ArticleNature materials2019
Leveraging machine vision in cell-based diagnostics to do more with less.
Article in Nature materials, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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.
The 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.
Who cites it
21 citing papers in PubMed.
- Photonic biosensors based on nanoparticle superstructures: from data analysis to artificial intelligence (AI) detection.Fundamental research · 2026Review
- Label-free live cell recognition and tracking for biological discoveries and translational applications.Npj imaging · 2024Review
- Imaging Flow Cytometry and Convolutional Neural Network-Based Classification Enable Discrimination of Hematopoietic and Leukemic Stem Cells in Acute Myeloid Leukemia.International journal of molecular sciences · 2024Article
- Comparative analysis of feature-based ML and CNN for binucleated erythroblast quantification in myelodysplastic syndrome patients using imaging flow cytometry data.Scientific reports · 2024Article
- Classification and counting of cells in brightfield microscopy images: an application of convolutional neural networks.Scientific reports · 2024Article
- Imaging Flow Cytometry: Development, Present Applications, and Future Challenges.Methods and protocols · 2024Review
- Deep learning models for cancer stem cell detection: a brief review.Frontiers in immunology · 2023Review
- Review
- AIDeveloper: Deep Learning Image Classification in Life Science and Beyond.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2021Article
- Cell morphology-based machine learning models for human cell state classification.NPJ systems biology and applications · 2021Article
- Microscopy-based assay for semi-quantitative detection of SARS-CoV-2 specific antibodies in human sera: A semi-quantitative, high throughput, microscopy-based assay expands existing approaches to measure SARS-CoV-2 specific antibody levels in human sera.BioEssays : news and reviews in molecular, cellular and developmental biology · 2021Article
- Machine learning based approach to pH imaging and classification of single cancer cells.APL bioengineering · 2021Article
- Image-based profiling for drug discovery: due for a machine-learning upgrade?Nature reviews. Drug discovery · 2021Review
- Robust Carbonated Structural Color Barcodes with Ultralow Ontology Fluorescence as Biomimic Culture Platform.Research (Washington, D.C.) · 2021Article
- Machine learning analyses of methylation profiles uncovers tissue-specific gene expression patterns in wheat.The plant genome · 2020Article
- Detecting cardiac pathologies via machine learning on heart-rate variability time series and related markers.Scientific reports · 2020Article
- The metamorphosis of analytical chemistry.Analytical and bioanalytical chemistry · 2020Article
- Classifying T cell activity in autofluorescence intensity images with convolutional neural networks.Journal of biophotonics · 2020Article
- Looking beyond the hype: Applied AI and machine learning in translational medicine.EBioMedicine · 2019Review
- Omics Meeting Onics: Towards the Next Generation of Spectroscopic-Based Technologies in Personalized Medicine.Journal of personalized medicine · 2019Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
31000804What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.