ArticleDiagnostics (Basel, Switzerland)2026
LUCID: Intelligent Informative Frame Selection in Otoscopy for Enhanced Diagnostic Utility.
Hao Lu, Muhammet F Demir, Gabriella I Puchall, Zian Shang, Tucker Corwen, Shalaka Chavan, Carl D Langefeld, Amy Zinnia, Delal Seker, Muhammad Khalid Khan Niazi and 2 more
Abstract read
In one paragraphArticle in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
5 · Who and what moneyAuthors and funding
12 authors.
Hao LuCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.ORCID 0000-0002-4547-7780 Muhammet F DemirCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.ORCID 0009-0004-3666-7525 Gabriella I PuchallCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.
Zian ShangCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.
Tucker CorwenCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.
Shalaka ChavanCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.
Carl D LangefeldDepartment of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.ORCID 0000-0002-4266-6949 Amy ZinniaDepartment of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.ORCID 0009-0007-2905-9814 Delal SekerDepartment of Electrical and Electronics Engineering, Dicle University, Diyarbakir 21280, Turkey.
Muhammad Khalid Khan NiaziDepartment of Pathology, The Ohio State University, Columbus, OH 43210, USA.
Aaron C MoberlyDepartment of Otolaryngology-Head and Neck Surgery, Vanderbilt University Medical Center, Nashville, TN 37232, USA.ORCID 0000-0001-9022-6916 Metin N GurcanCenter for Artificial Intelligence Research, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA.ORCID 0000-0002-2421-8229 Funding
Computer-assisted diagnosis of ear pathologies by combining digital otoscopy with complementary data using machine learningR01DC020715 · NIDCD · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Metin Nafi Gurcan, Aaron C Moberly · 2023 to 2026
$2.5MNIDCD NIH HHS R01 DC020715
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
deep learningeardrum segmentationimage quality assessmentinformative frame selectionmiddle ear diagnosisotoscopy
Identifiers
PMID42793766
PMCPMC13605382
What OpenQuestion holds
Textmetadata
Read underepoch 390