Cargando…

Pilot study to evaluate tools to collect pathologist annotations for validating machine learning algorithms

PURPOSE: Validation of artificial intelligence (AI) algorithms in digital pathology with a reference standard is necessary before widespread clinical use, but few examples focus on creating a reference standard based on pathologist annotations. This work assesses the results of a pilot study that co...

Descripción completa

Detalles Bibliográficos
Autores principales:	Elfer, Katherine, Dudgeon, Sarah, Garcia, Victor, Blenman, Kim, Hytopoulos, Evangelos, Wen, Si, Li, Xiaoxian, Ly, Amy, Werness, Bruce, Sheth, Manasi S., Amgad, Mohamed, Gupta, Rajarsi, Saltz, Joel, Hanna, Matthew G., Ehinger, Anna, Peeters, Dieter, Salgado, Roberto, Gallas, Brandon D.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Society of Photo-Optical Instrumentation Engineers 2022
Materias:	Digital Pathology
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9326105/ https://www.ncbi.nlm.nih.gov/pubmed/35911208 http://dx.doi.org/10.1117/1.JMI.9.4.047501

Ejemplares similares

Development of Training Materials for Pathologists to Provide Machine Learning Validation Data of Tumor-Infiltrating Lymphocytes in Breast Cancer
por: Garcia, Victor, et al.
Publicado: (2022)

A Pathologist-Annotated Dataset for Validating Artificial Intelligence: A Project Description and Pilot Study
por: Dudgeon, Sarah N., et al.
Publicado: (2021)

Xanthogranulomatous Cholecystitis: A Diagnostic Challenge for Radiologists, Surgeons, and Pathologists
por: Rahman, Jawaria, et al.
Publicado: (2020)

Feature analysis of cell nuclear chromatin distribution in support of cervical cytology
por: Komagata, Hideki, et al.
Publicado: (2017)

Recurrence analysis on prostate cancer patients with Gleason score 7 using integrated histopathology whole-slide images and genomic data through deep neural networks
por: Ren, Jian, et al.
Publicado: (2018)

Automatic extraction of cell nuclei from H&E-stained histopathological images
por: Yi, Faliu, et al.
Publicado: (2017)

Video compression to support the expansion of whole-slide imaging into cytology
por: Zarella, Mark D., et al.
Publicado: (2019)

COVID-19 detection method based on SVRNet and SVDNet in lung x-rays
por: Rao, Kedong, et al.
Publicado: (2021)

Detection of COVID-19 from chest x-ray images using transfer learning
por: Manokaran, Jenita, et al.
Publicado: (2021)

3D CNN classification model for accurate diagnosis of coronavirus disease 2019 using computed tomography images
por: Li, Yifan, et al.
Publicado: (2021)

Fast whole-slide cartography in colon cancer histology using superpixels and CNN classification
por: Wilm, Frauke, et al.
Publicado: (2022)

Cell2Grid: an efficient, spatial, and convolutional neural network-ready representation of cell segmentation data
por: Herbsthofer, Laurin, et al.
Publicado: (2022)

Malignant Epithelioid Soft Tissue Tumours- A Pathologist's Perspective With Review of Literature
por: Dey, Biswajit, et al.
Publicado: (2020)

Contribution of Pathologists in Leading Clinical Cancer Research Through Interdisciplinary Collaboration in Saudi Arabia
por: Muwar, Moataz, et al.
Publicado: (2020)

Automatic deep learning-based colorectal adenoma detection system and its similarities with pathologists
por: Song, Zhigang, et al.
Publicado: (2020)

Image Descriptors for Weakly Annotated Histopathological Breast Cancer Data
por: Stanitsas, Panagiotis, et al.
Publicado: (2020)

Markup: A Web-Based Annotation Tool Powered by Active Learning
por: Dobbie, Samuel, et al.
Publicado: (2021)

Inter-rater agreement for the annotation of neurologic signs and symptoms in electronic health records
por: Oommen, Chelsea, et al.
Publicado: (2023)

On the Annotation of Health Care Pathways to Allow the Application of Care-Plans That Generate Data for Multiple Purposes
por: Ingvar, Martin, et al.
Publicado: (2021)

Hans Wolfgang Sachs (1912–2000): From Nazi Volkstumskämpfer and chief pathologist of the Reich Physician SS to chairholder in the Federal Republic of Germany. English version
por: Westemeier, Jens, et al.
Publicado: (2020)

Restaining-based annotation for cancer histology segmentation to overcome annotation-related limitations among pathologists
por: Komura, Daisuke, et al.
Publicado: (2023)

A comprehensive review of biopsy techniques for oculoplastic and orbital surgeons from ophthalmic pathologists’ perspective
por: Alkatan, Hind M., et al.
Publicado: (2021)

Application of whole slide image markup and annotation for pathologist knowledge capture
por: Campbell, Walter S., et al.
Publicado: (2013)

Influence of study design on digital pathology image quality evaluation: the need to define a clinical task
por: Platiša, Ljiljana, et al.
Publicado: (2017)

A Rare Case of Extramedullary Plasmacytoma Presenting as Large Abdominal Mass
por: Brummund, Dieter, et al.
Publicado: (2020)

Caspase 8 Expression Patterns in Meningiomas: A Tissue Microarray Digital Image Analysis
por: Roukas, Dimitrios, et al.
Publicado: (2022)

A Giant Oncocytoma in an Elderly Female Patient: A Case Report
por: Kratiras, Zisis, et al.
Publicado: (2023)

The role of home medication storage location in increasing medication adherence for middle-aged and older adults
por: Gualtieri, Lisa, et al.
Publicado: (2022)

Impact of Endobronchial Ultrasound-Guided Transbronchial Needle Aspiration (EBUS-TBNA) on Lung Carcinoma Staging: A Retrospective Study
por: Kosmas, Konstantinos, et al.
Publicado: (2021)

Primary Pancreatic Mature T-Cell Lymphoma as a Cause of Obstructive Jaundice: A Case Report and Review of the Literature
por: Garza-Morales, Rodolfo, et al.
Publicado: (2023)

Inflammatory Myofibroblastic Tumor of the Left Sphenoid and Cavernous Sinus Successfully Treated with Partial Resection and High Dose Radiotherapy: Case Report and Review of the Literature.
por: Gabel, Brandon C, et al.
Publicado: (2015)

Increased Cancer Risk in Younger Patients with Thyroid Nodules Diagnosed as Atypia of Undetermined Significance
por: Todorovic, Emilija, et al.
Publicado: (2018)

Modeling inter-individual differences in ambulatory-based multimodal signals via metric learning: a case study of personalized well-being estimation of healthcare workers
por: Paromita, Projna, et al.
Publicado: (2023)

Virtual Reality for Distraction and Relaxation in a Pediatric Hospital Setting: An Interventional Study With a Mixed-Methods Design
por: Bernaerts, Sylvie, et al.
Publicado: (2022)

Teratoma With Malignant Ectomesenchymoma in the Pineal Region: A Case Report
por: Hernández-Reséndiz, Rebeca, et al.
Publicado: (2022)

A Rare Presentation of Lichen Sclerosus Involving the Vaginal Canal After Radiation Therapy: A Case Report and Review of the Literature
por: Brandon, Arcole, et al.
Publicado: (2023)

Older adults' experience with virtual conversational agents for health data collection
por: Wilczewski, Hattie, et al.
Publicado: (2023)

Virtual conversational agents versus online forms: Patient experience and preferences for health data collection
por: Soni, Hiral, et al.
Publicado: (2022)

Long-Term Progression-Free Survival in a Patient with Locally Advanced, Unresectable Pancreatic Adenocarcinoma
por: Dyer, Brandon A, et al.
Publicado: (2015)

Multi-dimensional patient acuity estimation with longitudinal EHR tokenization and flexible transformer networks
por: Shickel, Benjamin, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_kfn71tjsp2uj9634klg9b2fcqa