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Phase 1 July 2015
CM&S Library Infrastructure: Site Concept Users and Roles
This project will create a digital library for computer modeling and simula8on that is focused on sharing quality materials. Phase 1 is released to MDIC project teams, and phase 2 is public release. Data in the library will be curated and stored in 8ers. These collec8ons of data can be rated, reviewed, searched and easily downloaded. Groups can collaborate and communicate privately while comple8ng MDIC projects and publish deliverables publicly.
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About the Library
• The one place users can come to find and share relevant information that they know is trustworthy.
• A place for the community to develop and curate content: − Tier 0 group members have a project space for developing works in
progress. − Tier 1 a public space to share content with the community for
feedback. − Tier 2 a managed space for peer review and publication of content. − Tier 3 the space for regulatory content.
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Library Infrastructure Timeline • FDA Library Concepts & Knowledge Transfer October 2014 − http://www.fda.gov/downloads/MedicalDevices/NewsEvents/WorkshopsConferences/UCM358859.pdf − http://www.fda.gov/downloads/MedicalDevices/NewsEvents/WorkshopsConferences/UCM358855.pdf − http://www.fda.gov/MedicalDevices/NewsEvents/WorkshopsConferences/ucm346375.htm
• Phase 0: Prototype large file upload/download/access; March 2015
• MDIC Board of Directors approval for Phase 1 funding May 2015
• Phase 1: Be the one place all MDIC CM&S work is archived, models and data shared • This is for the working groups, not yet public August 2015
• MDIC Board of Directors meeting and library report out September 24th, 2015
• Phase 2: Store and curate regulatory grade models and data TBD Based on Resources
• Public Deployment: Sustainable model for funds and resources TBD Based on Resources
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Project plan and updates
• See Power of Us Hub − https://powerofus.force.com
• See included pdf documents − 07.21.2015 MDIC library volunteer work packages − 07.21.2015 MDIC library infrastructure project plan and weekly update − 07.21.2015 library one page description − 07.21.2015 Requirements MDIC Library - User Stories
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Library for models, inputs, validation data:
Tier 1 Content from Authorized Group Members
General knowledge, links to other repositories, content seeking public feedback
Tier 3 Regulatory-grade Models and Data
FDA MDDT, MDIC accredited content,
Other FDA qualified content
Tier 2 Peer-reviewed Content
Models, data, periodicals, etc
Library Admin - FDA qualified or MDIC panel accredited against published standards
MDIC Journal with Editor and AEs, Reviewers from Group Members and Academics
Manager Approved Members and Tier 0 Members
Increase Evaluation Confidence
Faster Market Clearance
Decrease Cost
Tier 0 Group Projects
Collaborative content in progress Group Members
Phase 0: Prototype large file upload/download/access; Phase 1: Be the one place all MDIC CM&S work is archived, models and data shared; Phase 2: Store and curate regulatory grade models and data
Who Controls Submissions to each Tier:
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Metadata for Searching and Browsing the Library
• Metadata is structured information that describes or makes it easier to retrieve or manage an information resource. − Metadata is often called information about
information. − Each entry to the library is a collection of files,
and the metadata describes the collection. − Submissions are uploaded with attached
metadata. − This metadata is the content that is searched,
this helps return relevant files after searching the library, and keeps files accessible.
• Collection are the files uploaded by the submitter. − Files are not searchable. − Files can be of any type or size. − The collection may include image thumbnail
files for preview. − In Tier 2, the collection must include one pdf
for review that describes the submission.
More about the metadata in this library
Metadata
Name Description Keyword
Size Format
File 1
File 2
…
File n
Collection
Stored In Salesforce
Stored In Amazon
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Metadata
Metadata Fields Example How data is entered Name FDA Phantom Lung Nodule CT Image Database Keywords CT, computed tomography, lung, phantom, imaging Description A series of CT images acquired of an anthropomorphic lung phantom with inserted
nodules. Nodules vary in size, shape and location with known volume. The database consists of 634,256 images acquired on two commercial CT imaging systems
3500 char text box
Type Image data Device Area CT imaging devices, computer-aided diagnosis devices Source Image data acquired from phantom using commercial CT scanners Creator Marios Gavrielides Contributor Relation Database is still increasing with pending scans in 2014 Coverage 2007-2013 Format DICOM Picklist Size ~400Gb picklist with range buckets. Location https://wiki.cancerimagingarchive.net/display/Public/Phantom+FDA Hyperlink to an alternate location where
the data is located if not in the saleforce/S3 location. This could be a rich field or just a textbox. The former allows a hyperlink.
Acquisition Date 2007-2013 Created and last modified date from SF
Expected User Level Users familiar with the DICOM image format and have a basic understanding of CT imaging system parameters
Context of Use The development and testing of lung nodule size estimation software and related computer-aided diagnosis algorithms
State of Validation N/A (This is imaging data without associated claims of performance) Limitations Quality or Condition This is the result of a systematic approach to probe the most significant
imaging parameters and nodule characteristics affecting volumetric CT. The database has been utilized in several published studies and public algorithm challenges.
References Marios A Gavrielides , et al , “A resource for the assessment of lung nodule size estimation methods: database of thoracic CT scans of an anthropomorphic phantom”, Optics Express, vol. 18, n.14, pp. 15244-15255, 2010.
Text box, may also upload a reference list as a file but only the text box is searchable
Notes
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Software Development Process
• The digital library begins with software infrastructure that is planned and managed. • We are using an iterative software development process − We can adapt to changes in the project along the way. − We can focus on the most important things first − We might not build the “right” thing the first time, but we can fix it as we go.
• We will be building our requirements through user stories, this uses plain language, to explain real needs of the users.
• User stories may follow this format: − As a <type of user>, I want <some goal> so that <some reason>.
• This is our first opportunity to request your feedback, please let us know about the mockup and user stories. What did we miss? What is most important? − We will use your feedback to improve the user stories, and update requirements. − The functional prototype is expected in August, we invite you to help us test the software.
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User Roles
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User Roles
User
• User
Submitter
• Submitter
Collaborator
• Collaborator
• Manager
Admin
• Admin
Library Admin
• Library Admin
• Screener
• Editor
• Associate
Editor
• Reviewer
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Uri the User
About -Uri registers for the site: he is interested in knowledge/research.
Use Cases -Uri wants to search and browse for files that are shared in public space, these files should be easy to find when looking for desired material. -Uri wants to search by file name, organization, tier, tags, type of file, or specialization sometimes, when he knows information about what he’s looking for. -After searching, Uri wants to be able to sort/restrict files, based on different traits (name, type, recent, reviews, etc.) -Finally, Uri wants to view details on the files and download them.
Nice to Have -Ability to review, a rating system -Comment/Discussion on each file
Concerns -easy to search and find files that are relevant -is the file useful/quality/reliable? -latest version of file
Will need to be registered with the site- software requirements, and EULA No access to project groups, unless approved.
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User
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Suzie the Submitter
About Suzie is interested in sharing information and through links and submissions. She submits files for the peer review process, she is allowed to do this because she has registered with the site.
Use Cases -Suzie knows of an outside resource that she believes is relevant to the library, she will share the link with the community, metadata is required. -Suzie wants to upload a collection of files at once to submission box, she knows all the relevant information about her collection to fill in the required metadata fields. -She want her files to be peer reviewed, and be able to receive feedback. -Suzie is interested in ongoing discussions on her files, notifications for comments.
Nice to Have -updates on files in the submission process
Concerns -can submissions be altered -can uploads be restricted to certain users (verified)
These files enter tier 2
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Submitter
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Cory the Collaborator
About Cory is a registered site user and authorized by a manager to be a collaborator in a group. Cory has an interest in sharing his knowledge and research publicly, also he wants to work privately with group members
Use Cases -Cory wants to search, sort, communicate, and download files, just like a public user, in his own group space. -Similar to Suzie the Submitter: Cory want to upload his own files and links to group space. He will be including the required metadata for the files. -Cory can also share files in the public space for tier 1 (non reviewed), because he wants feedback from the community, and he is a trusted user.
Nice to Have -a way to be alerted of conversations in group space: new topic, new files -similarly to public space –a way to comment on each file?
Concerns -easy to search and find files that are relevant, storing files in group -space is easy to use -convenient for communication, see replies and updates
Access is secure, group membership is approved, can be invited to group Tier 0: Can share files within the group space, they are seen only by group Tier 1: Being approved after meeting criteria grants the privilege of sharing files publicly.
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Collaborator
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Marla the Manager
About Marla is the leader of a group, she can manage members and files in her group space. Marla will submit files for review after they are completed group projects. Occasionally, Marla may want to grant the privilege for members to share publicly in the group. (This would be authorizing a user to be a collaborator and upload files – tier 1 files public to everyone, tier 0 only to your group) Use Cases -Marla is a manager of a tier 1 public group, she can make files public in tier 1, she can grant this ability to members, by approving them for this privilege. -Marla wants to upload files from her group to the submission box for tier 2. -She can add new members to her group at tier 0. -She can make members of her group users or collaborators, depending upon them meeting criteria to share files. -Marla wants to be able to control files in the group, and may need to remove unwanted/out dated items.
Nice to Have -updates on files submitted -quick sharing of files to move from group work to review
Concerns -can submissions be altered
This user can submit files that enter tier 1 or tier 2. can this be done easily by moving them from group to review, or will it be a separate upload?
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Manager
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Anna the Administrator
About Anna is the Salesforce Admin. She will have access to everything.
Use Cases -Will process requests for the site -Manages the site (members, files) -Can promote/demote users -Can add new users to the site Nice to Have -process to add users, send to outside email with access info -Easy to step in to the review roles and see the process
Concerns -Giving permissions to alternative admin (library Admin)
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Administrator
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Libby the Library Administrator
About Libby is restricted in admin permissions to the library. She can perform review roles and create a group space for a team, or for a specific project. She can assist in managing the files in the library. Other related users: possibly an Associate Admin, who will manage Library Operations, screening and managing user groups
Use Cases -Libby wants to have access to manage the working group spaces, invite members, approve membership to the group -Libby wants to assist in the review process, she can step in if needed, edit metadata, add content to tier 3
Nice to Have -group modification, suggested members, based on past groups? -be notified of excessive time in review process, if needed to step in -parts of work be automated, assigning editor, adding dates to metadata
Concerns -can membership requests be sent to outside emails? -follow the review process easily, see if there is a need for intervention -the ability to remove content
-get important updates to reach outside emails?
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Library Administrator
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Sam the Screener
Content Approver
About Sam wants to maintain a professional, uncluttered library. Sam will verify content before it enters the library. Sam will be the filter/screener, and in some cases, his role may be automated.
Use Cases -Sam wants to verify the metadata fields, are they correctly filled out, and possibly perform a basic check of file. Does it have everything necessary? -Sam wants to guarantee that files are clear for submission to public, or to the review process. -Sam wants to send the files to the correct place/person. Nice to Have -In some cases, Sam wants to be lazy, can there be a built-in system check for simple things (no missing fields, valid entry to field)
Concerns -with many files being submitted, want a quick turn around for submissions -files require download for extensive verification
At tier 0 and 1, this will be automated check by the system. At tier 2, this will require Sam to use his discretion.
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Screener
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Review Panel
Editor · Associate Editor · Reviewers
About Editor – receives submissions from user, move forward reviewing, assigns Associate Editor – receives from editor, assigns to reviewers Reviewers – receives from associate editor, check and verification
Use Cases -Wants a space to receive/view submissions -Start the process of reviewing -Decides on file submission, accept or reject (with comments?)
Nice to Have -a space for discussion, inbox for files -a timeline for progress
Concerns -submissions verified by content approver first
Processes Files for peer reviewed tier 2 www.storyboardthat.com
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Review Panel - Editor
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Review Panel – Associate Editor
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Review Panel – Reviewer
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Site Concept
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Home
Library
Advanced Search
Search Results
File Details
Groups
Find Groups
Group Page
Upload
Chatter Upload Search About Us
Site Overview – Basic Layout
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Home
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Home
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Home
Groups
40
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Library
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Examples of Searching
Sort files Tier 1 / Tier 2 / Tier 3
Tier 0
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Examples of Searching
Categories
46
Examples of Searching
47
Examples of Searching
48
Examples of Searching
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Groups
See the groups you are a member of Find Groups
Not all users can make groups
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Find Groups
See groups you are a member of and public groups
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Group Page
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Group Page
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Group Page
Needs filtering and sorting
Possible folders for organization?
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Chatter
No option for files
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Uploading
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Uploading
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63
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Collection Preview
Pdf Text JPG
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File Preview
Pdf Text JPG
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67
68
69
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Peer Review Panel Privileges given when logged in
Possible tab in profile for review
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Information about the Metadata
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Metadata Fields Description How data is entered
Name A name given to the resource.
Keywords List of words that indicate content of resource.
Description Explanation of the role of this resource in context 3500 char text box
Type Resource type, like "geometric model," etc.
Device Area What category of medical devices does this apply to
Source From where was it derived
Creator Author
Contributor Submitter
Relation Related resource(s), such as part/whole, version
Coverage Date or date range (collected over a period)
Format File format Picklist with ‘other’ and a popup to fill in other or a subsequent validation step
Size File size Would require an interface action with S3, may not be. Could be picklist with range buckets.
Location File location (if link exists for an alternative location) This could be a rich field or just a textbox. The former allows for a clickable hyperlink.
Acquisition Date Date obtained (submitted to library) Created date from SF and last modified date from SF
Expected User Level Designed or intended for – expert, familiar, novice
Context of Use What is the intended use of this resource
State of Validation What type of validation has been carried out so far
Limitations
Quality or Condition General indication of the confidence in resource
References Companion works or important predecessors Text box
DOI?
Copyright?
74 74
Metadata Fields Example How data is entered Name FDA Phantom Lung Nodule CT Image Database Keywords CT, computed tomography, lung, phantom, imaging Description A series of CT images acquired of an anthropomorphic lung phantom with inserted
nodules. Nodules vary in size, shape and location with known volume. The database consists of 634,256 images acquired on two commercial CT imaging systems
3500 char text box
Type Image data Device Area CT imaging devices, computer-aided diagnosis devices Source Image data acquired from phantom using commercial CT scanners Creator Marios Gavrielides Contributor Relation Database is still increasing with pending scans in 2014 Coverage 2007-2013 Format DICOM Picklist Size ~400Gb picklist with range buckets. Location https://wiki.cancerimagingarchive.net/display/Public/Phantom+FDA Hyperlink to an alternate location where
the data is located if not in the saleforce/S3 location. This could be a rich field or just a textbox. The former allows a hyperlink.
Acquisition Date 2007-2013 Created and last modified date from SF
Expected User Level Users familiar with the DICOM image format and have a basic understanding of CT imaging system parameters
Context of Use The development and testing of lung nodule size estimation software and related computer-aided diagnosis algorithms
State of Validation N/A (This is imaging data without associated claims of performance) Limitations Quality or Condition This is the result of a systematic approach to probe the most significant
imaging parameters and nodule characteristics affecting volumetric CT. The database has been utilized in several published studies and public algorithm challenges.
References Marios A Gavrielides , et al , “A resource for the assessment of lung nodule size estimation methods: database of thoracic CT scans of an anthropomorphic phantom”, Optics Express, vol. 18, n.14, pp. 15244-15255, 2010.
Text box, may also upload a reference list as a file but only the text box is searchable
Notes
75 75
Metadata Fields Example How data is entered
Name MIDA
Keywords Magnetic Resonance Imaging||MRI||Voxel|| Diffusion Tensor Imaging||DTI||Head||Vessels
Description Multi-modal Imaging-based Detailed model of the Anatomy of the human head and neck. Consists of 115 anatomical structures. There are two files: (1) the RAW file contains information about each structure, i.e. the X, Y, Z coordinates of each voxel and a label assigned to the voxel; (2) the text file contains the description of the anatomical structure corresponding to the label. (See Abstract for more information: "A high-resolution anatomical head model functionalized with embedded dynamic neuron models is being developed. T1- and T2-weighted MR images at 0.5mm isotropic spatial resolution have been acquired to generate the head model. In addition, diffusion tensor images (DTI) have been acquired to identify the orientation of the brain nerve fibers.")
3500 char text box
Type Anatomical model
Device Area Head and neck
Source Magnetic Resonance Imaging, Diffusion Tensor Imaging, Magnetic Resonance Angiography
Creator Division of Physics [Maria Iacono, Leonardo Angelone, Wolfgang Kainz], Foundation for Research on Information Technologies in Society (IT'IS), Swiss Federal Institute of Technology (ETH) Zurich
Contributor Maria Iacono
Relation There are images associated with the model. Both the original data (the images) and the file of the model will be provided.
Coverage 2012 -‐ Present Format RAW||TXT Picklist
Size Less than 1 GB picklist with range buckets.
Location Division of Physics computer rich field or just a textbox.
Acquisition Date Created and last modified date
Expected User Level Users who have a computational modeling background.
Context of Use Safety of pa8ents with implanted neurological devices. Safety of pa8ents during head imaging. Effec8veness of neuros8mulators. Educa8onal tool for anatomy classes. Surgery-‐planning. Safety of focused ultrasounds.
State of Validation Verifica8on against anatomical atlas. Reviewed by expert anatomist. Limitations Lack of experimental valida8on. Model limited to head and neck. Quality or Condition The model is in-‐house so all the characteris8cs and limita8ons are well-‐known. References Manuscript in prepara8on. Abstract and poster presented at FDA. ||Poster: Maria
Ida Iacono, Esther Akinnagbe, Esra Neufeld Johanna Wolf, Ethan Cohen, Eugene Civillico, Bertram Wilm, Michael Wyss, Klaas Pruessmann, Niels Kuster,Wolfgang Kainz, Leonardo M. Angelone. A virtual human head simulator for regulatory science. ||Abstract: Maria Ida Iacono, Esra Neufeld, Johanna Wolf, Ethan Cohen, Eugene Civillico, Esther Akinnagbe, Bertram Wilm, Michael Wyss, Klaas Pruessmann, Leonardo M. Angelone, Niels Kuster,Wolfgang Kainz. A virtual human head simulator for regulatory science.
Text box for a dump, may also upload a reference list as a file but only the text box is searchable
Notes
76 76
Metadata Fields Example How data is entered
Name Nozzle Model (Benchmark) -‐ Geometry Keywords CAD||Geometry||Idealized||Simplified||FDA Nozzle || CFD|| Axi-‐symmetric ||
Sudden expansion || Sudden contrac8on Description Simplified medical device model used as a benchmark geometry to generate
experimental data at 3 laboratories for comparison to CFD simula8ons 3500 char text box
Type Geometric model Device Area The nozzle shares characteris8cs of blood contac8ng medical devices in which the
flow field dimensions vary, for example, at blood tubing connec8ons, in the header regions of hemodialysis and cardiopulmonary devices, and within catheters, cannulas, syringes, and hypodermic needles. The flow fields generated by this model also resemble flow pa]erns commonly seen in other cardiovascular devices such as ar8ficial heart valves (downstream jet) and centrifugal blood pumps (cutwater and diffuser regions)
Source FDA (as part of an interlaboratory study) Creator FDA
Contributor FDA
Relation The nozzle model geometry was used to generate experimental data (see separate entry) for comparison to CFD simula8ons under specific flow condi8ons.
Coverage 01/2008 -‐ 01/2009 (dates when the physical model was fabricated and checked for quality)
Format igs, sat, stp (3D CAD file formats) Picklist
Size 300KB picklist with range buckets.
Location
h]ps://fdacfd.nci.nih.gov/interlab_study_1_nozzle/documenta8on
rich field or just a textbox. The former allows for a clickable hyperlink.
Acquisition Date March 2014 Created date from SF and last modified date from SF
Expected User Level It is designed for all types of users. Some basic knowledge of fluid mechanics, turbulence, CFD, CAD and meshing soeware is necessary.
Context of Use As a benchmark geometric model for CFD simula8ons; the CFD simula8ons can provide pressure, velocity, shear stress, and blood damage predic8ons. These predic8ons can be compared to inter-‐laboratory experimental data. The experimental dataset can be downloaded from this library
State of Validation This resource only contains the geometry defini8on files. All dimensions in this geometry closely match the dimensions measured from the physical models (within a 1% tolerance for the dimensional specifica8ons of inlet, throat, and exit diameters). The physical models were used for performing velocity, pressure, and blood damage measurements.
Limitations
Quality or Condition We have a high degree of confidence in the fact that the dimensions provided in this CAD file closely resemble the dimensions in the fabricated physical models (within 1%).
References References i)h]ps://fdacfd.nci.nih.gov ii) Hariharan, P., Giarra, M., Reddy, V., Day, S., Manning, K. B., Deutsch, S., Stewart, S. F. C., Myers, M. R., Berman, M. R., Burgreen, G. W., Paterson, E. G., and Malinauskas, R. A., 2011, “Mul8-‐laboratory Par8cle Image Velocimetry Analysis of the FDA Benchmark Nozzle Model to Support Valida8on of Computa8onal Fluid Dynamics Simula8ons,” ASME J. Biomech. Eng., 133, pp. 041002-‐1-‐041002-‐13 iii) Stewart SFC, Paterson EG, Burgreen GW, Hariharan P, Day S, Manning KB, Deutsch S, Giarra M, Reddy V, Berman MR, Myers MR, Malinauskas RA, “Assessment of CFD Performance in Simula8ons of an Idealized Medical Device -‐ Results of FDA's Computa8onal Interlaboratory Study”, 2011, Cardiovascular Engineering and Technology, 3(2), 139-‐160. iv) Stewart SFC, Hariharan P, Malinauskas RA, “Results of FDA's First Interlaboratory Computa8onal Study Of A Nozzle With A Sudden Contrac8on And Conical Diffuser”, 2013, Cardiovascular Engineering and Technology, 4(4), 374-‐391.
Text box for a dump, may also upload a reference list as a file but only the text box is searchable
Notes
77 77
Metadata Fields Example How data is entered
Name Nozzle Model (Benchmark) -‐ Experimental Data Keywords Idealized||Simplified || FDA Nozzle ||CFD|| Sudden expansion || Sudden
Contrac8on || Diffuser || Experimental valida8on|| Par8cle Image Velocimetry ||Velocity measurement || Pressure measurement || Transi8onal flow || Turbulent flow measurement || Flow separa8on || FDA cri8cal path ini8a8ve
Description This resource provides the hydrodynamic experimental data to validate CFD simula8ons performed on the FDA nozzle model under defined tes8ng condi8ons
3500 char text box
Type Experimental data (velocity field, pressure) Device Area The nozzle shares characteris8cs of blood contac8ng medical devices in which the
flow field dimensions vary, for example, at blood tubing connec8ons, in the header regions of hemodialysis and cardiopulmonary devices, and within catheters, cannulas, syringes, and hypodermic needles. The flow fields generated by this model also resemble flow pa]erns commonly seen in other cardiovascular devices such as ar8ficial heart valves (downstream jet) and centrifugal blood pumps (cutwater and diffuser regions)
Source Under the direc8on of FDA, experiments were performed at the following laboratories: FDA, Pennsylvania State University, Rochester Ins8tute of Technology.
Creator FDA
Contributor FDA
Relation The experimental data was derived as part of an FDA Cri8cal Path Ini8a8ve project to evaluate the use of CFD simula8ons as applied to medical devices.
Coverage 01/2009 -‐ 12/2009 (dates when the experimental data were obtained) Format txt files compressed in zip format Picklist
Size 3500 KB picklist with range buckets.
Location h]ps://fdacfd.nci.nih.gov/interlab_study_1_nozzle/data rich field or just a textbox
Acquisition Date March 2014 Created date from SF and last modified date from SF
Expected User Level The dataset can be used by all types of users. Some basic knowledge of fluid mechanics, velocity and pressure measurements, turbulence, CFD (computa8onal fluid dynamics), and CAD would be useful.
Context of Use The experimental dataset is intended to be used for valida8ng pressure and velocity predic8ons made by CFD simula8ons performed on the FDA nozzle model under defined test condi8ons.
State of Validation This resource only contains the geometry defini8on files. All dimensions in this geometry closely match the dimensions measured from the physical models (within a 1% tolerance for the dimensional specifica8ons of inlet, throat, and exit diameters). The physical models were used for performing velocity, pressure, and blood damage measurements.
Limitations
Quality or Condition We have a high degree of confidence in the fact that the dimensions provided in this CAD file closely resemble the dimensions in the fabricated physical models (within 1%).
References References i)h]ps://fdacfd.nci.nih.gov ii) Hariharan, P., Giarra, M., Reddy, V., Day, S., Manning, K. B., Deutsch, S., Stewart, S. F. C., Myers, M. R., Berman, M. R., Burgreen, G. W., Paterson, E. G., and Malinauskas, R. A., 2011, “Mul8-‐laboratory Par8cle Image Velocimetry Analysis of the FDA Benchmark Nozzle Model to Support Valida8on of Computa8onal Fluid Dynamics Simula8ons,” ASME J. Biomech. Eng., 133, pp. 041002-‐1-‐041002-‐13 iii) Stewart SFC, Paterson EG, Burgreen GW, Hariharan P, Day S, Manning KB, Deutsch S, Giarra M, Reddy V, Berman MR, Myers MR, Malinauskas RA, “Assessment of CFD Performance in Simula8ons of an Idealized Medical Device -‐ Results of FDA's Computa8onal Interlaboratory Study”, 2011, Cardiovascular Engineering and Technology, 3(2), 139-‐160. iv) Stewart SFC, Hariharan P, Malinauskas RA, “Results of FDA's First Interlaboratory Computa8onal Study Of A Nozzle With A Sudden Contrac8on And Conical Diffuser”, 2013, Cardiovascular Engineering and Technology, 4(4), 374-‐391.
Text box for a dump, may also upload a reference list as a file but only the text box is searchable
Notes
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