ArticleDiagnostics (Basel, Switzerland)2024
Optimal Training Positive Sample Size Determination for Deep Learning with a Validation on CBCT Image Caries Recognition.
Yanlin Wang, Gang Li, Xinyue Zhang, Yue Wang, Zhenhao Zhang, Jupeng Li, Junqi Ma, Linghang Wang
Abstract read
In one paragraphArticle in Diagnostics (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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0cells of the map it votes in
0citing papers in PubMed
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What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
2 · The registryThe trial behind it
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3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
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4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
8 authors.
Yanlin WangNational Center for Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Research Center of Oral Biomaterials and Digital Medical Device & Beijing Key Laboratory of Digital Stomatology & NHC Key Laboratory of Digital Stomatology, Department of Oral and Maxillofacial Radiology, Peking University School and Hospital of Stomatology, Beijing 100080, China.ORCID 0009-0009-1171-1768 Gang LiNational Center for Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Research Center of Oral Biomaterials and Digital Medical Device & Beijing Key Laboratory of Digital Stomatology & NHC Key Laboratory of Digital Stomatology, Department of Oral and Maxillofacial Radiology, Peking University School and Hospital of Stomatology, Beijing 100080, China.ORCID 0000-0003-4642-2033 Xinyue ZhangNational Center for Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Research Center of Oral Biomaterials and Digital Medical Device & Beijing Key Laboratory of Digital Stomatology & NHC Key Laboratory of Digital Stomatology, Department of Oral and Maxillofacial Radiology, Peking University School and Hospital of Stomatology, Beijing 100080, China.
Yue WangSchool of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China.
Zhenhao ZhangSchool of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China.
Jupeng LiSchool of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China.
Junqi MaYOFO Medical Technology Co., Ltd., Hefei 230093, China.
Linghang WangYOFO Medical Technology Co., Ltd., Hefei 230093, China.
Funding
Beijing Natural Science Foundation L232029
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
CBCTdeep learningdental cariesoral radiologytraining set
Identifiers
PMID39335759
PMCPMC11431354
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