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--- | ||
--- | ||
%special fields include abbr, award, pdf, html, abstract, slides, video, selected, projectoutput | ||
@InProceedings{report-template, | ||
title = {TODO}, | ||
author = {Last, First and Last, First ...}, | ||
institution = {TODO}, | ||
address = {CITY, STATE, COUNTRY}, | ||
number = {TODO}, | ||
year = {1900}, | ||
month = {}, | ||
abbr={TODO}, | ||
html={TODO}, | ||
pdf={TODO}, | ||
abstract={TODO}, | ||
code={TODO} | ||
} | ||
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%daisam reference | ||
@InProceedings{daisamref, | ||
title = {Data and artificial intelligence assessment methods (DAISAM) reference}, | ||
author = {Oala, Luis and Balachandran, Pradeep and Cabitza, Federico and Calderon Ramirez, Saul and Chiavegatto Filho, Alexandre and Eitel, Fabian and Extermann, Jérôme and Fehr, Jana and Ghozzi, Stephane and Gilli, Luca and Jaramillo-Gutierrez, Giovanna and Kester, Quist-Aphetsi and Kurapati, Shalini and Konigorski, Stefan and Krois, Joachim and Lippert, Christoph and Martin, Jörg and Merola, Alberto and Murchison, Andrew and Niehaus, Sebastian and Ritter, Kerstin and Samek, Wojciech and Sanguinetti, Bruno and Schwerk, Anne and Srinivasan, Vignesh}, | ||
booktitle = {Proceedings of the ITU/WHO Focus Group on Artificial Intelligence for Health (FG-AI4H) - Meeting I}, | ||
year = {2020}, | ||
month = {May}, | ||
abbr={ITU/WHO}, | ||
html={https://extranet.itu.int/sites/itu-t/focusgroups/ai4h/_layouts/15/WopiFrame.aspx?sourcedoc=%7B32FEDFE7-FAF9-476E-81EC-AD06FB956528%7D&file=FGAI4H-I-035.docx&action=default&CT=1614746953719&OR=DocLibClassicUI}, | ||
pdf={standards/FGAI4H-I-035.pdf}, | ||
projectoutput = {true}, | ||
abstract={This document, Data and artificial intelligence assessment methods (DAISAM) reference, is the reference collection of WG-DAISAM for assessment methods of data and artificial intelligence quality evaluation. This document also constitutes subsection 7.3 of the FG-AI4H deliverable 7.} | ||
} | ||
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%regulatory doc | ||
@InProceedings{regGMLP, | ||
title = {Good practices for health applications of machine learning: Considerations for manufacturers and regulators}, | ||
author = {Christian Johner and Pradeep Balachandran and Luis Oala and Aaron .Y. Lee and Alixandro Werneck Leite and Andrew Murchison and Anle Lin and Christoph Molnar and Juliet Rumball-Smith and Pat Baird and Peter. G. Goldschmidt and Pierre Quartarolo and Shan Xu and Sven Piechottka and Zack Hornberger}, | ||
booktitle = {Proceedings of the ITU/WHO Focus Group on Artificial Intelligence for Health (FG-AI4H) - Meeting K}, | ||
year = {2021}, | ||
month = {ITU/WHO}, | ||
abbr={ITU/WHO}, | ||
html={https://extranet.itu.int/sites/itu-t/focusgroups/ai4h/_layouts/15/WopiFrame.aspx?sourcedoc=%7B828882B2-4941-452C-8A61-F4DDE5802C2A%7D&file=FGAI4H-K-039.docx&action=default&CT=1614782367878&OR=DocLibClassicUI}, | ||
pdf={standards/FGAI4H-K-039.pdf}, | ||
abstract={This document contains the latest draft of the FG-AI4H deliverable DEL02.2 "Good practices for health applications of machine learning: Considerations for manufacturers and regulators". This deliverable defines a set of guidelines intended to serve the AI solution developers/manufacturers on how to do conduct a comprehensive requirements analysis and to streamline the conformity assessment procedures to ensure regulatory compliance for the AI based Medical Devices (AI/ML-MD).}, | ||
selected = {true}, | ||
} | ||
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%training and test data specification | ||
@InProceedings{AuditReportTemplate, | ||
title = {Data and artificial intelligence assessment methods (DAISAM) Audit Reporting Template}, | ||
author = {Boris Verks and Luis Oala}, | ||
institution = {International Telecommunications Union}, | ||
address = {Geneva, Switzerland}, | ||
number = {FGAI4H-J-048}, | ||
booktitle = {Proceedings of the ITU/WHO Focus Group on Artificial Intelligence for Health (FG-AI4H) - Meeting J}, | ||
year = {2020}, | ||
month = {}, | ||
abbr={ITU/WHO}, | ||
html={https://extranet.itu.int/sites/itu-t/focusgroups/ai4h/_layouts/15/WopiFrame.aspx?sourcedoc=%7B3DAE32A1-24FF-4F4D-A735-F378056BA6CF%7D&file=FGAI4H-J-048.docx&action=default&CT=1614791061573&OR=DocLibClassicUI}, | ||
pdf={standards/FGAI4H-J-048.pdf}, | ||
abstract={Standardized templates to report results for the assessment processes developed by WG-DAISAM. In this version the, template comprises three elements: Data Specification Sheet, ML Model Specification Sheet and ML Model Summary Findings.}, | ||
} | ||
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%software platform | ||
@InProceedings{EPandRP, | ||
title = {FG-AI4H Open Code Initiative - Evaluation and Reporting Package}, | ||
author = {Elora Schörverth and Steffen Vogler and Pradeep Balachandran and Alixandro Werneck Leite and Danny Xie Li and Kamran Ali and aAndrea Garcia and Dominik Schneider and Joachim Krois and Marc Lecoultre and Shobha Iyer and Shruti Choudhary and Luis Oala}, | ||
booktitle = {Proceedings of the ITU/WHO Focus Group on Artificial Intelligence for Health (FG-AI4H) - Meeting K}, | ||
institution = {International Telecommunications Union}, | ||
address = {Geneva, Switzerland}, | ||
number = {FGAI4H-K-043-A01}, | ||
year = {2021}, | ||
month = {January}, | ||
abbr={ITU/WHO}, | ||
html={https://extranet.itu.int/sites/itu-t/focusgroups/ai4h/_layouts/15/WopiFrame.aspx?sourcedoc=%7BD810F149-A5D1-4380-B128-5AC4F8AC07EC%7D&file=FGAI4H-K-043-A01.pptx&action=default&CT=1614792781425&OR=DocLibClassicUI}, | ||
pdf={standards/FGAI4H-K-043-A01.pdf}, | ||
abstract={Presentation of the software components developed by WG-DAISAM for automating the FG-AI4H evaluation process.}, | ||
code={https://github.com/aiaudit-org/fgai4h-evaluation-platform} | ||
} | ||
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%din | ||
@InProceedings{report-template, | ||
title = {TODO}, | ||
author = {Last, First and Last, First ...}, | ||
institution = {TODO}, | ||
address = {CITY, STATE, COUNTRY}, | ||
number = {TODO}, | ||
year = {1900}, | ||
month = {}, | ||
abbr={TODO}, | ||
html={TODO}, | ||
pdf={TODO}, | ||
abstract={TODO}, | ||
code={TODO} | ||
} | ||
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<div class="publications"> | ||
<h2>Selected publications</h2> | ||
<h2>Selected outputs</h2> | ||
{% bibliography -f selected -q @*[selected=true]* %} | ||
</div> |
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--- | ||
layout: post | ||
date: 2021-03-10 | ||
title: Test news | ||
inline: false | ||
projecttag: measuresandmetrics | ||
--- | ||
Some content |
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--- | ||
layout: page | ||
title: Measures & Metrics | ||
description: Collection of SOTA ML quality assurance methods like bias, generalizations, robustness, uncertainty, and so forth about use cases and regulatory topics. | ||
img: /assets/img/m&m.png | ||
contact: Luis Oala ([email protected]) and Pat Baird ([email protected]) | ||
coordinates: Every Thursday, 2:00 PM, Geneva Time | ||
title: Measures & Metrics #a project title as it will appear on the website | ||
img: /assets/img/IMDRF-ICD.png #thumbnail logo for the project overview | ||
img2: /assets/img/IMDRF-ICD.png #a second banner for the second half of the page, contents of this banner should be related to the work stream | ||
worktype: bg-success #select one of the colors (researchandmethods: bg-success, standardizationandregulation: bg-primary, softwaretooling: bg-info) | ||
lifecyclesteps: 1 2 3 4 #select one or more of the numbers for the life cycle steps 1 2 3 4 | ||
description: Collection of SOTA ML quality assurance methods like bias, generalizations, robustness, uncertainty, and so forth about use cases and regulatory topics. #a very short description of | ||
projecttag: measuresandmetrics #use this tag as the name for your project .bib file | ||
contact: Luis Oala, [email protected] #Firstname Lastname, email of the general contact | ||
coordinates: Every Thursday, 2:00 PM, CET #Interval and day, HH:MM PM, time zone | ||
zoomroom: #link to the zoom room that is used for meetings | ||
groupchat: #invite/access request link to the group chat | ||
mailinglist: #email of the mailing list that people can subscribe to for this workstream | ||
github: #provide a github link for the project if it exists | ||
whiteboard: #link to the miro whiteboard that is used for the work stream | ||
drive: #link to the shared drive of the work stream (for documents etc) | ||
importance: 2 | ||
worktype: bg-success | ||
lifecyclesteps: 1 2 3 4 | ||
github: | ||
--- | ||
<div class="row"> | ||
<div class="col-sm mt-3 mt-md-0"> | ||
<img class="img-fluid rounded z-depth-1" src="{{ '/assets/img/IMDRF-ICD.png' | relative_url }}" alt="" title="" width="{{ site.max_width }}" height="100"/> | ||
<img class="img-fluid rounded z-depth-1" src="{{ page.img | relative_url }}" alt="" title="" width="{{ site.max_width }}" height="100"/> | ||
</div> | ||
</div> | ||
<br/> | ||
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#### Aims | ||
Develop better regulations by publications, international standards about measures, and metrics inside Machine Learning for Health. | ||
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#### Planned Outputs | ||
* Regulatory documents about measures & metrics inside of Machine Learning. | ||
* Paper about bias, robustness, uncertainties and other aspects of M&M in ML4H. | ||
#### Outputs | ||
<div class="publications"> | ||
{% bibliography -f {{ page.projecttag }} -q @*[projectoutput=true]* %} | ||
</div> | ||
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--- | ||
# Collaboration resources | ||
You are welcome to inquire about the work stream and opporunities for collaboration directly with the work stream team. | ||
* **General contact** | ||
* **General contact** {{ page.contact }} | ||
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#### Meetings | ||
Regular meetings for this work stream take place at the below coordinates. | ||
* **Meetings** Thursdays, 16.00 hrs, Geneva | ||
* **Zoom room** | ||
* **Meetings** {{ page.coordinates }} | ||
* **Zoom room** [Click here to join meeting]({{ page.zoomroom }}) | ||
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#### Communication | ||
You can subsbscribe to the work stream mailing list to receive updates and join the asynchronous group chat. | ||
* **Group chat** | ||
* **Mailing list** | ||
* **Group chat** {{ page.groupchat }} | ||
* **Mailing list** {{ page.mailinglist }} | ||
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#### Tools | ||
We use different tools in our remote work. They include shared documents, github projects for code as well as task tracking and a collaborative whiteboard for ideation. You can request access via the below links. | ||
* **Shared document** | ||
* **Github project** | ||
* **Collaborative whiteboard** | ||
* **Shared drive** {{ page.drive }} | ||
* **Github project** {{ page.github }} | ||
* **Collaborative whiteboard** {{ page.whiteboard }} | ||
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You can find more information about the way we usually carry out our work remotely in teams [here](https://aiaudit.org/join). | ||
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--- | ||
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# Milestones | ||
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<div class="news"> | ||
{% if site.news %} | ||
<div class="table-responsive"> | ||
<table class="table table-sm table-borderless"> | ||
{% assign news = site.news | reverse %} | ||
{% for item in news limit: site.news_limit %} | ||
<tr> | ||
<th scope="row">{{ item.date | date: "%b %-d, %Y" }}</th> | ||
<td> | ||
{% if item.inline %} | ||
{{ item.content | remove: '<p>' | remove: '</p>' | emojify }} | ||
{% else %} | ||
<a class="news-title" href="{{ item.url | relative_url }}">{{ item.title }}</a> | ||
{% endif %} | ||
</td> | ||
</tr> | ||
{% if item.projecttag == page.projecttag %} | ||
<tr> | ||
<th scope="row">{{ item.date | date: "%b %-d, %Y" }}</th> | ||
<td> | ||
{% if item.inline %} | ||
{{ item.content | remove: '<p>' | remove: '</p>' | emojify }} | ||
{% else %} | ||
<a class="news-title" href="{{ item.url | relative_url }}">{{ item.title }}</a> | ||
{% endif %} | ||
</td> | ||
</tr> | ||
{% endif %} | ||
{% endfor %} | ||
</table> | ||
</div> | ||
{% else %} | ||
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{% endif %} | ||
</div> | ||
TODO: news filtered with project slug | ||
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# Related work and resources | ||
This is a list of related work and resources relevant for this work stream. | ||
TODO: ref with tag | ||
<div class="row"> | ||
<div class="col-sm mt-3 mt-md-0"> | ||
<img class="img-fluid rounded z-depth-1" src="{{ page.img2 | relative_url }}" alt="" title="" width="{{ site.max_width }}" height="100"/> | ||
</div> | ||
</div> | ||
<br/> | ||
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# Important reference material | ||
This is a list of related work and resources relevant for this work stream. It comprises resources the work stream contributors consider good practice. | ||
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<div class="publications"> | ||
{% bibliography -f {{ page.projecttag }} %} | ||
</div> | ||
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