AI workflows to prevent amputations
New AI‑integrated 'offloading' workflows aim to reduce diabetic lower‑limb amputations by optimizing post‑surgical care and rehabilitation—an approach pitched for regions hit by supply‑chain constraints. (kevinmd.com)
Diabetes Action Canada says the AI model behind the workflow was developed in collaboration with the GEMINI hospital-data network, the Vector Institute and Unity Health Toronto to flag patients at highest risk for diabetes-related lower‑limb complications. (diabetesaction.ca) (diabetesaction.ca) The GEMINI network that supplied the clinical data covers more than 30 hospitals and holds records from over 1.6 million hospitalizations — a dataset the Vector Institute notes contains more than 2.2 billion clinical data points used for machine‑learning work. (geminimedicine.ca) (vectorinstitute.ai) Academic teams that study offloading have already published AI approaches for personalised device prescriptions, including a 2023 chapter and arXiv preprint by Sayed Ahmed and colleagues proposing an AI‑driven clinical decision support system to recommend custom insoles, shoe adaptations or specialised footwear. (arxiv.org) (arxiv.org) A February 7, 2026 narrative review in BMC Medical Informatics mapped 45 studies on decision support for offloading footwear and concluded no existing CDSS delivers feature‑level, personalized device prescriptions — a capability the new workflow aims to provide. (biomedcentral.com) (link.springer.com) Contemporary reviews tracing offloading technology note a shift from total contact casting to sensor‑enabled “SmartBoot” systems and wearable adherence monitors, signalling why integrating AI into offloading workflows now focuses on sensor data and remote monitoring. (mdpi.com) (mdpi.com) Market and supply‑chain context: the offloading‑device market was estimated at roughly $7.3 billion in 2025 and is projected to reach about $10.2 billion by 2030, while industry analyses warn supply‑chain pressures and capacity constraints will continue shaping device availability into 2026. (thebusinessresearchcompany.com) (thebusinessresearchcompany.com)
