AIMC Topic: Metadata
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Protocol for metadata and image collection at diabetic foot ulcer clinics: enabling research in wound analytics and deep learning.
Biomedical engineering online
Jan 29, 2024
BACKGROUND: The escalating impact of diabetes and its complications, including diabetic foot ulcers (DFUs), presents global challenges in quality of life, economics, and resources, affecting around half a billion people. DFU healing is hindered by hy...
Mass spectrometry-based proteomics data from thousands of HeLa control samples.
Scientific data
Jan 23, 2024
Here we provide a curated, large scale, label free mass spectrometry-based proteomics data set derived from HeLa cell lines for general purpose machine learning and analysis. Data access and filtering is a tedious task, which takes up considerable am...
A Spitzoid Tumor dataset with clinical metadata and Whole Slide Images for Deep Learning models.
Scientific data
Oct 16, 2023
Spitzoid tumors (ST) are a group of melanocytic tumors of high diagnostic complexity. Since 1948, when Sophie Spitz first described them, the diagnostic uncertainty remains until now, especially in the intermediate category known as Spitz tumor of un...
Donor activity is associated with US legislators' attention to political issues.
PloS one
Sep 20, 2023
Campaign contributions are a staple of congressional life. Yet, the search for tangible effects of congressional donations often focuses on the association between contributions and votes on congressional bills. We present an alternative approach by ...
Metadata and Image Features Co-Aware Personalized Federated Learning for Smart Healthcare.
IEEE journal of biomedical and health informatics
Aug 7, 2023
Recently, artificial intelligence has been widely used in intelligent disease diagnosis and has achieved great success. However, most of the works mainly rely on the extraction of image features but ignore the use of clinical text information of pati...
Automated prediction of COVID-19 severity upon admission by chest X-ray images and clinical metadata aiming at accuracy and explainability.
Scientific reports
Mar 14, 2023
In the past few years COVID-19 posed a huge threat to healthcare systems around the world. One of the first waves of the pandemic hit Northern Italy severely resulting in high casualties and in the near breakdown of primary care. Due to these facts, ...
Systematic tissue annotations of genomics samples by modeling unstructured metadata.
Nature communications
Nov 8, 2022
There are currently >1.3 million human -omics samples that are publicly available. This valuable resource remains acutely underused because discovering particular samples from this ever-growing data collection remains a significant challenge. The maj...
Position of the AI for Health Imaging (AI4HI) network on metadata models for imaging biobanks.
European radiology experimental
Jul 1, 2022
A huge amount of imaging data is becoming available worldwide and an incredible range of possible improvements can be provided by artificial intelligence algorithms in clinical care for diagnosis and decision support. In this context, it has become e...
Anatomy and the type concept in biology show that ontologies must be adapted to the diagnostic needs of research.
Journal of biomedical semantics
Jun 27, 2022
BACKGROUND: In times of exponential data growth in the life sciences, machine-supported approaches are becoming increasingly important and with them the need for FAIR (Findable, Accessible, Interoperable, Reusable) and eScience-compliant data and met...
Rewritable two-dimensional DNA-based data storage with machine learning reconstruction.
Nature communications
May 27, 2022
DNA-based data storage platforms traditionally encode information only in the nucleotide sequence of the molecule. Here we report on a two-dimensional molecular data storage system that records information in both the sequence and the backbone struct...
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