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Medical imaging data scientist 80%

Zürich
Universitätsspital Zürich USZ
Data Scientist
Inserat online seit: 10 Juni
Beschreibung

PpThe Department of Ophthalmology at the Universitätsspital Zürich is an active contributor to the Fight Retinal Blindness! (FRB!) registry, an international, clinician‑led initiative collecting real‑world longitudinal data on retinal diseases. Retinal diseases such as AMD and DME are major causes of visual impairment worldwide. With the increasing availability of longitudinal ophthalmic imaging, especially Optical Coherence Tomography (OCT), and detailed clinical records, there is a growing opportunity to leverage AI to support and optimize personalized treatment decisions. Despite rapid advances in medical AI, real‑world clinical decision support systems for retinal diseases are only limited to unimodality and/or static predictions, and are limited by challenges such as data heterogeneity, temporal variability, and the integration of multimodal inputs (e.g., imaging and clinical data). Foundation models (large pretrained models for visual and tabular inputs) present a promising approach for robust feature extraction and multimodal learning in this domain. This project aims to address these limitations by developing and evaluating multimodal, longitudinal AI models, leveraging foundation models for OCT imaging and clinical time‑series data. /p h3Your main tasks /h3 pYou will contribute and test different parts in the development of AI models analysing longitudinal OCT B-scans. /p h3Key objectives /h3 ul liIntegration and preprocessing of multimodal longitudinal data /li liFine‑tuning OCT foundation models for disease progression modelling /li liDesigning multimodal fusion strategies (image + clinical data) /li /ul h3Your profile /h3 h3Essential /h3 ul liMaster's degree in data science, biomedical image analysis or related /li liVery strong background in AI for medical imaging (PyTorch) /li liPrevious experience with longitudinal / time‑series modelling /li liSolid understanding of transformer architectures, especially Vision Transformers (ViT) and attention‑based multimodal models /li liGood communication skills using lay language /li liEnglish proficiency /li liStrong interest in the medical and clinical domain /li liMotivation to understand disease mechanisms and clinical workflows /li liWillingness to collaborate closely with clinicians /li /ul h3Desirable /h3 ul liFamiliarity with multimodal foundation models /li liGerman is a plus /li /ul h3Soft Skills /h3 ul liStrong organization and experiment tracking skills /li liMotivation to read and critically assess scientific literature /li /ul h3What we offer /h3 ul liAn international multidisciplinary team combining Ophthalmologists with deep clinical expertise, Statisticians, Data scientists and AI researchers' collaboration /li liRegular supervision and technical guidance /li liExposure to cutting‑edge research questions at the interface of AI and ophthalmology /li liOpportunity to contribute to publishable research and future clinical tools /li /ul h3Benefits /h3 h3On‑site Day Care Center /h3 pYour child/children receive loving care at our Day Care Center. Long opening hours, no vacation closure, and subsidized childcare places at five locations relieve the burden on working parents. /p h3Health /h3 pWe help you to stay healthy. In addition to personal consultations and courses offered by Health Management, subsidized annual membership of ASVZ gives you access to more than 120 different sports. /p h3Flexibility /h3 pWe support a healthy work‑life balance: almost half of our employees work part‑time and 50% of work can be done from home, whenever their daily professional duties permit this. /p h3Family friendliness /h3 pMothers are entitled to at least six months' maternity leave (on their full salary for 16 weeks), and fathers are entitled to at least two months' paternity leave (on their full salary for two weeks). /p h3Further education development /h3 pWe accompany our employees throughout their professional career and support them in their development by offering them personalized career and further education opportunities. /p h3Insurance /h3 pWe pay 60% of our employees' pension fund contributions and can offer them special supplementary insurance conditions. /p h3Mobility /h3 pOur employees benefit from a discounted personal Zurich Transport Network (ZVV) annual travelcard or receive a fixed cash amount towards a GA Travelcard. /p h3Telephony /h3 pAs a USZ employee, you and your family members benefit from special conditions for your private cell phone contract. /p h3Application process /h3 pInterested candidates should submit their Curriculum Vitae (CV) highlighting relevant experience and a Motivation Letter. For further questions, please contact Camille Delgrange, Scientific Collaborator, via mail. Mail: /p /p #J-18808-Ljbffr

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