Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
Symposium on Open Guidelines for RDTs - 5 - Fie...
Search
Peter Lubell-Doughtie
March 10, 2022
Research
96
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Symposium on Open Guidelines for RDTs - 5 - Field Results for Malaria and Covid-19 OG-RDTs
Peter Lubell-Doughtie
March 10, 2022
More Decks by Peter Lubell-Doughtie
See All by Peter Lubell-Doughtie
Using FHIR on Android for standards-based care in Liberia
pld
0
2.4k
Symposium on Open Guidelines for RDTs - 8 - Manufacturing Panel_ Next generation RDTs
pld
0
150
Symposium on Open Guidelines for RDTs - 9 - HIS Platform Interoperability with FHIR Diagnostics
pld
0
75
Symposium on Open Guidelines for RDTs - 1 - Welcome - Oxford OUCRU - Ona
pld
0
850
Symposium on Open Guidelines for RDTs - 2 - Implementer Panel_ Challenges and Opportunities with RDTs
pld
0
82
Ona / Preparing for COVID-19 / March 2020
pld
0
3.2k
Machine Learning for Low Resource Settings
pld
0
610
What's New in Ona - December 2014
pld
0
440
PyConZA 2014 - Writing Python Code to Decide an Election
pld
2
4.4k
Other Decks in Research
See All in Research
Pretrain Where? Investigating How Pretraining Data Diversity Impacts Geospatial Foundation Model Performance
satai
3
180
GLIM とMegaParticles:正規分布近似の限界とタイトカップリング&パーティクルフィルタの進展 / GLIM and MegaParticles : Progress of the distribution representation in SLAM
koide3
0
960
HAKARI-Bench - 実運用視点での情報検索モデル評価ベンチマーク
hotchpotch
1
810
Sleuthcon Keynote - How Cybercriminals (ab)use AI
fr0gger
0
380
VRID: View-Invariant Representation through Dual-Axis Transformation for Cross-iew Pose Estimation
satai
3
120
20260624 NLP colloquium: 単一のhubテキストがCLIPを壊す:hubnessによる埋め込みの脆弱性特定
de9uch1
2
290
[WebDB2026]セレンディピティ指向推薦システム再考 ―セレンディピティの原義・類型・発生過程に基づく設計指針―
recsyslab
PRO
0
210
実例から見るLLMのマンガ理解:実務VQAタスクによる長期的文脈と視覚情報の定性評価
kzmssk
0
190
[webinaire du Ciirpo] Agnelages plein air : des éleveurs partagent leurs pratiques
institutdelelevage
PRO
0
180
ハードウェア研究で国際トップ会議を目指す!IROS 2027での論文採択を目指して
ayatokanada
7
4k
大規模言語モデルは誰を覚えているか / Who Do Large Language Models Memorize?
upura
0
220
学術バーQ AI研究最前線:自己教師あり学習による画像モデルの事前学習
naok615
0
170
Featured
See All Featured
How to build a perfect <img>
jonoalderson
1
6.1k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
8.4k
Become a Pro
speakerdeck
PRO
31
6.3k
Reflections from 52 weeks, 52 projects
jeffersonlam
356
22k
Groundhog Day: Seeking Process in Gaming for Health
codingconduct
0
410
Crafting Experiences
bethany
1
380
Documentation Writing (for coders)
carmenintech
77
5.6k
Are puppies a ranking factor?
jonoalderson
2
4k
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
tomoyanonymous
3
1.3k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.9k
The MySQL Ecosystem @ GitHub 2015
samlambert
251
13k
The Hidden Cost of Media on the Web [PixelPalooza 2025]
tammyeverts
2
520
Transcript
)LHOG5HVXOWVIRU0DODULDDQG &RYLG2*5'7V ,PSURYHGUHVXOWVRQWKHSDWKWRVFDOH
0DODULDGLDJQRVWLFUHVHDUFKLQ.HQ\DDQG,QGRQHVLD &RYLGGLDJQRVWLFUHVHDUFKLQ,QGRQHVLD /HVVRQVOHDUQHGDQGORRNLQJIRUZDUG 2XWOLQH
2*5'7VIRU0DODULDGLDJQRVLVLQ ,QGRQHVLDDQG.HQ\D
.LOLĆ Ɣ 5'7V Ɣ a3DWLHQWV Ɣ &OLQLFV :HVW3DSXD Ɣ 5'7V
Ɣ 3DWLHQWV Ɣ &OLQLFV 0DODULD5'76WXG\'HVLJQ 7ZR&OLQLFDO6WXGLHV &RQGXFWWHVWVLQFOLQLFV DQGKRXVHKROGV 7DUJHWHGSDWLHQWVZLWK VLJQVRUV\PSWRPVRI PDODULD 7HVWGLIIHUHQW HQYLURQPHQWVDQGFROOHFW *36FRRUGLQDWHV 0XOWLSOH(QYLURQPHQWV 9DULHG([SHUWLVH &ROOHFWLRQFRPSOHWHGE\ &RPPXQLW\+HDOWK :RUNHUVDQG5HVHDUFKHUV
None
5'73URFHGXUH &OLQLF &DUH6WDUW 0DODULD3I3Y 2SHQ*XLGHOLQH 5'7 +HDOWK:RUNHU &RQGXFWV5RXWLQH7HVW :LWKRXW8VHU$LG 8VHU$LG3URYLGHG
ZLWK7HVW7LPHUVWR (QVXUH3URWRFRO &RPSOLDQFH 3DWLHQW5HJLVWUDWLRQDQG5'7,'*HQHUDWLRQ +HDOWK:RUNHU&RQGXFWV5DSLG'LDJQRVWLF7HVW ,PDJH&DSWXUHDQG$XWR7HVW$QDO\VLV
Ɣ 3DWLHQW,QIRUPDWLRQ ż 'HPRJUDSKLF 6\PSWRPV Ɣ +HDOWKFDUH:RUNHU0HWULFV ż 7LPHWR&DUH $GKHUHQFH
Ɣ 3HUIRUPDQFH,QIRUPDWLRQ ż $SSOLFDWLRQ3HUIRUPDQFH Ɣ 5'7,QIRUPDWLRQ ż (QFRGHGE\%DUFRGH Ɣ 8VHG5'7,PDJH ż 5DZ'DWD$QDO\]HG5HVXOW Ɣ %LRORJLFDO6SHFLPHQV $ƽƧǍƣܪǙǍǍƧƝdzƽǙǓ
=ƎƜܪǙǍǍƧƝdzƽǙǓ 5'7V Ɣ 'LUHFWT3&5$QDO\VLVRI0DLQ 6WUDLQV %ORRG6SRW Ɣ T3&5&RQĆUPDWLRQ 0LFURVFRS\6OLGH Ɣ
7KLFNDQG7KLQ%ORRG6PHDU Ɣ *ROG6WDQGDUG0DODULD&RQĆUPDWLRQ 6HTXHQFLQJ.QRZQ'UXJ5HVLVWDQW613V Ɣ 6DPSOHWDNHQGLUHFWO\)URP&DVVHWWH
ƎdzƎܪ[ʹǬdzƧǒ 'LDJUDP.H\ 5'7V&ROOHFWHGDW3RLQWRI&DUHXWLOL]LQJ &DUH6WDUW0DODULD3Y3I&RPERWHVWVDQG2SHQ *XLGHOLQH5'7V %ORRG6SRW&ROOHFWHGIRU&RPSDULVRQRI /DERUDWRU\5HVXOWV&RQGXFWHGRIIRI5'7V
0LFURVFRS\6OLGH7KLFNDQG7KLQ%ORRG6PHDU &ROOHFWHGWR&RQGXFW*ROG6WDQGDUG $VVHVVPHQWRI0DODULD3RVLWLYLW\ T3&5$QDO\VLV8VHGWRDVVHVVVDPSOHVIRU &RPPRQ0DODULD6WUDLQV 6HTXHQFLQJ6HTXHQFLQJ.QRZQ'UXJ5HVLVWDQW 613V'LUHFWO\)URP&DVVHWWH 0LFURVFRS\*ROG6WDQGDUGWHFKQLTXHIRU 0DODULD3RVLWLYLW\'HWHUPLQDWLRQ 3DWLHQW,QIRUPDWLRQ7UDFNDQG5HFRUG1HZ 3DWLHQWV6\PSWRPVDQG+LVWRU\RI5'7DQG /DERUDWRU\7HVW2XWFRPHV 2SHQ653+HDOWKGDWDFROOHFWLRQPRELOHDSS DQGSODWIRUP &DQRS\'DWD9LVXDOL]DWLRQ3ODWIRUPIRU 0DSSLQJ'DWD&ROOHFWHG
%ĞƱĞĐƱŇŵŪŵĸĞǗƘŇƛĞėƱĞƣƱƣŇŪUŪėŵŪĞƣŇóóŪėgĞŪǘó ďǘƘĞŪGƹŇėĞşŇŪЧ%½ƣóŪėƛĞóėĞƛ
5'76HQVLWLYLW\ 6SHFLĆFLW\ .HQ\D 3ODVPRGLXPIDOFLSDUXP Q 5'7>@ 5'7>@
5'76HQVLWLYLW\ 6SHFLĆFLW\ ,QGRQHVLD 3ODVPRGLXPIDOFLSDUXP Q 5'7>@ 5'7>@
5'76HQVLWLYLW\ 6SHFLĆFLW\ ,QGRQHVLD 3ODVPRGLXPYLYD[ Q 5'7>@ 5'7>@
2*5'7VHQDEOH DGYDQFHGDQDO\WLFVZLWK SDWLHQWPHWDGDWDDQG ODERUDWRU\GDWD
/DWLWXGH /RQJLWXGH 3ISRVLWLYH 3IQHJDWLYH .HQ\DVLWH SXEOLFORFDWLRQVKDULQJQRWDXWKRUL]HG ,QGRQHVLDVLWH 3ISRVLWLYH 3YSRVLWLYH 3I3YSRVLWLYH
0DODULDFOXVWHUDVVHVVPHQWXVLQJ2SHQ*XLGHOLQH5'7V
2*5'7EXLOWWREHRSHQHGWRDFFHVVWKH LPPXQRFKURPDWRJUDSKLFWHVWVWULS Ɣ 5'7VDUHQRWXVXDOO\EXLOWWREHRSHQHG ż &DQEHGRQHEXWWLPHFRQVXPLQJDQGWKHUHLV DULVNRILQMXU\ ż 7KLVUHVWULFWVWKHLUXVHDVDVSHFLPHQ FROOHFWLRQGHYLFHIRUDGGLWLRQDODQDO\VLVDQG
OLPLWVWKHLUçLQIRUPDWLRQGHQVLW\è Ɣ 2*5'7LVEXLOWWREHRSHQHGZLWKDVLPSOHçNH\è ż (DVLHUWRH[WUDFWWKHFKURPDWRJUDSKLFVWULS ZLWKLQWKH5'7
2*5'7HQDEOHVKLJKWKURXJKSXWJHQRPLFVIURP5'7V *HQRW\SLQJIRU3ODVPRGLXPIDOFLSDUXPGUXJUHVLVWDQFH %ȇȰȰƈɶɜȰʄ ä6ùɦ ä6ùș ؚ ג Eįùä,ù 6£í ݲ²í
ݲ²բ íÝEí Ý,ä Ý,ä EĈùE ÚַǂŏȅŽǣɘŏɢʔȗ Ý,ä í£Ý ؚ ג Eįùä,ù x£6xĥx6Ĉ EĈùx²£í Ý,ä ÚַǂŏȅŽǣɘŏɢʔȗ Ý,ä í£Ý vŵƱĞ͉ Ɣ §%½ƛΝ§%½ƛĞĹƹşóƛóƛЯƱóƛƱƱĞƣƱ Ɣ §%½ŨΝ§%½ŨŵėŇǨĞėƱĞƣƱ Eįùä,ù 6£ EĈùE
/DWLWXGH &45 &46 3<5 3<6 $75 $76 'UXJUHVLVWDQW3ODVPRGLXPIDOFLSDUXPPDSSLQJ /RQJLWXGH &KORURTXLQHUHVLVWDQFH
$WRYDTXRQHUHVLVWDQFH 3\ULPHWKDPLQHUHVLVWDQFH
/DWLWXGH 685 686 $55 $56 0'5 0'6 'UXJUHVLVWDQW3ODVPRGLXPIDOFLSDUXPPDSSLQJ /RQJLWXGH 6XOIDGR[LQHGUXJUHVLVWDQFH
0XOWLGUXJUHVLVWDQFH $UWHPLVLQLQUHVLVWDQFH
Ɣ UHVLVWDQWJHQRW\SHV Ɣ 0XOWLSOHQHZUHVLVWDQFH PXWDWLRQVLQ,QGRQHVLD ż $UWHPLVLQLQ .HOFK ż $WRYDTXRQH
ż 3LSHUDTXLQHPXWDWLRQV GHWHFWHGWKDWDVVRFLDWHZLWK UHVLVWDQFH ż 6RPHVWUDLQVDUHUHVLVWDQWDOO GUXJVLQFRPELQDWLRQ WKHUDSLHV Ɣ 2*5'7WUDQVIRUPVWKH 5'7LQWRDWRROIRU JHQRPLFVXUYHLOODQFHIRU SXEOLFKHDOWKLQIHUHQFH 3HUFHQWRIVSHFLĆFJHQRW\SH
2*5'7VIRU&RYLGGLDJQRVLV LQ,QGRQHVLD
&RQGXFWHGLQ-DNDUWDDQG /RPERN,QGRQHVLD LQYROYLQJaSUHJQDQW ZRPHQ &RYLG5'7VH[SRVHGWR KHDWKDYHORZHU SHUIRUPDQFH 'HSOR\WKHV\VWHPWR RSWLPL]H&RYLGGLDJQRVHV E\IURQWOLQHKHDOWKZRUNHUV
&RYLG5'76WXG\'HVLJQ &RYLGDQG3UHJQDQF\ &RQFHSWVDPHDVUXQQLQJ VDPSOHVDJDLQVW5'7 EORRGVSRWV 8VHDSSWRWUDFNOLQN EHWZHHQVZDEV5'7V DQGSDWLHQWV 6ZDE&ROOHFWLRQ /DE,QWHJUDWLRQ 6ZDEDQDO\VLVSHUIRUPHG LQODERUDWRU\XVLQJ DJJOXWLQDWLRQDVVD\5'7 DQWLERG\DQG3&5 5'7DQG3&5UHVXOWV LQWHJUDWHGZLWKGDWD V\VWHPDQGDSS
None
2*5'7V\VWHPIRU&29,'LQ$FWLRQ 'HWDLO5'7 'HWDLO5'7 5'7VFDQ %DUFRGHVFDQ 7HPSHUDWXUH6HQVRU
5'72SHQ5HDGHU'HPR ,QGRQHVLD
'LDJQRVWLF:RUNćRZ,PSOHPHQWDWLRQ 4'68IWXMRK 6MWO%WWIWWQIRX-RXIVZMI[ %RXMFSH]8IWXMRK 7]QTXSQEXMG 'PMRMGEPERH 8VEZIPMRK,MWXSV] -RXIVZMI[ %W]QTXSQEXMG -K1
-K+ -K+-K1 %RXMFSH] %RXMFSH] 4SSP% 4SSP& 4SSP'
&29,'V\PSWRPVFDSWXUHGDPRQJSUHJQDQWZRPHQ
&RYLG5'7'DWDDQG5HVXOWV $ 1 7 , % 2 ' < $
1 7 , * ( 1 1RQVWDQGDUG5'7V 6WDQGDUG5'7V $QWLERG\1HJDWLYH $QWLERG\3RVLWLYH
5'7DQG3&5UHVXOWVFRQQHFWHGZLWKSDWLHQWVGDWD 6ZDE&ROOHFWLRQ 7XEHV %DUFRGHG 5'7V %DUFRGHG 1RQ %DUFRGHG
5'7VDQGVSHFLPHQWXEHVVXSSRUWHGE\WKH2SHQ5HDGHU 5'7VIRU6$56&R9$QWLERG\ %DUFRGHG 5'7$QWLJHQ.LWDQG 6ZDE&ROOHFWLRQ7XEH 6ZDE&ROOHFWLRQ 7XEHV %DUFRGHG 5'70DODULD7%6\SKLOLV 'HQJXH.LW
1RQ%DUFRGHG %DUFRGHG 1RQ %DUFRGHG
7UDQVIRUPDWLRQWR2*5'7V\VWHP
OĞóşƱŁÝŵƛśĞƛƣͬ -ǗƘĞƛŇĞŪĐĞƣ ͩ½ŁĞóƘƘĐóŪŨóƘ óƛĞóƣǒŇƱŁŁŇĹŁ ÜU%ĞǗƘŵƣƹƛĞ óŪėŁŵƱƣƘŵƱƣͪ ͩ½ŁĞóƘƘĐóŪ ƣƹƘƘŵƛƱƹƣƱŵ ŨóśĞ ėĞĐŇƣŇŵŪƣͪ
ͩ½ŁĞƣĐƛĞĞŪŇŪĹƛĞƣƹşƱ ĸƛŵŨG͟§%½ ĐŵŪŪĞĐƱĞėǒŇƱ٧%½ óƘƘŇƣŨŵƛĞóĐĐƹƛóƱĞ ƱŁóŪŨóŪƹóşƛĞóėŇŪĹͪ ͩ½ŁĞ§%½ §ĞóėĞƛŇƣĞóƣǘ ƱŵƹƣĞǒŇƱŁ ŨŇŪŇŨóş ƱƛóŇŪŇŪĹͪ ͩUĐóŪƣĐóŪƱŁĞ ďóƛĐŵėĞƣŵU śŪŵǒƱŁĞƚƹóşŇƱǘ ŵĸ§%½ĐóƣƣĞƱƱĞƣͪ ͩUĐóŪƹƣĞ ƱŁĞóƘƘóƱ ƱŁĞƘşóĐĞóŪė ƱŇŨĞŵĸĐóƛĞͪ ͩóŪďĞ ŇŪƣƱóşşĞėóŪė ƹƣĞėŵŪ ĐŵŨŨŵŪ ŁóŪėƘŁŵŪĞƣ ŇŪƱŁĞǨĞşėͪ
/HVVRQV/HDUQHG Ɣ 7UDQVIRUPDWLRQRI5'7VWR2*5'7VDQGLWVLQWHJUDWLRQZLWK5'72SHQ 5HDGHUSRZHUHGE\2SHQ653HQDEOHV +LJKSHUIRUPDQFHRI5'7VWKDWFDQEHQHĆWPXOWLSOHJURXSV ,PSURYHGTXDOLW\RIUHDGLQJVFDSWXUHGE\WKHV\VWHP 'HFLVLRQPDNLQJVXSSRUWIRUKHDOWKZRUNHUVDQGIRU*RYHUQPHQW
3XEOLFKHDOWKWRROVDQGSDWKWRVFDOHXS
Ɣ &RYLGDQG3UHJQDQF\ &RY3UHJ VWXG\ZLWK2*5'7VLVRQJRLQJ Ɣ ,PDJHGDWDVHWFUHDWHG ż )RUPDODULDKDYHLPDJHVSDLUHGZLWK+&:DVVHVVPHQW3&5UHVXOWVDQGV\PSWRPGDWD Ɣ $OLJQPHQWZLWK,QGRQHVLDèV*LQLWLDWLYHWRLPSURYHJOREDOHSLGHPLRORJLFDO
VXUYHLOODQFH )XWXUHZRUN