A Major Milestone for the Treatment of Eye Disease
We are delighted to announce the results of the first phase of our joint research partnership with Moorfields Eye Hospital, which could potentially transform the management of sight-threatening eye disease.
The results, published online in Nature Medicine (open access full text, see end of blog), show that our AI system can quickly interpret eye scans from routine clinical practice with unprecedented accuracy. It can correctly recommend how patients should be referred for treatment for over 50 sight-threatening eye diseases as accurately as world-leading expert doctors.
These are early results, but they show that our system could handle the wide variety of patients found in routine clinical practice. In the long term, we hope this will help doctors quickly prioritise patients who need urgent treatment – which could ultimately save sight.
A more streamlined process
Currently, eyecare professionals use optical coherence tomography (OCT) scans to help diagnose eye conditions. These 3D images provide a detailed map of the back of the eye, but they are hard to read and need expert analysis to interpret.
The time it takes to analyse these scans, combined with the sheer number of scans that healthcare professionals have to go through (over 1,000 a day at Moorfields alone), can lead to lengthy delays between scan and treatment – even when someone needs urgent care. If they develop a sudden problem, such as a bleed at the back of the eye, these delays could even cost patients their sight.
The system we have developed seeks to address this challenge. Not only can it automatically detect the features of eye diseases in seconds, but it can also prioritise patients most in need of urgent care by recommending whether they should be referred for treatment. This instant triaging process should drastically cut down the time elapsed between the scan and treatment, helping sufferers of diabetic eye disease and age-related macular degeneration avoid sight loss.
Adaptable technology
We don’t just want this to be an academically interesting result – we want it to be used in real treatment. So our paper also takes on one of the key barriers for AI in clinical practice: the “black box” problem. For most AI systems, it’s very hard to understand exactly why they make a recommendation. That’s a huge issue for clinicians and patients who need to understand the system’s reasoning, not just its output – the why as well as the what.
Our system takes a novel approach to this problem, combining two different neural networks with an easily interpretable representation between them. The first neural network, known as the segmentation network, analyses the OCT scan to provide a map of the different types of eye tissue and the features of disease it sees, such as haemorrhages, lesions, irregular fluid or other symptoms of eye disease. This map allows eyecare professionals to gain insight into the system’s “thinking.” The second network, known as the classification network, analyses this map to present clinicians with diagnoses and a referral recommendation. Crucially, the network expresses this recommendation as a percentage, allowing clinicians to assess the system’s confidence in its analysis.
Source: deepmind
Latest Jobs
-
- Senior Client Microsoft Security Delivery Consultant - Hybrid (London | Remote)
- London
- N/A
-
Senior Client Microsoft Security Delivery Consultant - Hybrid (London | Remote) We are seeking an experienced technical Security Consultant to help clients deploy and enhance their cyber defences across Microsoft and vulnerability management technologies. You will work with enterprise customers to deliver tailored solutions across threat detection, endpoint protection and exposure management, ensuring security platforms are efficient, integrated and aligned with operational goals. Whilst you won't do the design yourself- you will work alongside technical Presales to document, agree and then deliver the solution. You will have experience leading delivery the implementation and improvement projects, providing hands-on support with configuration, integration and optimisation. You will assess existing environments, recommend enhancements and guide clients on best practice to strengthen visibility and control. Strong experience with SIEM, XDR and vulnerability tooling (Microsoft & Tenable ecosystems ideal) Understanding of Azure security, identity and access controls Background in consulting or project-based cyber delivery Clear communication skills with the ability to engage senior stakeholders Extra points if you have the SC-100. You must be eligible to achieve UK Security Clearance to be considered for this role.
-
- Account Director | Cyber Security Consulting | UK - South East
- London
- N/A
-
Account Director | Cyber Security Consulting - Financial Services | UK - South East. New Role due to Growth We are looking for an experienced Account Director to develop and expand existing relationships across the financial services sector, working with investment firms, asset managers, private equity groups and strategic partners to deliver intelligent cyber consulting and a bespoke Cyber product offerings. You will act as a trusted advisor, helping organisations strengthen digital resilience, manage third-party and regulatory risk and adopt a proactive approach to cyber assurance. Key Responsibilities Manage a defined portfolio of financial clients, understanding business priorities and aligning tailored cyber solutions. Drive new client engagement while nurturing existing partnerships through a consultative, long-term approach. Present the benefits of advanced cyber services including threat intelligence, vulnerability management, incident readiness, and continuous risk monitoring. Collaborate with technical and delivery teams to ensure smooth engagement from proposal through to implementation and ongoing support. Prepare proposals, negotiate commercial terms, and clearly articulate value and business outcomes. Build trusted relationships at senior and board level. Ideal Profile Strong background in cybersecurity, consulting, or risk management within financial services. Skilled communicator with proven success managing and growing key accounts. Able to translate complex technical insight into commercial and strategic value for clients. Confident engaging with senior stakeholders and decision makers. Please note: Sponsorship is not available.
-
- SOC Analyst- Level 2- Hybrid Greater London
- London
- N/A
-
SOC Analyst- Level 2- Hybrid Greater London New opportunity created through continued growth. We’re looking for a SOC Analyst (Level 2) to strengthen a growing managed security team. You’ll work hands-on with Microsoft Sentinel and Defender XDR, investigating alerts, responding to incidents, and helping improve how clients stay protected. This role is ideal for someone who enjoys unravelling security events, thinking critically under pressure, and making a real difference day to day. What you’ll do · Investigate and respond to security activity across SIEM and endpoint tools · Analyse network and log data to uncover real threats · Support automation initiatives to streamline response processes · Help maintain visibility, data flow, and performance across SOC platforms What you’ll need · Practical experience using Microsoft Sentinel and Defender XDR · Confident working with KQL or similar query languages · Understanding of attacker tactics and response techniques · SC-200 certifications would be nice. · Experience supporting multiple customer environments Please note: Sponsorship is not available.
-
- Senior SOC Engineer - UK - New role due to growth
- London
- N/A
-
Senior SOC Engineer – New role due to growth We are hiring a Senior SOC Engineer to take the lead across security operations for a growing managed service. You will lead detection, response and onboarding activity across multiple clients, helping shape how the SOC evolves. Expect variety; from fine-tuning alerts and threat hunting to supporting customers and mentoring junior analysts. What you’ll bring · Strong experience across SIEM, EDR, and threat detection tools · Confident working with customers in a managed service environment · Skilled in scripting or query languages such as KQL or PowerShell · Knowledge of frameworks like NIST, ISO27001, MITRE ATT&CK · Calm communicator with a problem-solving mindset · Experience with Azure Lighthouse or delegated access models · Prior involvement in automation or SOC improvement projects Location: South East England- Hybrid role Please note: Sponsorship cannot be offered now or in the future.