Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Symposium on Open Guidelines for RDTs - 5 - Fie...
Search
Peter Lubell-Doughtie
March 10, 2022
Research
0
66
Symposium on Open Guidelines for RDTs - 5 - Field Results for Malaria and Covid-19 OG-RDTs
Peter Lubell-Doughtie
March 10, 2022
Tweet
Share
More Decks by Peter Lubell-Doughtie
See All by Peter Lubell-Doughtie
Using FHIR on Android for standards-based care in Liberia
pld
0
2.1k
Symposium on Open Guidelines for RDTs - 8 - Manufacturing Panel_ Next generation RDTs
pld
0
110
Symposium on Open Guidelines for RDTs - 9 - HIS Platform Interoperability with FHIR Diagnostics
pld
0
41
Symposium on Open Guidelines for RDTs - 1 - Welcome - Oxford OUCRU - Ona
pld
0
720
Symposium on Open Guidelines for RDTs - 2 - Implementer Panel_ Challenges and Opportunities with RDTs
pld
0
46
Ona / Preparing for COVID-19 / March 2020
pld
0
3.1k
Machine Learning for Low Resource Settings
pld
0
540
What's New in Ona - December 2014
pld
0
410
PyConZA 2014 - Writing Python Code to Decide an Election
pld
2
4.3k
Other Decks in Research
See All in Research
機械学習と数理最適化の融合 (MOAI) による革新
mickey_kubo
1
320
日本語新聞記事を用いた大規模言語モデルの暗記定量化 / LLMC2025
upura
0
180
時系列データに対する解釈可能な 決定木クラスタリング
mickey_kubo
2
940
【緊急警告】日本の未来設計図 ~沈没か、再生か。国民と断行するラストチャンス~
yuutakasan
0
150
RHO-1: Not All Tokens Are What You Need
sansan_randd
1
170
EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observation and Wikipedia
satai
3
140
Stealing LUKS Keys via TPM and UUID Spoofing in 10 Minutes - BSides 2025
anykeyshik
0
120
SSII2025 [SS2] 横浜DeNAベイスターズの躍進を支えたAIプロダクト
ssii
PRO
7
4k
EarthSynth: Generating Informative Earth Observation with Diffusion Models
satai
3
260
[RSJ25] Enhancing VLA Performance in Understanding and Executing Free-form Instructions via Visual Prompt-based Paraphrasing
keio_smilab
PRO
0
110
AIスパコン「さくらONE」のLLM学習ベンチマークによる性能評価 / SAKURAONE LLM Training Benchmarking
yuukit
0
340
引力・斥力を制御可能なランダム部分集合の確率分布
wasyro
0
240
Featured
See All Featured
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
Music & Morning Musume
bryan
46
6.8k
The Cost Of JavaScript in 2023
addyosmani
53
8.9k
The World Runs on Bad Software
bkeepers
PRO
70
11k
Learning to Love Humans: Emotional Interface Design
aarron
273
40k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
17k
Side Projects
sachag
455
43k
Statistics for Hackers
jakevdp
799
220k
Designing for Performance
lara
610
69k
Why Our Code Smells
bkeepers
PRO
339
57k
How to train your dragon (web standard)
notwaldorf
96
6.2k
It's Worth the Effort
3n
187
28k
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