Cargando…

Evaluating reproducibility of AI algorithms in digital pathology with DAPPER

Artificial Intelligence is exponentially increasing its impact on healthcare. As deep learning is mastering computer vision tasks, its application to digital pathology is natural, with the promise of aiding in routine reporting and standardizing results across trials. Deep learning features inferred...

Descripción completa

Detalles Bibliográficos
Autores principales:	Bizzego, Andrea, Bussola, Nicole, Chierici, Marco, Maggio, Valerio, Francescatto, Margherita, Cima, Luca, Cristoforetti, Marco, Jurman, Giuseppe, Furlanello, Cesare
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Public Library of Science 2019
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6467397/ https://www.ncbi.nlm.nih.gov/pubmed/30917113 http://dx.doi.org/10.1371/journal.pcbi.1006269

Ejemplares similares

Predictability of drug-induced liver injury by machine learning
por: Chierici, Marco, et al.
Publicado: (2020)

Integrative Network Fusion: A Multi-Omics Approach in Molecular Profiling
por: Chierici, Marco, et al.
Publicado: (2020)

Distillation of the clinical algorithm improves prognosis by multi-task deep learning in high-risk Neuroblastoma
por: Maggio, Valerio, et al.
Publicado: (2018)

Multi-omics integration for neuroblastoma clinical endpoint prediction
por: Francescatto, Margherita, et al.
Publicado: (2018)

Phylogenetic convolutional neural networks in metagenomics
por: Fioravanti, Diego, et al.
Publicado: (2018)

A Weakly Supervised Deep Learning Framework for Whole Slide Classification to Facilitate Digital Pathology in Animal Study
por: Bussola, Nicole, et al.
Publicado: (2023)

Quantification of the Immune Content in Neuroblastoma: Deep Learning and Topological Data Analysis in Digital Pathology
por: Bussola, Nicole, et al.
Publicado: (2021)

TAASRAD19, a high-resolution weather radar reflectivity dataset for precipitation nowcasting
por: Franch, Gabriele, et al.
Publicado: (2020)

DAPPER: a data-mining resource for protein-protein interactions
por: Haider, Syed, et al.
Publicado: (2015)

A Comparison of MCC and CEN Error Measures in Multi-Class Prediction
por: Jurman, Giuseppe, et al.
Publicado: (2012)

A machine learning pipeline for quantitative phenotype prediction from genotype data
por: Guzzetta, Giorgio, et al.
Publicado: (2010)

Comparison of Wearable and Clinical Devices for Acquisition of Peripheral Nervous System Signals
por: Bizzego, Andrea, et al.
Publicado: (2020)

Entropy-based gene ranking without selection bias for the predictive classification of microarray data
por: Furlanello, Cesare, et al.
Publicado: (2003)

Algebraic Comparison of Partial Lists in Bioinformatics
por: Jurman, Giuseppe, et al.
Publicado: (2012)

Disseminating findings from the Data Analysis with Privacy Protection for Epidemiological Research (DAPPER) workshop
por: Wilson, Rebecca, et al.
Publicado: (2017)

Stability Indicators in Network Reconstruction
por: Filosi, Michele, et al.
Publicado: (2014)

DTW-MIC Coexpression Networks from Time-Course Data
por: Riccadonna, Samantha, et al.
Publicado: (2016)

Dapper Antagonist of Catenin-1 (Dact1) contributes to dendrite arborization in forebrain cortical interneurons
por: Arguello, Annie, et al.
Publicado: (2013)

Discovery of Arthritis in Psoriasis Patients for Early Rheumatological Referral (DAPPER): Protocol for a Longitudinal Observational Study
por: van Hal, Tamara W, et al.
Publicado: (2021)

DEPRESSION AND PAIN PERSEVERANCE THROUGH EMPOWERED RECOVERY (DAPPER) PILOT PROGRAM: A CASE STUDY ON TECHNOLOGY
por: Clair, Catherine, et al.
Publicado: (2022)

Role of AI and digital pathology for colorectal immuno-oncology
por: Bilal, Mohsin, et al.
Publicado: (2022)

dtoolAI: Reproducibility for Deep Learning
por: Hartley, Matthew, et al.
Publicado: (2020)

Cellular and gene signatures of tumor-infiltrating dendritic cells and natural-killer cells predict prognosis of neuroblastoma
por: Melaiu, Ombretta, et al.
Publicado: (2020)

Dapper1 promotes autophagy by enhancing the Beclin1-Vps34-Atg14L complex formation
por: Ma, Benyu, et al.
Publicado: (2014)

Dapper Antagonist of Catenin-1 Cooperates with Dishevelled-1 during Postsynaptic Development in Mouse Forebrain GABAergic Interneurons
por: Arguello, Annie, et al.
Publicado: (2013)

Discovery of Psoriatic Arthritis in Psoriasis Patients for Early Rheumatological Referral (DAPPER) Study: A Prospective Observational Cohort
por: VAN HAL, Tamara W., et al.
Publicado: (2022)

Empowering Renal Cancer Management with AI and Digital Pathology: Pathology, Diagnostics and Prognosis
por: Ivanova, Elena, et al.
Publicado: (2023)

Effect of Size and Heterogeneity of Samples on Biomarker Discovery: Synthetic and Real Data Assessment
por: Di Camillo, Barbara, et al.
Publicado: (2012)

All Dact (Dapper/Frodo) scaffold proteins dimerize and exhibit conserved interactions with Vangl, Dvl, and serine/threonine kinases
por: Kivimäe, Saul, et al.
Publicado: (2011)

Dapper homolog 1 alpha suppresses metastasis ability of gastric cancer through inhibiting planar cell polarity pathway
por: Liu, Yuegeng, et al.
Publicado: (2016)

Development of a New Referral Tool to Identify Psoriasis Patients with Concomitant Psoriatic Arthritis: Results of the Prospective DAPPER Cohort
por: VAN HAL, Tamara W., et al.
Publicado: (2023)

Preface to special topic on AI algorithms and cases: to energize digital economy
por: Xu, Zongben, et al.
Publicado: (2023)

General Roadmap and Core Steps for the Development of AI Tools in Digital Pathology
por: Makhlouf, Yasmine, et al.
Publicado: (2022)

Cyclin G2 regulates canonical Wnt signalling via interaction with Dapper1 to attenuate tubulointerstitial fibrosis in diabetic nephropathy
por: Zhao, Chenyang, et al.
Publicado: (2020)

Reproducibility of deep learning in digital pathology whole slide image analysis
por: Fell, Christina, et al.
Publicado: (2022)

Cyclin G2 suppresses Wnt/β-catenin signaling and inhibits gastric cancer cell growth and migration through Dapper1
por: Gao, Jinlan, et al.
Publicado: (2018)

Quantitative analysis of prion disease using an AI-powered digital pathology framework
por: Salvi, Massimo, et al.
Publicado: (2023)

Implementation research for public sector mental health care scale-up (SMART-DAPPER): a sequential multiple, assignment randomized trial (SMART) of non-specialist-delivered psychotherapy and/or medication for major depressive disorder and posttraumatic stress disorder (DAPPER) integrated with outpatient care clinics at a county hospital in Kenya
por: Levy, Rachel, et al.
Publicado: (2019)

Performance Assessment of Heartbeat Detection Algorithms on Photoplethysmograph and Functional NearInfrared Spectroscopy Signals
por: Bizzego, Andrea, et al.
Publicado: (2023)

Eye for an AI: More-than-seeing, fauxtomation, and the enactment of uncertain data in digital pathology
por: Carboni, Chiara, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_0js3t5vn96spplrrmu1n86uub3