Cover Image

Impact of Gold-Standard Label Errors on Evaluating Performance of Deep Learning Models in Diabetic Retinopathy Screening: Nationwide Real-World Validation Study

BackgroundFor medical artificial intelligence (AI) training and validation, human expert labels are considered the gold standard that represents the correct answers or desired outputs for a given data set. These labels serve as a reference or benchmark against which the model's predictions are...

Full description

Saved in:

Bibliographic Details
Main Authors:	Yueye Wang (Author), Xiaotong Han (Author), Cong Li (Author), Lixia Luo (Author), Qiuxia Yin (Author), Jian Zhang (Author), Guankai Peng (Author), Danli Shi (Author), Mingguang He (Author)
Format:	Book
Published:	JMIR Publications, 2024-08-01T00:00:00Z.
Subjects:	article
Online Access:	Connect to this object online.
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Medication Errors in Psychiatric Hospitals: A Nationwide Real-World Evidence Study in Saudi Arabia
by: Khalidah A. Alenzi, et al.
Published: (2024)

Laparoscopic myomectomy-The gold standard
by: Anja Herrmann, et al.
Published: (2014)

ESTIMATING HORIZONTAL DISPLACEMENT DEDUCTION IN TRAMPOLINE GYMNASTICS BY MEANS OF CONSTANT AND VARIABLE ERRORS OF LANDING POSITIONS: A NEW GOLD STANDARD?
by: Katja Ferger, et al.
Published: (2020)

Real Gold: A Story of Adventure
by: Fenn, George Manville, 1831-1909; Stacey, W. S. (Walter S.), 1846-1929 [Illustrator]

Axial length and refraction errors in premature infants with and without retinopathy of prematurity
by: S.V. Katsan, et al.
Published: (2019)

The Galleon's Gold; or, Frank Reade, Jr.'s Deep Sea Search.
by: Senarens, Luis, 1863-1939

A New Gold Standard for the Detection of Chlamydiatrachomatis?
by: Gilles R.G. Monif
Published: (1998)

What is gold standard and what is ground truth?
by: Jefferson Rosa Cardoso, et al.
Published: (2014)

Is 'GOLD' standard for the management of COPD in clinical practice?
by: Barbara Yawn
Published: (2012)

Fighting with obesity: the "gold standard" and new horizons
by: O. M. Drapkina, et al.
Published: (2016)

Educational Standards and the Problem of Error
by: Noel Wilson
Published: (1998)

Standard Errors in Educational Assessment
by: Greg Camilli
Published: (1996)

ON THE IMPACT OF DRUG NAMES AND LABELS ON THE RISK OF MEDICATION ERRORS
by: R. N. Alyautdin, et al.
Published: (2022)

Is primary stability the gold standard factor in implant success
by: Md Nazish Alam, et al.
Published: (2014)

METHOTREXATE - «GOLD STANDARD» OF JUVENILE RHEUMATOID ARTHRITIS TREATMENT
by: Ye. I. Alekseyeva, et al.
Published: (2011)

METHOTREXATE - «GOLD STANDARD» OF JUVENILE RHEUMATOID ARTHRITIS TREATMENT
by: Ye. I. Alekseyeva, et al.
Published: (2011)

Performance comparison of two malaria rapid diagnostic test with real time polymerase chain reaction and gold standard of microscopy detection method
by: Puspa Wardhani, et al.
Published: (2020)

Book Review: The Gold Standard: The Challenge of Evidence-Based Medicine and Standardization in Health Care
by: Martin D. Merry M.D
Published: (2004)

CBCT as an Emerging Gold Standard for Presurgical Planning in Implant Restorations
by: M Shiva Shankar, et al.
Published: (2013)

SHORT- AND LONG-TERM BOND STRENGTHS OF A GOLD STANDARD
by: Safa TUNCER, et al.
Published: (2015)

Laporoscopic Surgery as the Gold Standard Surgery for Inguinal Hernia in Children
by: Elena Yu. Dyakonova, et al.
Published: (2018)

Acute Facial Nerve Palsy in Children: Gold Standard Management
by: Delphine Wohrer, et al.
Published: (2022)

Statistical notes for clinical researchers: Understanding standard deviations and standard errors
by: Hae-Young Kim
Published: (2013)

Vessels characteristics in familial exudative vitreoretinopathy and retinopathy of prematurity based on deep convolutional neural networks
by: Xinyi Deng, et al.
Published: (2023)

Hurried Psychiatric Labelling: A Preventable Medical Error in an Emergency Department
by: Mohammad Javad Behzadnia
Published: (2019)

Three-Dimensional Collagen Membranes Challenging the Gold Standard in Gingival Recession
by: Siddharth Narayan, et al.
Published: (2023)

Digital panoramic radiography for diagnosis of the temporomandibular joint: CBCT as the gold standard
by: Daniela Brait Silva LADEIRA, et al.
Published: (2015)

BREAST MILK AS A GOLD STANDARD FOR DEVELOPMENT OF ARTIFICIAL MILK FORMULAS
by: O. L. Lukoyanova
Published: (2012)

BREASTFEEDING IS THE - "GOLD STANDARD" OLD EXPERIENCE AND NEW SCIENTIFICALLY PROVEN BENEFITS
by: М. Кісельова, et al.
Published: (2022)

Dual energy X‐ray absorptiometry: gold standard for muscle mass?
by: Aldo Scafoglieri, et al.
Published: (2018)

Molecular methods for detection of Helicobacter pylori infection: could they be the gold standard?
by: Ivy Bastos Ramis

Astatine-211-Labeled Gold Nanoparticles for Targeted Alpha-Particle Therapy via Intravenous Injection
by: Xuhao Huang, et al.
Published: (2022)

Developing and user testing new pharmacy label formats-A study to inform labelling standards
by: Vivien Tong, et al.
Published: (2021)

Pay for performance program reduces treatment needed diabetic retinopathy - a nationwide matched cohort study in Taiwan
by: Shwu-Jiuan Sheu, et al.
Published: (2018)

Place of the gold standard isokinetic dynamometer in Paralympic sports: a systematic review
by: Shirko Ahmadi, et al.
Published: (2021)

Laparoscopy is the Gold Standard in Ovarian Pathologies in Childhood: Clinical Evaluation and Literature Review
by: Gülnur Göllü, et al.
Published: (2016)

Does magnetic resonance represent the gold-standard of imaging for the follow-up of arthritis?
by: M.A. Cimmino
Published: (2011)

The potential effects and mechanisms of hispidulin in the treatment of diabetic retinopathy based on network pharmacology
by: Yao Chen, et al.
Published: (2022)

Is the serving size and household measure information on labels clear and standardized? Analysis of the labels of processed foods sold in Brazil
by: Nathalie Kliemann, et al.
Published: (2014)

Is the serving size and household measure information on labels clear and standardized? Analysis of the labels of processed foods sold in Brazil
by: Nathalie Kliemann, et al.
Published: (2014)