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医療ディープラーニング勉強会 AI 最新論文読み会 2021年1月

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January 06, 2021
Research
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医療ディープラーニング勉強会 AI 最新論文読み会 2021年1月

こちらの勉強会の資料です。
https://deeplearning-b.connpass.com/event/198032/

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kamicup

January 06, 2021

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Transcript

  1. ҩྍσΟʔϓϥʔχϯάษڧձ "*࠷৽࿦จಡΈձ೥݄ ᷂:&#*49:;ɹڮຊ঵Ұ

  2. ࣗݾ঺հ ڮຊ঵Ұʢ͸͠΋ͱΑ͔ͣ͠ʣ גࣜձࣾ:&#*49:;୅දऔక໾ ओͳ࢓ࣄɿىۀՈ΍ݚڀऀͷ͓ख఻͍ ελϯεɿ ❌%FFQ-FBSOJOHͷݚڀऀ ⭕%FFQ-FBSOJOHͷݚڀ੒ՌΛ࢖Θͤͯ΋Β͏ਓ 5XJUUFS!LBNJDVQ

  3. w "SYJW4BOJUZ BSYJWTBOJUZDPN Ͱաڈ̍ϲ݄ͷظؒʹਓ ؾͩͬͨ࿦จΛ঺հʢ೥݄೔࣌఺ͷूܭʣ w Ұ൪ؾʹͳͬͨ࿦จͷ঺հ w 5PQSFDFOUʢ͓ؾʹೖΓ਺ʣ্Ґຊͷ"CTUSBDU w

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  7. 1JDLVQ

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  14. ʰUPQSFDFOUʱ ҐʙҐ

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  16. None

  17. ϙΠϯττϥϯεϑΥʔϚʔ ݪจ1PJOU5SBOTGPSNFS  IUUQBSYJWPSHBCTW ࣗݾ஫ҙωοτϫʔΫ͸ࣗવݴޠॲཧʹֵ໋Λ΋ͨΒ͠ɺը૾෼ྨ΍෺ମݕग़ͳͲͷը૾ղੳλεΫʹ͓͍ͯ໨֮ ·͍͠ਐาΛ਱͍͛ͯΔɻ͜ͷ੒ޭʹ৮ൃ͞Εͯɺզʑ͸ࣗݾ஫ҙωοτϫʔΫͷ࣍ݩ఺܈ॲཧ΁ͷԠ༻Λݕ౼ ͍ͯ͠Δɻզʑ͸఺܈ͷͨΊʹࣗݾ஫ҙ૚Λઃܭ͠ɺͦΕΛ࢖༻ͯ͠ɺҙຯతͳγʔϯͷηάϝϯςʔγϣϯɺΦ ϒδΣΫτ෦෼ͷηάϝϯςʔγϣϯɺΦϒδΣΫτͷ෼ྨͳͲͷλεΫͷͨΊͷࣗݾ஫ҙωοτϫʔΫΛߏங͠ ·͢ɻզʑͷ఺܈ม׵ثͷઃܭ͸ɺྖҬ΍λεΫʹ·͕ͨΔઌߦݚڀΛվྑͨ͠΋ͷͰ͋Δɻྫ͑͹ɺେن໛ͳҙ ຯγʔϯηάϝϯςʔγϣϯͷͨΊͷࠔ೉ͳ4%*4σʔληοτͰ͸ɺ1PJOU

    5SBOTGPSNFS͸ΤϦΞͰͷ N*P6Λୡ੒͠ɺ࠷ڧͷઌߦϞσϧΛઈରύʔηϯςʔδϙΠϯτ্ճΓɺॳΊͯͷN*P6ͷ͖͍͠஋Λ௒ ͑·ͨ͠ɻ ݪจ4FMGBUUFOUJPOOFUXPSLTIBWFSFWPMVUJPOJ[FEOBUVSBMMBOHVBHFQSPDFTTJOHBOEBSFNBLJOHJNQSFTTJWFTUSJEFTJOJNBHFBOBMZTJTUBTLTTVDIBTJNBHFDMBTTJpDBUJPOBOEPCKFDUEFUFDUJPO*OTQJSFECZUIJTTVDDFTT XF JOWFTUJHBUFUIFBQQMJDBUJPOPGTFMGBUUFOUJPOOFUXPSLTUP%QPJOUDMPVEQSPDFTTJOH8FEFTJHOTFMGBUUFOUJPOMBZFSTGPSQPJOUDMPVETBOEVTFUIFTFUPDPOTUSVDUTFMGBUUFOUJPOOFUXPSLTGPSUBTLTTVDIBTTFNBOUJDTDFOF TFHNFOUBUJPO PCKFDUQBSUTFHNFOUBUJPO BOEPCKFDUDMBTTJpDBUJPO0VS1PJOU5SBOTGPSNFSEFTJHOJNQSPWFTVQPOQSJPSXPSLBDSPTTEPNBJOTBOEUBTLT'PSFYBNQMF POUIFDIBMMFOHJOH4%*4EBUBTFUGPSMBSHFTDBMF TFNBOUJDTDFOFTFHNFOUBUJPO UIF1PJOU5SBOTGPSNFSBUUBJOTBON*P6PGPO"SFB PVUQFSGPSNJOHUIFTUSPOHFTUQSJPSNPEFMCZBCTPMVUFQFSDFOUBHFQPJOUTBOEDSPTTJOHUIFN*P6UISFTIPMEGPSUIFpSTU UJNF  ɾ໨తɿࣗݾ஫ҙωοτϫʔΫͷ࣍ݩ఺܈ॲཧ΁ͷԠ༻ ɾ੒Ռɿ%γʔϯཧղͳͲෳ਺ͷ%λεΫϕϯνϚʔΫͰطଘख๏Λ্ճΔ ɾํ๏ɿ఺܈ʢQPJOUDMPVEʣॲཧͷͨΊͷ1PJOU5SBOTGPSNFS૚Λઃܭ ɾϞσϧ໊ɿ1PJOU5SBOTGPSNFS ɾஶऀॴଐɿΦοΫεϑΥʔυେֶɺ߳ߓதจେֶɺΠϯςϧϥϘ 5PQSFDFOU
  18. None

  19. l֤σʔλϙΠϯτͷपғͷ ϩʔΧϧͳۙ๣Ͱہॴతʹ ࣗݾ஫ҙΛద༻͢Δz

  20. None
  21. None

  22. σΟʔϓϥʔχϯάͷεέʔϧμ΢ϯ ݪจ4DBMJOHEPXO%FFQ-FBSOJOH  IUUQBSYJWPSHBCTW ਂ૚ֶशϞσϧ͸঎ۀతɺ੓࣏తʹ΋ॏཁͳҙຯΛ࣋ͭΑ͏ʹͳ͖ͬͯ·͕ͨ͠ɺͦͷτϨʔχϯά΍ૢ࡞ͷଟ͘ ͷଆ໘͸·ͩे෼ʹཧղ͞Ε͍ͯ·ͤΜɻͦͷͨΊɺʮਂ૚ֶशͷՊֶʯϓϩδΣΫτ΁ͷؔ৺͕ߴ·Γɺͦͷଟ ͘͸େن໛Ͱ࣮ߦ͞Εɺ๲େͳྔͷ࣌ؒɺඅ༻ɺిྗΛඞཁͱ͠·͢ɻ͔͠͠ɺ͜ΕΒͷݚڀͷ͏ͪɺ࣮ࡍʹͲͷ ఔ౓ͷ΋ͷ͕େن໛ʹߦΘΕΔඞཁ͕͋ΔͷͩΖ͏͔ʁ͜ͷ࿦จͰ͸ɺ./*45%Λ঺հ͠·͢ɿݹయతͳσΟʔ ϓϥʔχϯάϕϯνϚʔΫʹ୅ΘΔϛχϚϦετɺ௿ϝϞϦɺ௿ܭࢉྔͷ୅ସख๏Ͱ͢ɻ./*45%ͷֶशྫ͸ ./*45ͷഒ΋খ͍͕͞ɼઢܗɼඇઢܗɼ৞ΈࠐΈϞσϧΛΑΓ໌֬ʹ۠ผ͠ɼͦΕͧΕˋɼˋɼˋͷ

    ਫ਼౓Λୡ੒͍ͯ͠Δʢ͜ΕΒͷϞσϧ͸./*45ͰˋɼˋҎ্ɼˋҎ্ͷਫ਼౓Λୡ੒͍ͯ͠Δʣɽ࣍ʹɺๅ ͘͡ͷۭؒؼೲతόΠΞεͷଌఆɺਂ͍ೋॏ߱Լͷ؍ଌɺ׆ੑԽؔ਺ͷۚଐֶशͳͲͷ࢖༻ྫΛࣔ͢ɻ ݪจ5IPVHIEFFQMFBSOJOHNPEFMTIBWFUBLFOPODPNNFSDJBMBOEQPMJUJDBMSFMFWBODF NBOZBTQFDUTPGUIFJSUSBJOJOHBOEPQFSBUJPOSFNBJOQPPSMZVOEFSTUPPE5IJTIBTTQBSLFEJOUFSFTUJOTDJFODFPGEFFQMFBSOJOH QSPKFDUT NBOZPGXIJDIBSFSVOBUTDBMFBOESFRVJSFFOPSNPVTBNPVOUTPGUJNF NPOFZ BOEFMFDUSJDJUZ#VUIPXNVDIPGUIJTSFTFBSDISFBMMZOFFETUPPDDVSBUTDBMF *OUIJTQBQFS XFJOUSPEVDF./*45%BNJOJNBMJTU  MPXNFNPSZ BOEMPXDPNQVUFBMUFSOBUJWFUPDMBTTJDEFFQMFBSOJOHCFODINBSLT5IFUSBJOJOHFYBNQMFTBSFUJNFTTNBMMFSUIBO./*45FYBNQMFTZFUUIFZEJ⒎FSFOUJBUFNPSFDMFBSMZCFUXFFOMJOFBS OPOMJOFBS BOE DPOWPMVUJPOBMNPEFMTXIJDIBUUBJO  BOEBDDVSBDZSFTQFDUJWFMZ UIFTFNPEFMTPCUBJO  BOE PO./*45 5IFOXFQSFTFOUFYBNQMFVTFDBTFTXIJDIJODMVEFNFBTVSJOHUIFTQBUJBMJOEVDUJWFCJBTFTPG MPUUFSZUJDLFUT PCTFSWJOHEFFQEPVCMFEFTDFOU BOENFUBMFBSOJOHBOBDUJWBUJPOGVODUJPO ɾ໨తɿσΟʔϓϥʔχϯάͷݚڀର৅ͱͯ͠༏Εͨখ͞ͳσʔληοτͷ։ൃ ɾ੒Ռɿ./*45% ɾํ๏ɿ߹੒తʹੜ੒͞Εͨσʔληοτʢ͓Αͼͦͷੜ੒༻ίʔυʣ ɾϞσϧ໊ɿʕ ɾஶऀॴଐɿΦϨΰϯभཱେֶ 5PQSFDFOU
  23. None
  24. None

  25. ਆܦه߸త"*ɿୈͷ೾ ݪจ/FVSPTZNCPMJD"*5IFSE8BWF  IUUQBSYJWPSHBCTW ݱࡏͷਓ޻஌ೳʢ"*ʣͱػցֶशʢ.-ʣͷਐา͸ɺݚڀίϛϡχςΟ΍࢈ۀքશମʹ͔ͭͯͳ͍ΠϯύΫτΛ΋ ͨΒ͍ͯ͠·͢ɻͦΕʹ΋͔͔ΘΒͣɺ"*ͷ৴པੑɺ҆શੑɺղऍՄೳੑɺઆ໌੹೚ʹؔ͢Δݒ೦͕ɺӨڹྗͷ͋ Δࢥ૝ՈʹΑͬͯఏى͞Ε͍ͯ·͢ɻଟ͘ͷਓ͕ɺσΟʔϓϥʔχϯάͱ౷߹͢ΔͨΊʹ͸ɺࠜڌͷ͋Δ஌ࣝදݱ΍ ਪ࿦͕ඞཁͰ͋Γɺ݈શͳઆ໌Մೳੑ͕ٻΊΒΕ͍ͯΔ͜ͱΛೝ͍ࣝͯ͠·͢ɻχϡʔϥϧɾγϯϘϦοΫɾίϯ ϐϡʔςΟϯά͸ɺχϡʔϥϧωοτϫʔΫʹ͓͚ΔϩόετͳֶशͱɺωοτϫʔΫϞσϧͷه߸දݱʹΑΔਪ ࿦ɾઆ໌ՄೳੑΛ༥߹ͤ͞Α͏ͱ͢Δݚڀ͕௕೥׆ൃʹߦΘΕ͖ͯͨɻຊ࿦จͰ͸ɺχϡʔϥϧγϯϘϦοΫ"*ͷ

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  26. QJYFM/F3'ͭ·ͨ͸਺ຕͷը૾͔Βͷਆܦ์ࣹ໺ ݪจQJYFM/F3'/FVSBM3BEJBODF'JFMETGSPN0OFPS'FX*NBHFT  IUUQBSYJWPSHBCTW զʑ͸ɺͭ·ͨ͸਺ຕͷೖྗը૾Λ৚݅ͱͨ͠࿈ଓతͳχϡʔϥϧγʔϯදݱΛ༧ଌ͢ΔֶशϑϨʔϜϫʔΫͰ ͋ΔQJYFM/F3'ΛఏҊ͢ΔɻχϡʔϥϧϥδΞϯεϑΟʔϧυΛߏங͢ΔͨΊͷطଘͷΞϓϩʔνͰ͸ɺγʔϯ͝ ͱʹಠཱͯ͠දݱΛ࠷దԽ͢Δඞཁ͕͋Γɺଟ͘ͷֱਖ਼͞ΕͨϏϡʔͱ๲େͳܭࢉ࣌ؒΛඞཁͱ͠·͢ɻզʑ͸ɺ ׬શʹ৞ΈࠐΈతͳํ๏Ͱը૾ೖྗ্Ͱ/F3'Λ৚݅෇͚͢ΔΞʔΩςΫνϟΛಋೖ͢Δ͜ͱͰɺ͜ΕΒͷܽ఺Λ ղܾ͢ΔͨΊͷҰาΛ౿Έग़͠·ͨ͠ɻ͜ΕʹΑΓɺωοτϫʔΫΛෳ਺ͷγʔϯʹΘͨͬͯ܇࿅ͯ͠γʔϯͷࣄ લֶशΛߦ͏͜ͱ͕Ͱ͖ɺૄͳϏϡʔͷηοτ͔ΒϑΟʔυϑΥϫʔυతʹ৽͍͠Ϗϡʔ߹੒Λ࣮ߦ͢Δ͜ͱ͕Մ

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  34. None

  35. ϑϩʔΧϓηϧʹΑΔڭࢣͳ͠෦඼දݱ ݪจ6OTVQFSWJTFEQBSUSFQSFTFOUBUJPOCZ'MPX$BQTVMFT  IUUQBSYJWPSHBCTW ΧϓηϧωοτϫʔΫ͸ɺը૾ΛΦϒδΣΫτɺ෦඼ɺؔ܎ͷ֊૚ʹղੳ͢ΔΑ͏ʹઃܭ͞Ε͍ͯ·͢ɻΧϓηϧ ωοτϫʔΫ͸༗๬Ͱ͸͋Δ͕ɼ௿Ϩϕϧͷ෦෼هड़ࢠΛޮՌతʹֶश͢Δ͜ͱ͕Ͱ͖ͳ͍ͱ͍͏໰୊͕͋Δɽ͜ ͷ໰୊Λղܾ͢ΔͨΊʹɺզʑ͸ը૾ͷ෦෼هड़ࢠΛֶश͢ΔͨΊͷ৽͍ࣗ͠ݾڭࢣ෇͖ख๏ΛఏҊ͢Δɻֶशͷ ࡍʹ͸ɺύʔπੜ੒ͷͨΊͷදݱతσίʔμΛ༻͍ͯɺύʔπఆٛͷͨΊͷڧྗͳ஌֮తख͕͔Γͱͯ͠ಈ͖Λར ༻͠ɺΦΫϧʔδϣϯΛ༻͍ͨϨΠϠʔυը૾ܗ੒Λߦ͏ɻ࣮ݧͰ͸ɺෳ਺ͷΦϒδΣΫτɺཚࡶͳഎܠɺ༗ҙͳ ΦΫϧʔδϣϯ͕ଘࡏ͢Δ৔߹Ͱ΋ɺϩόετͳύʔπൃݟ͕ՄೳͰ͋Δ͜ͱΛ࣮ূͨ͠ɻ݁Ռͱͯ͠ಘΒΕͨ෦

    ඼هड़ࢠʢ෦඼Χϓηϧʣ͸ɺܗঢ়ϚεΫʹσίʔυ͞Εɺ୯Ұը૾্ͷ૬ରਂ౓ͱͱ΋ʹΦΫϧʔδϣϯͨ͠ϐ ΫηϧΛຒΊ͍ͯ͘ɻ·ͨɺੵ૚ܕΧϓηϧΦʔτΤϯίʔμʔͷΧϓηϧύʔπΛ༻͍ͨڭࢣͳ͠෺ମ෼ྨʹͭ ͍ͯ΋ใࠂ͢Δɻ ݪจ$BQTVMFOFUXPSLTBSFEFTJHOFEUPQBSTFBOJNBHFJOUPBIJFSBSDIZPGPCKFDUT QBSUTBOESFMBUJPOT8IJMFQSPNJTJOH UIFZSFNBJOMJNJUFECZBOJOBCJMJUZUPMFBSOF⒎FDUJWFMPXMFWFMQBSUEFTDSJQUJPOT5PBEESFTTUIJT JTTVFXFQSPQPTFBOPWFMTFMGTVQFSWJTFENFUIPEGPSMFBSOJOHQBSUEFTDSJQUPSTPGBOJNBHF%VSJOHUSBJOJOH XFFYQMPJUNPUJPOBTBQPXFSGVMQFSDFQUVBMDVFGPSQBSUEFpOJUJPO VTJOHBOFYQSFTTJWFEFDPEFSGPSQBSU HFOFSBUJPOBOEMBZFSFEJNBHFGPSNBUJPOXJUIPDDMVTJPO&YQFSJNFOUTEFNPOTUSBUFSPCVTUQBSUEJTDPWFSZJOUIFQSFTFODFPGNVMUJQMFPCKFDUT DMVUUFSFECBDLHSPVOET BOETJHOJpDBOUPDDMVTJPO5IFSFTVMUJOHQBSUEFTDSJQUPST  BLBQBSUDBQTVMFT BSFEFDPEFEJOUPTIBQFNBTLT pMMJOHJOPDDMVEFEQJYFMT BMPOHXJUISFMBUJWFEFQUIPOTJOHMFJNBHFT8FBMTPSFQPSUVOTVQFSWJTFEPCKFDUDMBTTJpDBUJPOVTJOHPVSDBQTVMFQBSUTJOBTUBDLFEDBQTVMF BVUPFODPEFS  ɾ໨తɿΧϓηϧωοτϫʔΫͷվળ ɾ੒Ռɿڭࢣͳ͠෦඼ηάϝϯςʔγϣϯɾ෦඼෼ྨͰطଘख๏͕ۤखͳ৔໘ ɹɹɹɹΛࠀ෰ ɾํ๏ɿಈըͷࣗݾڭࢣֶशͰಈ͖Λར༻ͯ͠എܠ෼཭΍෦඼ൃݟΛߴ౓Խ ɾϞσϧ໊ɿ'MPX$BQTVMFT 'MPX4$"& ɾஶऀॴଐɿτϩϯτେֶɺ(PPHMFSFTFBSDI 5PQSFDFOU
  36. None

  37.  ʰUPQIZQFʱ ҐʙҐ

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  39. ϙΠϯττϥϯε ݪจ1PJOU5SBOTGPSNFS  IUUQBSYJWPSHBCTW ࣗݾ஫ҙωοτϫʔΫ͸ࣗવݴޠॲཧʹֵ໋Λ΋ͨΒ͠ɺը૾෼ྨ΍෺ମݕग़ͳͲͷը૾ղੳλεΫʹ͓͍ͯ໨֮ ·͍͠ਐาΛ਱͍͛ͯΔɻ͜ͷ੒ޭʹ৮ൃ͞Εͯɺզʑ͸ࣗݾ஫ҙωοτϫʔΫͷ࣍ݩ఺܈ॲཧ΁ͷԠ༻Λݕ౼ ͍ͯ͠Δɻզʑ͸఺܈ͷͨΊʹࣗݾ஫ҙ૚Λઃܭ͠ɺͦΕΛ࢖༻ͯ͠ɺҙຯతͳγʔϯͷηάϝϯςʔγϣϯɺΦ ϒδΣΫτ෦෼ͷηάϝϯςʔγϣϯɺΦϒδΣΫτͷ෼ྨͳͲͷλεΫͷͨΊͷࣗݾ஫ҙωοτϫʔΫΛߏங͠ ·͢ɻզʑͷ఺܈ม׵ثͷઃܭ͸ɺྖҬ΍λεΫʹ·͕ͨΔઌߦݚڀΛվྑͨ͠΋ͷͰ͋Δɻྫ͑͹ɺେن໛ͳҙ ຯγʔϯηάϝϯςʔγϣϯͷͨΊͷࠔ೉ͳ4%*4σʔληοτͰ͸ɺ1PJOU

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  40. ޯ഑߱Լ๏Ͱֶशͨ͠Ϟσϧ͸͢΂ͯΧʔωϧϚγϯʹ͍ۙ ݪจ&WFSZ.PEFM-FBSOFECZ(SBEJFOU%FTDFOU*T"QQSPYJNBUFMZB,FSOFM.BDIJOF  IUUQBSYJWPSHBCTW σΟʔϓϥʔχϯάͷ੒ޭ͸ɺଞͷֶश๏ͷΑ͏ʹख࡞ۀͰ࡞ΒΕͨಛ௃ྔʹཔΔͷͰ͸ͳ͘ɺσʔλͷ৽͍͠ද ݱΛࣗಈతʹൃݟ͢ΔೳྗʹىҼ͢Δ͜ͱ͕ଟ͍ɻ͔͠͠ɺզʑ͸ɺඪ४తͳޯ഑߱ԼΞϧΰϦζϜʹΑֶͬͯश ͞ΕͨσΟʔϓωοτϫʔΫ͕ɺ࣮ࡍʹ͸਺ֶతʹ͸ΧʔωϧϚγϯͱ΄΅ಉ౳Ͱ͋Δ͜ͱΛ͍ࣔͯ͠Δɻ͜Εʹ ΑΓɺσΟʔϓωοτϫʔΫͷॏΈֶ͕शྫͷॏ৞Ͱ͋Δ͜ͱ͕໌Β͔ʹͳΓɺղऍͷ͠΍͕֨͢͞ஈʹ޲্͠· ͢ɻωοτϫʔΫΞʔΩςΫνϟͰ͸ɺ໨తؔ਺ͷ஌ࣝΛΧʔωϧʹ૊ΈࠐΉɻ͜ͷཧղͷ޲্͸ɺΑΓྑֶ͍श ΞϧΰϦζϜʹͭͳ͕Δ͸ͣͰ͢ɻ

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  41. ػցֶशಋೖʹ͓͚Δ՝୊ɿࣄྫௐࠪ ݪจ$IBMMFOHFTJO%FQMPZJOH.BDIJOF-FBSOJOHB4VSWFZPG$BTF4UVEJFT  IUUQBSYJWPSHBCTW ۙ೥ɺػցֶश͸ֶज़తͳݚڀ෼໺ͱͯ͠ɺ·ͨݱ࣮ͷϏδωε໰୊ͷղܾࡦͱͯ͠΋ؔ৺͕ߴ·͍ͬͯ·͢ɻ͠ ͔͠ɺຊ൪γεςϜ΁ͷػցֶशϞσϧͷಋೖʹ͸ɺଟ͘ͷ՝୊΍ݒ೦͕͋Γ·͢ɻຊௐࠪͰ͸ɺ͞·͟·ͳϢʔ εέʔεɺۀքɺΞϓϦέʔγϣϯʹ͓͚ΔػցֶशιϦϡʔγϣϯͷల։ʹؔ͢Δެ։ϨϙʔτΛϨϏϡʔ͠ɺ ػցֶशͷల։ϫʔΫϑϩʔͷஈ֊ʹରԠ࣮ͨ͠ફతͳߟ࡯Λநग़͍ͯ͠·͢ɻզʑͷௐࠪͰ͸ɺ࣮຿Ո͕ಋೖͷ ֤ஈ֊Ͱ՝୊ʹ௚໘͍ͯ͠Δ͜ͱ͕ࣔ͞Ε͍ͯΔɻຊ࿦จͷ໨త͸ɺ͜ΕΒͷ՝୊ʹରॲ͢ΔΞϓϩʔνΛ໛ࡧ͢ ΔͨΊͷݚڀ՝୊Λઃఆ͢Δ͜ͱͰ͋Δɻ

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  44. ϏσΦձٞͷͨΊͷϫϯγϣοτɾϑϦʔϏϡʔɾχϡʔϥϧɾτʔΩϯάϔου߹੒ ݪจ0OF4IPU'SFF7JFX/FVSBM5BMLJOH)FBE4ZOUIFTJTGPS7JEFP$POGFSFODJOH  IUUQBSYJWPSHBCTW ຊݚڀͰ͸ɺχϡʔϥϧͳ࿩ऀ಄෦ө૾߹੒ϞσϧΛఏҊ͠ɺςϨϏձٞ΁ͷԠ༻Λ࣮ূ͢ΔɻຊϞσϧͰ͸ɺର ৅ͱͳΔਓ෺ͷ࢟ΛؚΉιʔεը૾ͱɺग़ྗͷಈ͖Λࢦࣔ͢Δ૸ߦө૾Λ༻͍ͯɺτʔΩϯάϔουϏσΦΛ߹੒ ͢Δ͜ͱΛֶश͢Δɻ͜ͷϞσϧ͸ɺ৽͍͠ΩʔϙΠϯτදݱʹج͍ͮͯූ߸Խ͞Εɺࣝผ৘ใͱಈ͖ʹؔ࿈͢Δ ৘ใ͕ڭࢣͳ͠Ͱ෼ղ͞ΕΔɻ޿ൣͳ࣮ݧతݕূʹΑΓɺϕϯνϚʔΫσʔληοτʹ͓͍ͯɺզʑͷϞσϧ͕ڝ ߹͢Δख๏ΑΓ΋༏Ε͍ͯΔ͜ͱ͕ࣔ͞Εͨɻ͞ΒʹɺզʑͷίϯύΫτͳΩʔϙΠϯτදݱʹΑΓɺࢢൢͷ )ن֨ͱಉ౳ͷը࣭Λ࣮ݱ͠ͳ͕ΒɺଳҬ෯Λ෼ͷʹ཈͑ͨϏσΦձٞγεςϜΛ࣮ݱ͢Δ͜ͱ͕Ͱ͖

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