Research graph
References from AI-driven multimodal colorimetric analytics for biomedical and behavioral health diagnostics. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1016/j.media.2017.07.005
10.1016/j.media.2017.07.005 · External reference
Clinical note creation, binning, and artificial intelligence
2017 · External reference
10.1038/s41528-024-00321-3
10.1038/s41528-024-00321-3 · External reference
10.2217/pme-2018-0044
10.2217/pme-2018-0044 · External reference
10.1038/nrg3208
10.1038/nrg3208 · External reference
Internet of Things (IoT): a vision, architectural elements, and future directions
10.1016/j.future.2013.01.010 · 2013 · External reference
10.3390/diagnostics14111100
10.3390/diagnostics14111100 · External reference
10.3390/bios14070356
10.3390/bios14070356 · External reference
Multimodal deep learning for biomedical data fusion: a review
10.1093/bib/bbab569 · 2022 · External reference
Multimodal machine learning in precision health: a scoping review
10.1038/s41746-022-00712-8 · 2022 · External reference
10.1038/s42256-023-00633-5
10.1038/s42256-023-00633-5 · External reference
10.1021/acssensors.0c01424
10.1021/acssensors.0c01424 · External reference
10.3390/diagnostics4030104
10.3390/diagnostics4030104 · External reference
10.1021/acs.analchem.1c04491
10.1021/acs.analchem.1c04491 · External reference
Ai-assisted smartphone-based colorimetric biosensor for visualized, rapid and sensitive detection of pathogenic bacteria
10.1016/j.bios.2024.116369 · 2024 · External reference
Smartphone-based biosensors: a critical review and perspectives
10.1016/j.trac.2015.10.019 · 2016 · External reference
Biosensors for psychiatric biomarkers in mental health monitoring
10.1016/j.bios.2024.116242 · 2024 · External reference
10.1038/s41587-019-0045-y
10.1038/s41587-019-0045-y · External reference
StressFit: a hybrid wearable physicochemical sensor suite for simultaneously measuring electromyogram and sweat cortisol
10.1038/s41598-024-81042-5 · 2024 · External reference
High-precision flexible sweat self-collection sensor for mental stress evaluation
10.1038/s41528-024-00333-z · 2024 · External reference
10.3390/bios14010029
10.3390/bios14010029 · External reference
Fusing wearable biosensors with artificial intelligence for mental health monitoring: a systematic review
10.3390/bios15040202 · 2025 · External reference
10.1038/s41928-024-01247-4
10.1038/s41928-024-01247-4 · External reference
Artificial intelligence enhanced sensors-enabling technologies to next-generation healthcare and biomedical platform
10.1186/s42234-023-00118-1 · 2023 · External reference
10.1109/iembs.2009.5332650
10.1109/iembs.2009.5332650 · 2009 · External reference
Data integration challenges for machine learning in precision medicine
10.3389/fmed.2021.784455 · 2022 · External reference
10.1038/s41568-021-00408-3
10.1038/s41568-021-00408-3 · External reference
To explain or not to explain?—artificial intelligence explainability in clinical decision support systems
2022 · External reference
Precise4Q consortium. Explainability for artificial intelligence in healthcare: a multidisciplinary perspective
2020 · External reference
10.3389/fbioe.2020.01037
10.3389/fbioe.2020.01037 · External reference
Light source-free smartphone detection of salivary cortisol via colorimetric lateral flow immunoassay using a photoluminescent film
10.1016/j.bios.2024.116971 · 2025 · External reference
Non-invasive diagnosis and monitoring tool of children's mental health: a point-of-care immunosensor for IL-6 quantification in saliva samples
10.3389/fnins.2022.919551 · 2022 · External reference
10.1021/acsmeasuresciau.1c00013 · 2021 · Admitted local publication
10.1016/j.bpsc.2021.02.001
10.1016/j.bpsc.2021.02.001 · External reference
Artificial intelligence for mental health and mental illnesses: an overview
2019 · External reference
10.1016/b978-0-12-813176-3.00017-1
10.1016/b978-0-12-813176-3.00017-1 · 2020 · External reference
10.1038/mp.2016.201
10.1038/mp.2016.201 · External reference
10.1109/iros40897.2019.8968576
10.1109/iros40897.2019.8968576 · 2019 · External reference
10.1038/s41591-022-01981-2
10.1038/s41591-022-01981-2 · External reference
An adversarial training framework for mitigating algorithmic biases in clinical machine learning
10.1038/s41746-023-00805-y · 2023 · External reference
Federated learning for medical applications: a taxonomy, current trends, challenges, and future research directions
2023 · External reference
10.1038/s41467-021-25972-y
10.1038/s41467-021-25972-y · External reference
Multimodal machine learning in image-based and clinical biomedicine: survey and prospects
10.1007/s11263-024-02032-8 · 2024 · External reference
10.1145/2939672.2939778
10.1145/2939672.2939778 · 2016 · External reference
10.1109/icip46576.2022.9897629
10.1109/icip46576.2022.9897629 · 2022 · External reference
The ethics of algorithms: mapping the debate
10.1177/2053951716679679 · 2016 · External reference
10.1001/jamainternmed.2018.3763
10.1001/jamainternmed.2018.3763 · External reference
Deep EHR: a survey of recent advances in deep learning techniques for electronic health record (EHR) analysis
10.1109/jbhi.2017.2767063 · 2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Federated machine learning: concept and applications
10.1145/3298981 · 2019 · External reference
10.1145/2976749.2978318
10.1145/2976749.2978318 · 2016 · External reference
10.1038/s41598-021-93030-0
10.1038/s41598-021-93030-0 · External reference
10.1613/jair.953
10.1613/jair.953 · External reference
Generative adversarial nets
2014 · External reference
Domain-adversarial training of neural networks
2016 · External reference
Unresolved reference
2018 · External reference
10.1016/j.jbi.2023.104548
10.1016/j.jbi.2023.104548 · External reference
10.1001/jamanetworkopen.2021.3909
10.1001/jamanetworkopen.2021.3909 · External reference
Smartphone-based recognition of states and state changes in bipolar disorder patients
10.1109/jbhi.2014.2343154 · 2014 · External reference
10.1038/s41591-018-0300-7
10.1038/s41591-018-0300-7 · External reference
Multimodal machine learning: a survey and taxonomy
10.1109/tpami.2018.2798607 · 2018 · External reference
Attention-based multimodal fusion with contrast for robust clinical prediction in the face of missing modalities
10.1016/j.jbi.2023.104466 · 2023 · External reference
Wearable, environmental, and smartphone-based passive sensing for mental health monitoring
10.3389/fdgth.2021.662811 · 2021 · External reference
10.1109/rbme.2009.2034865
10.1109/rbme.2009.2034865 · External reference
Multimodal learning with transformers: a survey
10.1109/tpami.2023.3275156 · 2023 · External reference
Long short-term memory
10.1162/neco.1997.9.8.1735 · 1997 · External reference
Attention is all you need
2017 · External reference
Supervised contrastive learning
2020 · External reference
Debiased contrastive learning
2020 · External reference
Unresolved reference
External reference
Unresolved reference
2022 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2023 · External reference
Flamingo: a visual language model for few-shot learning
10.52202/068431-1723 · 2022 · External reference
Visual instruction tuning
2024 · External reference
LLaVA-Med: training a large language-and-vision assistant for biomedicine in one day
2024 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2022 · External reference
VHELM: AHolistic evaluation of vision language models
2025 · External reference
Unresolved reference
2016 · External reference
Binarized neural networks
2016 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
External reference
Unresolved reference
2015 · External reference
A pragmatic introduction to secure multi-party computation
10.1561/3300000019 · 2018 · External reference
Crypten: secure multi-party computation meets machine learning
2021 · External reference
10.1145/1536414.1536440
10.1145/1536414.1536440 · 2009 · External reference
Unresolved reference
2015 · External reference
