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Stanford Covid Vaccine 2nd place solution
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Kazuki Fujikawa
June 16, 2021
Science
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Stanford Covid Vaccine 2nd place solution
Stanford Covid Vaccine 2nd place solution
Kazuki Fujikawa
June 16, 2021
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Transcript
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,B[VLJ'VKJLBXB
े 4UBOGPSE$PWJE7BDDJOF े ୣணஊ୶୧ணᑁᮉ े உ୩ஙண े 4PMVUJPO "(&/%"
े 4UBOGPSE$PWJE7BDDJOF े ୣணஊ୶୧ணᑁᮉ े உ୩ஙண े 4PMVUJPO "(&/%"
े $07*%ଠடୟୱணಬ᭦ଚଉଘN3/"டୟୱண૾ᔞଇାଘଽ े ༾ᑗଜ᜔ᅴଝജ൙ᛟᧄଜለᬾଙો᷻ᜲᴌႼഋᅌᡡଝჵୄሿଖ े ࿖ᅌଜଛଝག૿ଜᯠẴୄሿଓોରᯔଇାఔ౺૾ᘏ े ࿖ᅌடୟୱண૾ᛛᇡଇାଘ૽౦ങଙඇୄᜲኅଋଽରଙଠᴝ᠊ଠ ଛଅ૽ଙો൏ᮛଇାଘ፡ඇᅌ૾ཉୁାଘଉର े
ଛଠ3/"ᑑᴍ૾൏ᮛଇାଶଋଠ૽ોରញᮌ૾ဍଜ ୣணஊ୶୧ணᑁᮉᦴጳ IUUQTXXXLBHHMFDPNDTUBOGPSEDPWJEWBDDJOFPWFSWJFX 3/"൏ྶଠค༐ଙଠ൏ᮛᴌႼୄቯ࿖ଙ૿ଽఒᕺஒ୷ୄ౬଼ો டୟୱண᷻ᜲଝᄎᠼଘ
े N3/"൏ྶଠค༐ଝଋଽౄ௦ଠᎇ௦ଙଠ෧ᄷᅌୄఒᕺଋଽ े SFBDUJWJUZค༐ଠ෧ᄷᅌ े
[email protected]
@Q)Q)ଙஎୠ୧ୖஐୄตଲᖚྜྷଙଠค༐ଠ෧ᄷᅌ े
[email protected]
@$ݽଙஎୠ୧ୖஐୄตଲᖚྜྷଙଠค༐ଠ෧ᄷᅌ ୣணஊ୶୧ணᑁᮉ୯୩ୟ KWWSVZZZNDJJOHFRPFVWDQIRUGFRYLGYDFFLQHGLVFXVVLRQ
ሷᇶ␒ྕ 6HTXHQFH * * $ $ $ $ * 6WUXFWXUH 3UHGLFWHG/RRS7\SH ( ( ( ( ( 6 6 ሷᇶ␒ྕ UHDFWLYLW\ GHJB0JBS+ GHJB0JB&
े சୟ୩ े .$3.4&ῠஙஐᓍଠ3.4&Ⴅ໎ῡ े ᮨᤚ୷୯୶୩୷୯ῠ1VCMJD-#ῡ े ጃଝ࿚ỿᣨ෪ᄠᕩଠഋ᷶༐ଠN3/"൏ྶ े ଉો4/ᓏ૾ဌଇଁોಘằᅌଠౢ୷୯ଡᯀಃ૽Ḩ༻ଇାଽ
े 4/ᓏଡᮨᤚ୷୯ଠ௨ૺାଽ े ୶୩୷୯ῠ1SJWBUF-#ῡ े ୣணஊ፫᷾௴ଝ௱ᬻଉଘ࿚ỿଇାഋ᷶༐ଠN3/"൏ྶ े 1VCMJD-#ฉᑗો4/ᓏ૾ဌଇ୷୯ଡ፞ᣡᯀಃ૽Ḩ༻ଇାଽ े ߓଅଠᵄ൏ଙ,BHHMFᴛຄଠ1SJWBUF-#ᮣᡴଝஏ୩૾଼ો -#ଠജᮣᡴ૾ᬻୁାଽଅଚଝ ୣணஊ୶୧ணᑁᮉᯀಃ
े 4UBOGPSE$PWJE7BDDJOF े ୣணஊ୶୧ணᑁᮉ े உ୩ஙண े 4PMVUJPO े ,BHHMFୣணஊଝૼଃଽ࿚ỿᡷᚫ
"(&/%"
े 4FRVFODF 4USVDUVSF 1SFEJDUF-PPQ5ZQFୄዥྐྵൕଠଝሄો 3//ῠ-45.(36ῡଙஒ୷சணୠ े IUUQTXXXLBHHMFDPNYIMVMVPQFOWBDDJOFTJNQMFHSVNPEFM உ୩ஙண-45.(36 VWUXFWXUH
VHTXHQFH **$$$$*&8« (PEHGGLQJ (PEHGGLQJ (PEHGGLQJ * * $ SUHGLFWHGBORRSBW\SH (((((66666« ( ( ( /670 *58 UHDFWLYLW\ GHJBS+ GHJB0JBS+ GHJB& GHJB0JB&
े 4USVDUVSF #11ῠ#BTF1BJSJOH1SPCBCJMJUZ.BUSJYῡୄକଘ ୠஙஅୄᑑᇡ े IUUQTXXXLBHHMFDPNNSLNBLSDPWJEBFQSFUSBJOHOOBUUODOO உ୩ஙண(// VHTXHQFH **$$$$*&8« 2+(
2+( 'LVWDQFH0DWUL[ SUHGLFWHGBORRSBW\SH (((((66666« ESS * * $ ( ( ( VWUXFWXUH DGMXVWPHQW *11 UHDFWLYLW\ GHJBS+ GHJB0JBS+ GHJB& GHJB0JB&
े 4UBOGPSE$PWJE7BDDJOF े ୣணஊ୶୧ணᑁᮉ े உ୩ஙண े 4PMVUJPO "(&/%"
4PMVUJPOᑁᮉ IUUQTXXXLBHHMFDPNDTUBOGPSEDPWJEWBDDJOFEJTDVTTJPO
4PMVUJPOᑁᮉ IUUQTXXXLBHHMFDPNDTUBOGPSEDPWJEWBDDJOFEJTDVTTJPO
े ᭲ዝଠ3/"ᑑᴍఒᕺச୪ஐଙଜଽ#11ୄ෪ᄠ े ᮨᤚ୷୯ଠᓝ༗ଉ55"ଝᛟ े ஒ୷ങଙ᭲ዝଠ#11ୄ൙ᛟ 4PMVUJPO%BUB"VHNFOUBUJPO OMP>OPM@
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4PMVUJPOᑁᮉ IUUQTXXXLBHHMFDPNDTUBOGPSEDPWJEWBDDJOFEJTDVTTJPO
े 3//(//ଠ᭲ዝஒ୷4UBDLJOHଠ00'ଙ1TFVEP-BCFMୄ࿚ዹ े ଅାୄଇଝ4UBDLJOHଋଽଚ00'ଝᴝ࿁ଉ1TFVEP-BCFMஒ୷ଠ JNQPSUBODF૾ག૿ଁଜ଼ଋଽଳો୪ୄૺଘ4UBDLJOH 4PMVUJPO1TFVEP-BCFM QSUDQGRPQRUPDO
4PMVUJPO4UBDLJOH H[S;;;LV$( *11
4PMVUJPO4UBDLJOH
4PMVUJPO4UBDLJOH
4PMVUJPOᑁᮉ IUUQTXXXLBHHMFDPNDTUBOGPSEDPWJEWBDDJOFEJTDVTTJPO
े 1VCMJD1SJWBUFଠག૿ଜೖฎၼᣃൕ᷶ῠWTῡ े $7ଙẻଠೖฎၼୄ౬଼ોག૿ଜᅌᧄඁට૾ᘏ૽឴ᯔ 4PMVUJPO-#୧ஏகஜ୧ண 7UDLQ 3ULYDWHWHVW VHTBOHQJWK VHTBVFRUHG VHTBOHQJWK
VHTBVFRUHG 9DOLG VHTBOHQJWK VHTBVFRUHG 7UDLQ VHTBOHQJWK VHTBVFRUHG 6LPXODWH *11 *58 7UDLQ 9DOLG
े $71VCMJD-#ଡჵଁḂଉଘ $7WT1VCMJD-#
े $71SJWBUF-#ଡஒ୷ଝକଘଡဍଉᅸଠྺ े 4UBDLJOHჵଉ $7WT1SJWBUF-#
े ᭲ዝଠ3/"ᑑᴍఒᕺச୪ஐୄଅଚଙોஒ୷ଠᢱႼୄ ག૿ଁዋଋଽଅଚ૾ଙ૿ े 1TFVEP-BCFM 4UBDLJOH૾ṻ႖ଝ፡ඇକ े ῠჟୱஐଝḢଌῡ1VCMJD1SJWBUFଠ୩ୣၼଡག૿૽କ ῠ1VCMJDYߓ1SJWBUFYῡ े
ଅଠ୩ୣၼଡોසᣍଜ୷୯ᄃუଠᴠଝଽᛣᎋଙଡଜଇଏ ῠ-#୧ஏகஜ୧ணଙଡଜଽೖฎଠᣨୄ៍ଉଘῡ े ༷ዝଶ3/"ᑑᴍଠ୯ணଝག૿ଜᴠ૾କᧄᅌῷ 4PMVUJPOରଚଳ