chongliang","family":"Luo","sequence":"additional","affiliation":[{"name":"Division of Public Health Sciences, Washington University School of Medicine in St Louis , St Louis, MO 63110, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yifei","family":"Sun","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Columbia University , New York City, NY 10032, United States"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9261-4864","authenticated-orcid":false,"given":"Rui","family":"Duan","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Harvard T.H. 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