The successful candidate will be involved in all aspects of clinical physics services ... It also has one CyberKnife, one Radixact Tomotherapy machine, and two HDR brachytherapy ...
The successful candidate will be involved in all aspects of clinical physics services ... It also has one CyberKnife, one Radixact Tomotherapy machine, and two HDR brachytherapy ...
Physics Informed Machine Learning information
See Hazleton, PA salary details
$5.24 - $7.06
0% of jobs
$7.06 - $8.88
0% of jobs
$8.88 - $10.70
0% of jobs
$10.70 - $12.52
24% of jobs
$12.60 is the 25th percentile. Wages below this are outliers.
$12.52 - $14.34
16% of jobs
$14.34 - $16.16
0% of jobs
$16.16 - $17.98
0% of jobs
$17.98 - $19.80
0% of jobs
$19.80 - $21.62
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The median wage is $22.05 / hr.
$21.62 - $23.43
40% of jobs
$23.43 - $25.25
19% of jobs
$5
$19
$25
How much do physics informed machine learning jobs pay per hour?
What are the key skills and qualifications needed to thrive in the Physics Informed Machine Learning position, and why are they important?
To thrive in Physics Informed Machine Learning, you need a solid background in physics, strong mathematical and statistical skills, and experience with machine learning algorithms, typically supported by an advanced degree in a relevant field. Proficiency with programming languages like Python, frameworks such as TensorFlow or PyTorch, and familiarity with numerical simulation tools are commonly required. Effective problem-solving, clear communication, and the ability to collaborate with interdisciplinary teams make a significant impact in this role. These capabilities are essential for developing robust, interpretable machine learning models that leverage physical laws to solve complex, real-world problems.
What are the typical challenges faced by professionals working in Physics Informed Machine Learning roles?
Professionals in Physics Informed Machine Learning often encounter challenges integrating complex physical theories with advanced machine learning models, requiring deep domain knowledge and strong technical skills. Balancing model accuracy with computational efficiency and ensuring that models are both interpretable and generalizable can be demanding. Collaboration with domain experts, data scientists, and engineers is common, as projects often span multiple disciplines. Successfully navigating these challenges provides valuable experience and is highly regarded, often leading to further career advancement in research, engineering, or leadership positions.
What is a Physics Informed Machine Learning job?
A Physics Informed Machine Learning (PIML) job involves developing AI models that integrate physics-based principles to improve accuracy, interpretability, and generalization. Professionals in this role use machine learning techniques alongside domain knowledge in physics, engineering, or applied sciences to solve complex problems in areas like fluid dynamics, materials science, and climate modeling. Responsibilities often include designing algorithms, implementing simulations, and validating results against experimental or real-world data. Employers typically seek expertise in deep learning, numerical methods, and programming languages like Python.

Geisinger Health rating
6.8
Based on 426 frontline employees who took The Breakroom Quiz
485th of 870 rated healthcare providers
Job description
Location:
Geisinger Medical Center (GMC)Shift:
Days (United States of America)Scheduled Weekly Hours:
40Worker Type:
RegularExemption Status:
YesJob Summary:
The Department of Radiation Oncology at Geisinger Health System is seeking applications for medical physicists to join our team in central Pennsylvania. The successful candidate will be involved in all aspects of clinical physics services. Responsibilities include supervising and supporting dosimetry, calibration, treatment planning, and safety equipment operations. The role involves maintaining equipment and regulatory records, as well as billing for services rendered. Additionally, the physicist will contribute to departmental research activities and clinical protocols, and provide education for residency programs within Radiation Oncology.Job Duties:
Background:
- Geisinger participates in one or more of over 100 clinical research trials, which include new treatment protocols for various cancers, as well as select trials involving new cancer drugs. We also offer screening and prevention trials for individuals at risk for certain types of cancer. Our more than 30-year alliance with the National Cancer Institute (NCI) and its community research programs enables us to offer advanced care and treatment options close to home. The health system has received the NCI-NCORP designation and is dedicated to active participation in cancer clinical trials.
- Geisinger fosters an exciting intellectual environment that includes the Geisinger Commonwealth School of Medicine, more than 50 graduate medical education programs, and fellowship programs in hematology/oncology and palliative medicine. The medical school is recognized for its innovative educational approach, featuring a curriculum that emphasizes active learning, longitudinal clinical experiences, and community engagement.
- Our patients contribute to the MyCode Community Health Initiative with >275,000 patient genomes sequenced for research and real-time clinical applications. Providers interested in clinical, or informatics research collaborate within Geisinger and across organizations to benefit our patients and the scientific community
Job Duties and Responsibilities:
- Clinical support of linear accelerator treatments, including patient simulation, image fusion, treatment planning, secondary dose calculation, plan quality assurance and reviews of treatment plan safety and quality.
- Special emphasis on stereotactic radiosurgery (SRS), stereotactic body radiotherapy (SBRT), HDR, and TBI treatment planning, secondary dose verification and plan quality assurance.
- Clinical support of brachytherapy procedures, including patient simulation, treatment planning, secondary dose verification, treatment delivery and reviews of treatment delivery safety and quality; high dose rate equipment purchase, maintenance and quality assurance; and permanent seed implants, including ordering, assays, implant support and planning and documentation.
- Preparation and updates of physics and dosimetry policies and procedures as required.
- Maintenance of daily, monthly and annual quality assurance testing for software and equipment, both diagnostic and therapeutic, throughout the department.
- Involvement in the departmental residency program, including the development of, and instruction, in a new radiobiology curriculum for both physicist and radiation oncologist residents.
- Coordination of physics aspects of the department's research program, including support for existing departmental and national research protocols, as well as developing original physics-oriented research projects.
- Travel, including interdepartmental travel as needed; training for new equipment, software or modalities; and participation in national meetings and conferences.
- Other physics duties as needed, including but not limited to commissioning of both software and new equipment for treatment or diagnostic use, radiation shielding calculations, and in vivo measurements for verification of patient dose.
- Radixact and/or CyberKnife experience is desired.
- Perform other related duties as assigned.
Colleagues, Facility and Equipment:
The department staff comprises six experienced medical physicists who are actively involved in various clinical, teaching, and research activities. Additionally, the department includes ten radiation oncologists, nine dosimetrists, one medical physics resident, and a dedicated IT specialist. The department is equipped with seven Varian linear accelerators, which include one Trilogy, five TrueBeam machines, and one Halcyon. It also has one CyberKnife, one Radixact Tomotherapy machine, and two HDR brachytherapy afterloaders (Elekta Flexitron), along with five CT simulators from GE Medical Systems. Furthermore, the department has three-year and ten-year long-term plans for the system upgrade and an additional cancer center is currently under construction and is expected to open in Summer 2025. Perhaps just as important, we encourage an atmosphere of collaboration, cooperation and collegiality.
Position Details:
Work is typically performed in a clinical environment. Accountable for satisfying all job specific obligations and complying with all organization policies and procedures. The specific statements in this profile are not intended to be all-inclusive. They represent typical elements considered necessary to successfully perform the job. Additional competencies and skills outlined in any department-specific orientation will be considered essential to the performance of the job related to that position.
Education:
Master's Degree- (Required)Experience:
Certification(s) and License(s):
Specialty Certification - Default Issuing BodySkills:
Analytical Thinking, Assessment And DiagnosisOUR PURPOSE & VALUES: Everything we do is about caring for our patients, our members, our students, our Geisinger family and our communities.
- KINDNESS: We strive to treat everyone as we would hope to be treated ourselves.
- EXCELLENCE: We treasure colleagues who humbly strive for excellence.
- LEARNING: We share our knowledge with the best and brightest to better prepare the caregivers for tomorrow.
- INNOVATION: We constantly seek new and better ways to care for our patients, our members, our community, and the nation.
- SAFETY: We provide a safe environment for our patients and members and the Geisinger family.
We offer healthcare benefits for full time and part time positions from day one, including vision, dental and domestic partners. Perhaps just as important, we encourage an atmosphere of collaboration, cooperation and collegiality.
We know that a diverse workforce with unique experiences and backgrounds makes our team stronger. Our patients, members and community come from a wide variety of backgrounds, and it takes a diverse workforce to make better health easier for all. We are proud to be an affirmative action, equal opportunity employer and all qualified applicants will receive consideration for employment regardless to race, color, religion, sex, sexual orientation, gender identity, national origin, disability or status as a protected veteran.
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About Geisinger
Sourced by ZipRecruiter
Industry
Health care and social assistance
Company size
10,000+ Employees
Headquarters location
Danville, PA, US
Year founded
1915