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
-
- Identity Channel Partner Manager | London
- London
- N/A
-
Identity Channel Partner Manager | London Location: South East UK (commutable to London) We are working with a Cyber Security business who are looking for a Channel Partner Manager to drive and grow relationships across their identity ecosystem. Prior experience working within VARs, distributors, vendors or resellers in the identity space is essential. You must have experience working with technologies such as CyberArk, Sailpoint, Okta etc Responsibilities will include, but not be limited to: Build, maintain and develop strong relationships with channel partners. Work closely with partner sales teams to support growth drive sales opportunities. Identify and onboard new partners while strengthening existing partnerships. Act as the key point of contact for all channel-related activity. If you are an experienced channel professional, with experience in the Identity space and are ready for your next challenge, apply today.
-
- Service Architect- DACH regions
- Germany
- Upto €110,000 plus bonus and benefits
-
Lead Service Architect with the authority and experience to take control of complex, multi-million-euro outsourcing bids. This role is about leading the Service/ solutioning effort, bringing structure to chaos, and driving the entire bid team to deliver winning proposals. The company area a global managed services business working with enterprise and public sector clients, across Cloud, End-User Computing, Digital Workplace, Service Desk, and Network Infrastructure. What You’ll Do: Lead Service/ solution design from qualification to contract. Control bid teams — architects, pricing, delivery, and SMEs. Break down RFPs/RFIs into actionable, costed, client-ready solutions. Present internally and to clients at decision-maker level. Run solution workshops, own the architecture, and shape the financial model. You’ll Need: Experience working as a Service architect, Service Manager or Customer Success Manager R Gravitas to lead and drive teams through high-stakes bids. Deep knowledge of managed services delivery and commercial models. Strong technical grasp: Cloud, Security, EUC, Unified Comms, Service Desk, and more. Experience leading deals across onshore, offshore, and hybrid delivery models.
-
- Deal Architect- DACH region
- Germany
- Upto €110,000 plus bonus and benefits
-
Lead Deal Architect with the authority and experience to take control of complex, multi-million-euro outsourcing bids. This role is about leading the solutioning/ Service effort, bringing structure to chaos, and driving the entire bid team to deliver winning proposals. The company is a global managed services business providing solutions to enterprise and public sector clients, across Cloud, End-User Computing, Digital Workplace, Service Desk, and Network Infrastructure. What You’ll Do: Lead the deal from qualification to contract. Control bid teams — architects, pricing, delivery, and SMEs. Break down RFPs/RFIs into actionable, costed, client-ready solutions. Present internally and to clients at decision-maker level. Run solution workshops, own the architecture, and shape the financial model. Be responsible for the service Wrap and ensuring the Service meets clients requirements You’ll Need: A back ground with IT Services Experience in a similar type of role, for example: Deal, Service, or Solution Architect in ICT outsourcing. Gravitas to lead and drive teams through high-stakes bids. Deep knowledge of managed services delivery and commercial models. Strong technical knowledge: Cloud, Security, EUC, Unified Comms, Service Desk, and more. Experience leading deals across onshore, offshore, and hybrid delivery models.
-
- Pre Sales Lead- IT Services
- Germany
- Upto €100,000 plus benefits
-
As the Pre-Sales Lead (Sales Engineer/ Solution Architect) you will drive large-scale ICT managed services and outsourcing deals (from €0.5M to €20M+). You'll work directly with Business Development and clients to design high-impact solutions across Cloud (Azure, IaaS, SaaS, PaaS), EUC, Unified Comms, Security (SIEM, PAM), Networks, and Smart Workplaces. What You’ll Do: Lead the end-to-end pre-sales cycle — from RFI/RFP to contract. Design innovative, client-specific solutions with technical & commercial impact. Present at CxO level and steer proposal strategies & financial models. Collaborate closely with Portfolio, Service Desk, Field, and Digital Workplace teams. Support deal shaping with strong knowledge of ITIL, SIAM, Automation, and cost analysis. What You’ll Bring: Have strong experience in pre-sales or solution architecture. Experience with €M+ managed service deals. Deep technical expertise in modern ICT stack and enterprise IT services. Strong German (C1) and English communication skills. Certifications: ITIL v3/v4 required; SIAM, ISO20000 desirable.