Postdoc (f/m/d) AI-based automated adaptation and biological optimization of proton therapy.

HELMHOLTZ-ZENTRUM DRESD EN-ROSSENDORF E.V.; Dresden; Vor Ort; EUR 45.000 - 60.000; Vollzeit

Zusammenfassung

A leading research institute in medical physics in Dresden is seeking a Postdoc specializing in AI-based automated adaptation and optimization of proton therapy. The successful candidate will engage in cutting-edge translational medical physics research, focusing on biologically-optimized treatments, and develop machine-learning models for enhanced data processing. A strong background in machine learning and an excellent PhD is required, along with proficiency in Python and scientific communication skills.

Leistungen

30 days paid holiday leave

Company pension scheme (VBL)

Flexibility in working hours and mobile working

Employee discounts via Corporate Benefits

Employer subsidy for the Deutschland-Ticket Jobticket

Qualifikationen

• Holding an excellent PhD in Medical Physics or comparable applied/natural science.
• Profound knowledge in machine-learning and strong affinity to apply this in radiotherapy.
• Expertise in translational medical physics for proton or ion beam therapy.

Aufgaben

• Push limits of translational medical physics research in proton therapy projects.
• Develop efficient machine-learning models for automated data processing.
• Publish in peer-reviewed journals and participate in international conferences.

Kenntnisse

Machine-learning knowledge

Programming skills in Python

Scientific communication skills in English

Experience in multidisciplinary environments

Ausbildung

PhD in Medical Physics or comparable applied/natural science

Tools

TPS RayStation

Jobbeschreibung

Postdoc (f/m/d) AI-based automated adaptation and biological optimization of proton therapy.

With cutting-edge research in the fields of ENERGY, HEALTH and MATTER, around 1,500 employees from more than 70 nations at Helmholtz-Zentrum Dresden-Rossendorf (HZDR) are committed to mastering the great challenges facing society today.

At the Institute of Radiooncology – OncoRay scientists (f/m/d) specializing in medicine, physics, biology and IT work together to crucially improve the treatment of cancer by administering radiation therapy that is biologically-personalized and technically-optimized.

The Department of Medical Radiation Physics is looking for a Postdoc (f/m/d) AI-based automated adaptation and biological optimization of proton therapy.

• You will push the limits of translational medical physics research in hot-topic proton therapy projects. In close collaboration with colleagues from other institutions and our clinical team, you will establish biologically optimized proton therapy treatments by implementing methods for considering the variable biological effectiveness of protons based on NTCP modelling, identified risk factors and the LET.
• Of equal importance is your key contribution to our focus project of realizing online-adaptive proton therapy, enabled by an AI driven, fully automatized feedback loop of imaging, PGI-based treatment verification and fast adaptation. Therefore, you will develop efficient machine-learning models for fast, automated data processing and decision support, e.g. regarding the identification of adaptation needs.
• You are expected to publish in peer-reviewed journals and participate in international conferences. The supervision of students and doctoral candidates and the application for funding are self-evident tasks.

Your profile

• Holding an excellent PhD in the field of Medical Physics or comparable applied/natural science
• Profound knowledge in machine-learning and strong affinity to apply this in the field of radiotherapy
• Expertise in the research field of translational medical physics for proton or ion beam therapy; focusing on biological modelling is an advantage
• Very good programming skills, e.g. in python
• Actively pursued publishing activities and first experiences in third-party fundraising
• Competent operation of the TPS RayStation
• Independent, pro-active, structured and solution-oriented work attitude
• Strong scientific communication skills in English and preferably in German as well
• Experience and enjoyment of working in an international, multidisciplinary environment, incl. clinicians and medical physicists

Our offer

• A vibrant research community in an open, diverse and international work environment
• Scientific excellence and extensive professional networking opportunities
• Salary and social benefits in accordance with the collective agreement for the public sector (TVöD-Bund) including 30 days of paid holiday leave, company pension scheme (VBL)
• We support a good work-life balance with the possibility of part-time employment, mobile working and flexible working hours
• Numerous company health management offerings
• Employee discounts with well-known providers via the platform Corporate Benefits
• An employer subsidy for the "Deutschland-Ticket Jobticket"

We look forward to receiving your application documents (including cover letter, CV, diplomas/transcripts, etc.), which you can submit via our online-application-system.