Our Research
Omniscient Neurotechnology conducts independent and collaborative research with institutions around the world. Using our Quicktome and Infinitome pipelines, we provide insight into neuropathology through advanced brain mapping and connectomic analyses.
Explore our research
Highlighted Publications
12 Plagues of AI in Healthcare: A Practical Guide to Current Issues With Using Machine Learning in a Medical Context
May 3, 2022
A review of the current applications of Machine Learning and AI in health science data, and how users can avoid common mistakes when handling data.
Machine Learning Decomposition of the Anatomy of Neuropsychological Deficit in Alzheimer’s Disease and Mild Cognitive Impairment
May 3, 2022
The Hollow Tree Super (HoTS) method was applied to a patient and healthy control group to define parcels and networks corresponding with diagnosis of MCI and Alzheimers.
Connectivity-based parcellation of normal and anatomically distorted human cerebral cortex
November 28, 2021
As the basis for the creation of our patient-specific brain maps, this manuscript unveils the Structural Connectivity Atlas (SCA) methodology
Hollow-tree Super: a directional and scalable approach for feature importance in boosted tree models
April 7, 2021
This manuscript unveils a novel method for investigating which brain regions are most responsible for greater scores on psychometric tests such as the PANSS for Schizophrenia - Hollow Tree Super.
Targeting location relates to treatment response in active but not sham rTMS stimulation
April 1, 2021
A re-opened investigation utilizing o8t atlassing revealed that inaccurate targeting of the dlPFC in veterans reduced treatment response.
Application of structural and functional connectome mismatch for classification and individualized therapy for Alzheimers disease
November 23, 2020
By utilizing the o8t Infinitome processing pipeline, this study revealed connectomic anomalies in the Default Mode Network (DMN) which underpinned the progression of Alzheimer's Disease.
Unexpected hubness: a proof‑of‑concept study of the human connectome using pagerank centrality and implications for intracerebral neurosurgery
November 4, 2020
By utilizing PageRank Centrality, a common algorithm for search engine optimization, we investigated the remapping of neural hubs in individuals suffering from Schizophrenia.
Citing our software
Infinitome Neuroscience Platform:
Omniscient Neurotechnology Pty. Ltd. (o8t) (2020). Infinitome [Computer software]. https://infinitome.o8t.com/. Sydney, Australia.
Quicktome Brain Mapping Platform:
Omniscient Neurotechnology Pty. Ltd. (o8t) (2021). Quicktome [Computer software]. https://quicktome.o8t.com/. Sydney, Australia.
Collaboration and future research
We are always interested in engaging with passionate research groups - register your interest to work with our talented data science team below
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