University of pittsburgh 3d printing
3D Printing – University Center for Teaching and Learning
1-412-624-3335 [email protected]
What is 3D printing?
3D printers use a variety of different plastics or resins to build a real, physical model from a virtual 3D model on your computer. A virtual model can be created using Computer Aided Drafting (CAD) software, or other common 3D modeling software. The printing process can take anywhere from less than an hour to more than a full day, depending on the size and complexity of the model. A large number of free 3D models are available from online repositories.
How can I get started with 3D printing?
At Open Lab, we will teach you how to set up your file and use our 3D printers. Once you have been trained, you are an Approved User of our 3D printers and can use them free of charge. See below under Open Lab 3D Printers and How to Use Them for details on training.
Faculty members interested in incorporating 3D printing into a course they teach are encouraged to to set up a consultation with a full-time Open Lab staff member.
Open Lab 3D printers and how to use them:
Model | Ultimaker 3 | Ultimaker S5 | Form 2 & Form 3 | Creality CR-10 |
---|---|---|---|---|
Location | Open Lab @ Hillman | Open Lab @ Alumni Hall | Open Lab @ Alumni Hall | Open Lab @ Alumni Hall |
Materials | Filament. Ex: PLA (compostable plastic), PVA (water soluble), exotic materials. | Filament. Ex: PLA (compostable plastic), PVA (water soluble), exotic materials. | Resin. Limited variety of proprietary materials made by Formlabs. | Filament. Ex: PLA (compostable plastic), PVA (water soluble), exotic materials. |
Print Quality / Resolution | High | High | Highest | Medium |
Print Details | Most commonly used and available Open Lab printer. Can print with two different colors or materials at the same time. | Large format version of the Ultimaker 3, suitable for objects up to 240 mm on one side. Can print with two different colors or materials at the same time. | Capable of exceptional detail. Extensive finishing work required for prints. | Use this printer to tinker & experiment. Large build volume. Wide material selection. Maintenance frequently required. |
Training | Available through Open Lab @ Canvas; supplementary training or assistance available by appointment. | Available through Open Lab @ Canvas; supplementary training or assistance available by appointment. | Available through Open Lab @ Canvas; supplementary training or assistance available by appointment. | Available through Open Lab @ Canvas; supplementary training or assistance available by appointment. |
Printer use for Approved Users | After slicing file, reserve printer time during Open Lab @ Hillman hours. | After slicing file, reserve printer time during Open Lab @ Alumni hours. | Reserve printer time during Open Lab @ Alumni hours. | After slicing file, reserve printer time during Open Lab @ Alumni hours. |
Open Lab reserves the right to refuse to print models that are deemed inappropriate. Please review the 3D printing section of the Open Lab member guidelines & handbook.
Examples of 3D printing projects with Open Lab:
Examples of teaching with 3D Printing:
Course: Honors Neuroanatomy Lab
Professor: Dr. Erika Fanselow
Open Lab tech: 3D modeling & printing
The human brain is a complex 3D structure, difficult to visualize using only 2D images. With the Open Lab’s help, students start with images of structures in the brain and create 3D-printed models. The hands-on experience facilitates their own learning and their classmates’, drawing connections between traditional textbook images and a model they can hold, rotate, and explore.
Read more about this project
Resources for 3D printing:
- Tinkercad: Free online 3D modeling tool
- Thingiverse: Online repository of free 3D models
- Cura: Free downloadable 3D printing software
- Formlabs FAQ
Pitt is the only university in the U.S. with this giant 3D printer for metal
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- Technology & Science
- Swanson School of Engineering
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Tucked away in the sub-basement of Pitt’s Benedum Hall, past the racecar parts spilling into hallways, you’ll find a giant machine that looks like a cross between a car garage and the entry port of a sci-fi spaceship. It’s a state-of-the-art 3D printer for metal — the first Gefertec arc605 at any university in the U.S.
For producing big, specialized metal parts, the machine is unbeatable, said Albert To, William Kepler Whiteford Professor in the Swanson School of Engineering and an expert on 3D printing.
“Even on the order of tens of parts, this is very advantageous,” he said. “And if you want to include some complexity, then you can’t do it any other way than 3D printing.”
The printer makes use of welding, melting wire made from metals like stainless steel, titanium and aluminum alloys and depositing it layer by layer. Previous metal 3D printers in the lab using lasers and metal powder could lay down a few hundred grams an hour; this one is an order of magnitude faster.
[Go behind the scenes of the Dietrich School’s machine shop]
That makes the Gefertec printer ideal for producing larger parts that would normally have to be casted and tooled, an expensive approach that’s often not practical for manufacturing small-batch, specialty pieces. One of To’s first projects, for instance, is to make a three-foot-long bridge joint for the U.S. Army that’s no longer manufactured.
While the technology has been around for decades, only in the past several years has it become reliable enough to gain widespread notice. “All of a sudden, there’s a very high interest in industry,” including in aerospace, nuclear power and oil and gas, To said.
The machine’s advanced software and “five-axis” capabilities where pieces can be rotated and tilted during printing means it can be used to create complex metal parts. But there are still plenty of kinks to work out. For instance, metals warp as they heat and cool, a process that To is using the new printer to study with funding from the U. S. Army and the Department of Energy.
Xavier Jimenez, a PhD student in the Swanson School of Engineering, prepares to operate the Gefertec arc605, a 3D printer for metal.
Jiminez and his advisor Albert To, William Kepler Whiteford Professor in the Swanson School of Engineering, pose in front of the Gefertec printer. Jiminez is holding a test part made using the machine to ensure it’s working properly.
Jimenez operates the Gefertec printer using a computer terminal built into the machine.
Simple “walls” of stainless steel welded onto a surface using the new printer.
One of the first objects made by Jimenez using the printer. The shape shows off the printer’s ability to rotate the plate, laying down metals at different angles.
A test part of 3D-printed titanium. When printing with titanium, researchers pump argon gas into the printer to ensure that the metal doesn’t chemically react with the air.
Jimenez displays the wire that the printer uses to construct objects. One advantage over other 3D printers is that the raw material is the same cheap and easy-to-find wire used by welders worldwide, rather than expensive and specialized powders.
The Gefertec printer in action. Green glass protects viewers from the bright light of the device’s arc welder as it deposits layers of an aluminum alloy.
Xavier Jimenez, a third-year PhD student in To’s lab, is developing a process to 3D print using a new type of high-strength aluminum that has potential applications in aerospace but tends to crack when welded.
“You have to tune all these different parameters to figure out what will produce the best-quality weld,” Jimenez said. “Every material behaves a little differently. ”
Jimenez came to Pitt in part because he wanted to work with the Gefertec arc605, but COVID-19 threw a wrench in the gears, and the printer took three years to make its way to Pitt. The machine is larger than some studio apartments, and when it did arrive it had to be dropped into the lab piece-by-piece via crane and then assembled.
Having made it through the installation, the team is now in the process of testing parameters for the 3D printing of different metals. By testing the approach for different metals, then using X-rays and testing material properties, they can start to model how the process affects a part — from visible warping to changes to the microscopic structure of the material.
Further out, To is collaborating with colleagues to create smart components where fiber-optic cables are embedded in 3D-printed metal parts to sense the temperature and deformation of the part.
“It was a lot of work to get all the pieces together to get the machine working,” Jimenez said. “We’re very happy that it’s here.”
— Patrick Monahan, photography by Aimee Obidzinski
Trending
The University of Pittsburgh has committed more than $1 million to develop a quality assurance system for 3D printed turbine components
The University of Pittsburgh has committed more than $1 million to develop a quality assurance system for 3D printed turbine components- +86-755-23956813
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The University of Pittsburgh Donates Over $1 Million to Develop a Quality Assurance System for 3D Printed Turbine Components
- Jul 17, 2019-
Swanson School of Engineering researchers have received more than $1 million in joint funding from the US Department of Energy (DoE) and the University of Pittsburgh. The funding is intended to support the development of an efficient quality assurance method for the additive manufacturing of next-generation gas turbine components. For three years, Qiayun (Sharon) Zhao, Ph.D., Associate Professor of Mechanical and Materials Engineering at Pitt, will lead the project. nine0036
The Department of Education awarded $802,400 to researchers through its University Turbine Research Program, and Pitt provided an additional $200,600 (bringing a total grant of $1,003,000). In addition, ANSYS, an engineering simulation software company, will act as an industrial partner on the project, providing further support.
Development of Quality Assurance for Laser Powder Layer Welding Technology
Along with Dr. Zhao, the research team includes Albert To, Associate Professor of Mechanical and Materials Engineering at Pitt, and Richard W. Noah, Professor in the School of Mechanical Engineering at Georgia Institute of Technology.
Using allocated funding, the research team aims to develop a cost-effective method for quality assurance of Hot Gas Turbine Components (HGPTC) that are purpose-built using Laser Powder Bed Fusion (LPBF) technology. Dr. Zhao explains that the efficient properties of LPBF are an attractive option for HGPTC development: “LPBF AM is capable of producing complex metal components with reduced material and time costs.” nine0036
However, there are potential defects that are present in components made with LPBF additives that could be detrimental when incorporated into HGPTC. Therefore, the development of a new quality assurance method is a necessary step for the production of next generation HGPTC using additive manufacturing. The team will use machine learning to quickly estimate HGPTCs obtained using LPBF additive manufacturing.
“Because there is a possibility that components will have porous defects and be subject to harmful thermomechanical fatigue, it is very important to have a good quality assurance method before using them,” adds Dr. Zhao. nine0036
Source: https://3dprintingindustry.com/news/university-of-pittsburgh-awarded-over-1-million-to-develop-quality-assurance-for-3d-printed-turbine-components-158681/
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3D printed anatomical models for preoperative planning and enhanced patient consent
Introduction
3D printed models are becoming increasingly useful tools in the modern practice of personalized, precision medicine. As case histories become more complex and treatments become truly unique, visual and tactile anatomical models can improve understanding and communication in the process of creating a solution for a particular patient.
Health care professionals, institutions and organizations around the world use 3D printed anatomical models as reference tools for preoperative planning, intraoperative imaging and calibration or pre-positioning of medical equipment for routine and high complexity procedures, which has been documented in hundreds of publications1. Physicians often save time preparing and performing surgeries, resulting in significant reductions in operating costs while reducing patient risk, anxiety, and recovery time. nine0036
This guide provides practical step-by-step guidance for physicians and technologists to move from patient scanning to a 3D printed model by learning how to set up a CT/MRI scan, segment datasets, and convert files to 3D printable format.
“The unique advantage of image-based 3D printing is the ability to demonstrate anatomical spatial relationships with sub-millimeter accuracy.”
Jeffrey D. Hirsch, MD
Assistant Professor, Director of Community Radiology, Division of Diagnostic Radiology University of Maryland Medicine
Formlabs-printed anatomy models are already used by several subspecialists in surgery, including but not limited to orthopedic, cardiothoracic, vascular surgery, oral and maxillofacial surgery, oncology, plastic and reconstructive surgery, urology and pediatrics. This handbook provides an overview of the steps that can be applied to any Digital Imaging and Communications in Medicine (DICOM) dataset, which is the standard format for storing images in any modern Image Archiving and Communication Systems (PACS)
WHAT YOU NEED FOR IN-HOUSE 3D PRINTING
CT or MRI scan and associated DICOM file
- Recommended slice thickness: 0.25mm-1.25mm2
Computer with imaging software for segmentation or using an outsourced segmentation service
Form 2 3D printer and resin, e.g.:
- Orthopedic white resin or OMFS
- Transparent polymer for cardiovascular or urological surgery
- SG Dental Resin for Surgical Guides (for approved applications only)
Form Wash and Form Cure for 3D post-processing (recommended for medical models)
Applications and benefits of 3D printed anatomical models medicine. Please consider your intended use, local regulations, medical imaging approvals, material specifications, biocompatibility requirements, protected medical information, and institutional standards before 3D printing or using anatomical models
Depending on your institution, anatomical models may be used for patient or pathological purposes:
- Preoperative planning and intraoperative reference models for surgeons
- Device calibration (e. g. mandibular plates) and surgical instrument design*
- Molds for implant material or prostheses*
- Training and simulation laboratories
- Patient Education and Enhanced Informed Consent
* May be regulated and/or require institutional approval
Numerous published case studies and ongoing efforts have demonstrated the potential of 3D printing in clinical settings. Public use cases include preoperative planning3, intraoperative use4, patient-centric instrument kits5, customized implants6, bone cement molds or polymethyl methacrylate (PMMA) implants8, prostheses9and trays
These use cases have demonstrated success in a variety of fields and surgical specialties, including orthopedic, cardiac, oral and maxillofacial (OMFS), vascular, neurological, cardiothoracic, musculoskeletal, plastic and reconstructive surgery, oncology, pediatrics, interventional radiology, etc.
“While I would like to think that my brain can reconstruct a 3D interpretation from a 2D CT scan, I was surprised by the relative inaccuracy of the approach I have been using for 20 years. 3D models are invaluable in planning, especially when using the daVinci robot.” nine0108
Dr. Ronald Hrebinko
Urologist and Associate Professor of Urology
University of Pittsburgh School of Medicine
3D printed models can also provide significant benefits for the education of residents, fellows and students10. Individual models are particularly attractive when compared to the cost of cadaveric specimens and animal testing and the associated requirements for laboratory space, surgical instruments, and disposal
5 leading medical disciplines on the use of 3D printing technology
Chepelev et al.
Image sourced from http://www.materialise.com/en/blog/3d-printing-us-hospitals
Explore our collection of research publications, to learn more about how Formlabs printers and supplies are being used in healthcare. nine0108
The widespread use of advanced imaging in radiology has become a key factor in diagnosis and communication between physicians. While these visualizations have traditionally been used in the 2D plane as CT or MRI scans as DICOM files, software developers have recently created tools to reconstruct diagnostic images as 3D anatomical imaging.
3D printed models are a natural extension of these various 3D rendering options and offer many additional benefits such as tactile feedback and other tangible information that visualizations cannot provide. nine0036
When a patient's severe foot deformity could not be fully represented with 2D images, surgeons used a 3D printed model to plan how to correct gait with preoperative equipment and work with clinical staff and receptionists.
For example, research on a custom 3D printed model allowed a UK orthopedic surgeon to find a solution with a lower risk of abnormal injury to a boy's forearm
“Access to the model has changed standard CT therapy from a four-hour complex osteotomy to a simple, much less invasive 30-minute soft tissue procedure,” says Dr. Michael Eames
A successful operation was completed in just 30 minutes — reduction of more than three hours from the originally scheduled time in the operating room, saving the hospital an estimated $5,500. Subsequently, the patient spent less time on post-operative care and recovered more quickly
Workflows from scan to 3D model
Creating 3D printed files and 3D printed models requires special considerations and minor changes to the medical imaging workflow
The tailored workflow can be divided into three steps: image acquisition, image segmentation and 3D printing
IMAGE ACQUISITION
Image acquisition is the first step and is already integrated into the workflow. The most common imaging techniques suitable for 3D printing are CT and MRI. In general, 3D models can be printed from any volumetric image dataset (slices) with sufficient contrast to differentiate tissues. nine0036
Cone beam CT is also widely used for dental and otolaryngological imaging of teeth, but contrast can be worse than conventional CT, making segmentation more difficult. See recommendations for setting up patient scans for 3D models in the second part of this booklet
IMAGE SEGMENTATION
The main goal of this step is to reduce the complexity of the original image while leaving the necessary characteristics unchanged and isolated. Once the radiographer has received the DICOM, they must perform Regions of Interest (ROI) processing, which will be rendered as a 3D printed object. The process of identifying and separating tissues and other areas of interest is called segmentation. Depending on the complexity of the model, it is performed by a radiologist-technician under the guidance of a radiologist or directly by a radiologist. Once the segmentation is completed, it is reviewed by the surgeon for final approval13
A number of commercial and open source software products can be used for the segmentation process (see the list at the end of this section). Before choosing a software solution, consider your intended use, regulatory requirements in your area, and recommendations at your institution.
ROI segmentation steps can include automatic methods (eg thresholding, edge detection and region enlargement) or manual selection and adjustments. Thresholding uses parameters that can be identified and associated with a particular ROI, such as bones with higher Hounsfield values relative to their surroundings. nine0036
Thresholds may need to be dynamic and include more sophisticated algorithms to account for factors such as CT noise and beam hardening that can create artifacts and other unwanted results.
Another option is to use a growth region to automate segmentation, where the algorithm assigns voxels as belonging to one part or another based on similarity or difference to surrounding voxels. This may require additional adjustments and clarifications. nine0036
After segmentation is complete, convert the segmented objects to a file type that can be used by the 3D printer. This file type is usually an STL or OBJ file format.
After conversion, make any necessary physical adjustments that are more common in 3D modeling, such as smoothing surfaces, filling holes, and fixing other minor features. These adjustments can be made by a specialist in various CAD or CAM programs and should always include review by a physician to ensure that the result is clinically useful. nine0036
Once the radiographer has received DICOM, they must determine the regions of interest (ROI) that will be displayed as a 3D printed object. Source: ITK-Snap
In-house 3D printing enables healthcare providers to quickly create high resolution medical models.
3D PRINT
Once the final file is ready, it can be exported and sent to a 3D printer for production. There are several key factors to consider when choosing the right 3D printing technology, including: the cost of the printer, software, and materials; print speed, accuracy and resolution; ease of use and access to customer service; the type of printed materials, including biocompatibility and sterilization for certain uses. nine0036
After printing, parts should be rinsed with isopropyl alcohol (IPA) to remove excess resin and, depending on the material and application, post-cured in a curing chamber. All biocompatible resins require post-cure prior to use, while standard Formlabs resins such as White and Clear Resin increase post-cure strength and stability.
More information about print options
Visit our Software Support and Resources pages for more information on how to set up files for printing and learn more about specifications such as internal supports and minimum wall thickness
POTENTIAL FIELD 3D PRINTING SOFTWARE AND HARDWARE
Note: Each section requires only one kind of software that completes the workflow steps. This list is for ease of reference and research and does not constitute an endorsement of any particular software or vendor. If you require anatomical models without segmentation or printing in situ, specialized service providers offer conversion, segmentation and/or printing services for a fee (e.g. Anatomage, Armor Bionics, Axial3D and Materialize)
Check your local regulations and intended use before choosing a software solution.
Transform + Segmentation
Materialise Mimics* | ITK-SNAP |
3D Slicer | 4DICOM |
Axial3D | Seg3D |
Osirix | Embodi3D (DICOM - STL conversion, no segmentation) |
Ossa 3D | Vitrea Vital Images |
Anatomage Medical Design Studio |
Preparation for editing + File management, smoothing and identification
Blender | Materialize 3matic | Autodesk Mesh Mixer |
Support Generation + Print Orientation
Formlabs PreForm | nine0297 Materialize e-Stage Note: Cardiac cases may require advanced removal of supports from within the valves (PreForm video tutorial)
Printer
Formlabs Form 2 or Form Cell system | Formlabs Fuse 1 |
Post-print
Formlabs finishing kit | Form Wash and Form Cure 9029eight |
Ultrasonic cleaner (e. g. GT Sonic) | CUREBox CB-4051 |
* Formlabs and Materialize have partnered to offer a comprehensive package of services in the US, Europe and Japan. Mimics inPrint is a specialized software solution for creating accurate virtual anatomical models from medical images and preparing files for 3D printing. Integrated into Clinical Environments (PACS), Mimics inPrint includes predefined workflows with direct link to Formlabs 3D printers. nine0036
Patient Scan Setup for 3D Models
Some traditional medical imaging scans cannot be converted to high quality 3D models for clear and accurate anatomical structures. Plain radiographs (X-rays) and ultrasounds are not commonly used for 3D printing and these imaging techniques are not recommended.
The most commonly used imaging modalities for evaluating internal structures are computed tomography and MRI imaging. These rendering methods generate a DICOM file. DICOM is a standard for storing and transmitting medical images and can be thought of as a series of slices. nine0036
DICOM images cannot be edited in 3D design software or sent directly to a printer. To convert a DICOM file to a format suitable for 3D printing, such as an STL or OBJ file, separate software is required to calculate the surface area of interest. This surface will become a 3D model.
Almost any DICOM file with sufficiently fine detail (such as thin slices) can be converted to a format that supports 3D printing of the structure of interest. nine0036
The following articles may be helpful in the preparation, printing and post-processing of anatomy models:
Design models for print support
Design features and geometry recommendations 9
Post-curing printing
Post-processing basics
Criteria for creating a printable scan
The first consideration when converting a CT or MRI to a 3D model is what needs to be shown; bones, vessels, and whole organs are all modeled differently. A model with outdated structures not only detracts from the focus of the model, but it will also be harder to produce. Scanning at the right specifications makes it easy to create a 3D printable model. The main features are intravenous contrast and slice thickness.
For 3D bone models, low contrast images are likely to be sufficient for accurate and detailed printing. Models containing solid organs, tumors, or vascular structures almost always require contrast magnification scans
Introductory contrast information
CT brightness variation allows the segmentation software to highlight different structures, allowing you to print an area or organ of interest. Some structures, such as bones, are inherently bright on CT scans. This makes it easier to 3D print when started from a non-contrast CT. However, intravenous
(IV) contrast is needed when you want to 3D print a blood vessel, tumor, or most organs. A contrast agent is injected into the patient just before the scan. With IV contrast, blood vessels (arteries and veins) and solid organs (such as the liver, kidneys, spleen, heart, and brain) become brighter when scanned, allowing the segmentation software to accurately separate them from surrounding tissues. See images below for a comparison of non-contrast and contrast-enhanced CT scans of the abdomen. nine0036
The effect of intravenous contrast is shown with two axial (transverse) CT scans of the upper abdomen. On a right scan, the aorta is enhanced, whereas on a left scan, the aorta appears very similar to the adjacent soft tissue. The contrast allows you to isolate the desired structures in post-processing. Source: Embodi 3D
In addition to enhancing contrast, slice thickness and resolution are equally important for planning when creating a 3D model. Most clinically useful scans were obtained at adequate resolution for 3D printing. However, if you try to 3D print an anatomical model while scanning with thick sections, your
model will have a rough surface. According to numerous sources, when creating a model for 3D printing, it is very important to use scans with slices less than 1.25 mm.
Two CT scans of the chest. The image on the left shows a frontal view constructed from 5 mm thick slices, while the high resolution scan shows a similar view of the chest using only 1 mm thick slices. Thick slices in the left image create rough textures that will result in a lower quality print. Source: Embodi 3D
The thickness of sections obtained from CT or MRI scans are converted directly into details generated from 3D scans. Depending on the focus object, areas of the image should be reconstructed with isotropic voxels of 1.25 mm or less15. According to a Mayo Clinic presentation in March 2016, 1 to 5 mm slices can be used for large structures, while 0.75 mm can be used for thin bone16. Thicker regions may degrade model accuracy, while very thin regions (e.g. <0.25 mm) may require extensive segmentation and STL enhancement, especially in the presence of image artifact. Cardiac models show sufficient accuracy with 0.5 mm patches, but thinner targets may be required for thin objects such as the inferior wall of the orbit17. Generally, thicker areas can create fuzzy or less accurate prints. However, unnecessarily thin areas can lead to significantly more work in the post-processing step. nine0036
Regulatory Issues
Please check local regulations, material data, patient information, and institutional requirements before 3D printing or using anatomical models. If you work in the US, please refer to the latest FDA presentation which outlines its guidance document18 Please note that these documents and recommendations are subject to change. Make sure you are using the latest guidelines. nine0036
Formlabs is the industry's leading manufacturer of 3D printers and materials used by healthcare providers to support the practice of medicine
Conclusion
Barriers to the transition to personalized precision medicine are fast disappearing. The advent of affordable, professional-grade 3D printers has enabled healthcare providers to produce anatomy models for specific patients and specialties with inspiring results. In some cases, the initial cost of a high quality printer has been covered by the time saved in the operating room after the surgeon used the 3D printed model to prepare for one complex procedure.19
“Medicine is not a one-size-fits-all solution, and when a tool like desktop 3D printing comes along that allows you to create personalized medical solutions, there is no doubt that it needs to be used to its full potential.”
Todd Goldstein
Instructor, Institute for Medical Research. Feinstein Director, 3D Printing Lab, Northwell Ventures, Northwell Health
Understanding the workflow required to integrate 3D printing is key to success. nine0036
This tutorial covers everything you need to get started, popular workflows and tools and methods to ease the transition from patient scanning to 3D printing
Contact us to learn more about 3D printing in Your institution and join the community of innovators in precision medicine
LINKS
- Chepelev, Leonid, Andreas Giannopoulos, Anji Tan, Dimitrios Mitsouras, and Frank J. Rybicki Medical 3D Printing: Terminology Standardization Techniques and Report Trends 3D- printing in medicine 3, no. 1 (2017) doi:101186/s41205-017-0012-5
- Mitsworth, Dimitris, Peter Lakouras, Amir Imanzadeh, Andreas A Giannopoulos, Tianrun Kai, Kanako K. Kumamaru, Elizabeth George, et al. "3D Medical Printing for the Radiologist" RadioGraphics 35, no. 7 (November 2015): 1965–88 https ://doi.org/101148/rg2015140320
- Kerr, William, Philip Rowe, and Steven Gareth Pierce "Accurate 3D Bone Reconstruction Using Ultrasonic Synthetic Aperture Techniques for Robotic Knee Arthroplasty" Computerized Medical Imaging and Graphics 58 (June 2017): 23–32 https://doi org/101016/j compmedimag 201703 002
- Chen, Xing, Jesse K Possel, Katherine Waconne, Ann F van Ham, P. Christian Klink, and Peter R. Roelfsema "3D printing and modeling of customized implants and surgical guides for lower primates" Journal of Neuroscience Methods 286 (July 2017 ): 38–55 https://doi org/101016/jjneumeth 201705 013
- Wong, K. S., S.M. Kumta, N. V. Geel and J. Demol "One-stage reconstruction with a 3D printed, biomechanically assessed custom implant after complex resection of pelvic tumors" Computer Surgery 20, no. 1 (January 2, 2015): 14–23 https:// doi org/10 3109/1092908820151076039
- Tan, Eddie T.W., Ji Ming Lin, and Shri Kumar Dinesh “Creating Acrylic Patient Cranioplasty Implants with an Inexpensive 3D Printer” Journal of Neurosurgery 124, no. 5 (May 2016): 1531–37 https://doi org/10 3171/2015 5 jns15119
- Tan, Eddie T.W., Ji Ming Lin, and Shri Kumar Dinesh “Creating Acrylic Patient Cranioplasty Implants with an Inexpensive 3D Printer” Journal of Neurosurgery 124, no. 5 (May 2016): 1531–37 https://doi org/10 3171/2015 5 jns15119
- Abdel Hey, Joe, Tarek Smyra, and Ronald Moussa "Customized Implants with PMMA Cranioplasty Using 3D Polylactic Acid Printing Plates: Technical Note with 2 Illustrative Examples" World Neurosurgery 105 (September 2017): 971–979 e1 https http://doi.org/101016/j wneu 201705 00
- Keith, Jelleten, Gerwin Smith, and Paul Bredveld, 3D Printed Upper Limb Prosthesis: An Overview of Disability and Rehabilitation: Rehabilitation Techniques 12, no. 3 (February 2, 2017): 300–314 https://doi org/ 101080/1748310720161253117
- Azer, Sami A. and Sara Azer “3D Anatomical Models and Impact on Learning: A Review of Quality in the Literature” Health Professions Education 2, no. 2 (December 2016): 80–98 https://doi org/101016 /j hpe 2016 05 002
- Preoperative-planning-with-custom-3d-printed-surgical-model-reduces-theater-time by 88 percent Formlabs Accessed November 22, 2017 https://formlabs com/preoperative-planning-with-custom-3d-printed-surgical-model-reduces-theater-time/ nine0003 Christensen, Andy "Medical Imaging Software" 3D printing | Wohlers Associates Accessed November 22, 2017 http://www.wohlersassociates com/
- Matsumoto, Jane S., Jonathan M. Morris, Thomas Foley, Eric E. Williamson, Shuai Leng, Ciarán P McGay, Joel L. Kuhlmann, Linda E. Nesberg, and Terry J. Vrtiska 3D Physical Modeling: Applications and Experiences in Mayo Clinic RadioGraphics 35, No. 7 (2015): 1989-2006 doi:101148/rg 2015140260
- Kikinis R, Piper SD, Vosburg K. (2014) 3D Slicer: a platform for subject image analysis, visualization and clinical support. Intraoperative image processing. Imaging Therapy, Ferenc A. Jolez, Editor 3 (19): 277-289 ISBN : 978-1-4614-7656-6 (Print) 978-1-4614-7657-3 (Online) https://www slicerorg/wiki/ CitingSlicer
- Mitsworth, Dimitris, Peter Lakouras, Amir Imanzadeh, Andreas A Giannopoulos, Tianrun Kai, Kanako K. Kumamaru, Elizabeth George, et al. "3D Medical Printing for the Radiologist" RadioGraphics 35, no. 7 (November 2015): 1965–88 https ://doi.org/101148/rg2015140320
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- Mitsworth, Dimitris, Peter Lakouras, Amir Imanzadeh, Andreas A Giannopoulos, Tianrun Kai, Kanako K. Kumamaru, Elizabeth George, et al. "3D Medical Printing for the Radiologist" RadioGraphics 35, no. 7 (November 2015): 1965–88 https ://doi.org/101148/rg2015140320
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