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動的トリートメント・レジームを推定するDynTxRegimeパッケージ
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saltcooky
June 21, 2025
Science
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動的トリートメント・レジームを推定するDynTxRegimeパッケージ
Tokyo.R #118 LT
saltcooky
June 21, 2025
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Transcript
ಈతτϦʔτϝϯτɾϨδʔϜΛਪఆ͢Δ %ZO5Y3FHJNFύοέʔδ !TBMUDPPLZ 5PLZP3 1
୭ !TBMUDPPLZ • 3ྺɿ͙Β͍͔ͳ • ۈઌɿຊʹ͋Δ*5ܥͷձࣾ • ࣄ༰ɿϚʔέσΟϯά෦ॺͰ ɹɹɹεϓϨοτγʔτ͞Μ ɹɹɹϚʔέοτϦαʔν͞Μ
• झຯɿϑΝογϣϯඒज़ؗ८Γ 2
༰ΛҰݴͰ গ͠લʹษڧͨ͠ಈతτϦʔτϝϯτɾϨδʔϜͱ ਪఆύοέʔδΛհ 3
ࢪࡦͷޮՌݕূͰؾʹͳΔ͜ͱ ҰൠతͳҼՌਪख๏Λ༻͍ͨࢪࡦͷॲஔޮՌͷਪఆͰɺ௨ৗ ňճͷॲஔʼnͷΈ͕ରͰ͋Γɺաڈকདྷͷࢪࡦͱͷ࿈ಈੑߟྀ͞Εͳ͍ 4 ɹ (PPEࢪࡦ #BEࢪࡦ ࢪࡦ
ࢪࡦͷޮՌݕূͰؾʹͳΔ͜ͱ ෳεςοϓʹΘͨΔࢪࡦͷதͰɺ૯߹తʹߴ͍ޮՌΛͨΒ͢ॲஔύλʔ ϯΛѲ͢Δ͜ͱ͕ॏཁͱͳΔ߹͕͋Δ 5 ɹ
࣌߹ܭ ߹ܭͰ#BEࢪࡦύλʔϯ ࣌߹ܭ ߹ܭͰ(PPEࢪࡦύλʔϯ
ಈతτϦʔτϝϯτɾϨδʔϜ%53 ಈతτϦʔτϝϯτɾϨδʔϜʢ%ZOBNJD5SFBUNFOU3FHJNF%53ʣ ݸਓͷଐੑ͜Ε·ͰͷࢪࡦཤྺɺকདྷͷߦಈมԽͳͲΛߟྀͨ࣌͠ܥྻత ͳࢪࡦͷద༻ॱং ॲஔํࡦ 6
ɹɹɹ ɹɹɹ ɹɹɹ ࠷దͳ%53 ߹ܭ
࠷దͳ%53ͷਪఆʹɺ૯ॲஔޮՌͷظ ްੜج४ Λ࠷େԽΛࢦ͠ɺ εςοϓʹ͓͚ΔࢪࡦɹΛબࡍʹɺͦͷࢪࡦΛબͨ͠߹ͷকདྷͷॲ ஔޮՌߟྀͯ͠ࢪࡦͷՁΛਖ਼͘͠ݟੵΔඞཁ͕͋Δ 7 ʜ ʜ ૯ॲஔޮՌখ͍͞
૯ॲஔޮՌେ͖͍ ߹ܭ ߹ܭ কདྷΛՃຯ͢Δͱྑ͘ͳ͍ࢪࡦ ಈతτϦʔτϝϯτɾϨδʔϜͷਪఆ ɹ কདྷΛՃຯ͢Δͱྑ͍ࢪࡦ
ಈతτϦʔτϝϯτɾϨδʔϜͷਪఆ 8 2ֶशͷߟ͑ํΛ༻͍ͯɺεςοϓɹͷࢪࡦɹͷબͰಘΒΕΔॲஔͷՁɺ ଈ࣌ͷॲஔޮՌͱকདྷʹಘΒΕΔظॲஔޮՌ ࣌ͷ2 ͷͷظ Λ2Ͱදݱ͢Δ ɹҎ߱ͷظޮՌ ଐੑใϩάใ
ʜ ɹͷॲஔޮՌ
ಈతτϦʔτϝϯτɾϨδʔϜͷਪఆ ࣮ࡍͷਪఆͰऴɹ͔ΒḪΔΑ͏ʹɺ֤εςοϓͷ2ͷϞσϧΛॱʹਪఆ ͍ͯ͘͜͠ͱͰɺকདྷͷใΛՃຯͨ͠ਪఆ͕ՄೳʹͳΔ 9 ٯॱʹਪఆ
ಈతτϦʔτϝϯτɾϨδʔϜͷਪఆ w ؍ଌσʔλʹ͓͍ͯࢪࡦͷ࣮ࢪʹภΓ͕͋Δ߹ɺ2ͷࢉग़ʹબ όΠΞεൃੜ w είΞͷٯॏΈ͚ʹΑΓόΠΞεͷͳ͍2ͷࢉग़͢Δಈత80-4 ͱ͍͏ํ๏ଘࡏ͢Δ w ॲஔͷਪఆ2ͷਪఆʹɺઢܗճؼϞσϧɺηϛύϥϝτϦοΫϞσ ϧɺػցֶशϞσϧͳͲ༷ʑͳύλʔϯ͕ఏҊ͞Ε͍ͯΔ
10
%53ͷ31BDLBHF w %ZO5Y3FHJNF جຊతͳ2ֶश#08-ʹΑΓ%53Λਪఆ͢Δ1BDLBHF w %53SFH (ਪఆɺಈత80-4ɺ2ֶशɺಈతॏΈ͚ੜଘϞσϧͱ͍༷ͬͨʑͳ%53ਪఆ͕ߦ͑Δ1BDLBHF w EUS4VSW ੜଘ࣌ؒͷ%53ਪఆΛߦ͏1BDLBHF
w UNMFNPQUUY 5-.&Λར༻ͨ͠%53ਪఆΛߦ͏1BDLBHF w MNUQ %53ΛؚΉଟ༷ͳॲஔํࡦਪఆΛ5-.&ͱ͍ͬͨϊϯύϥϝτϦοΫਪఆʹΑΓ࣮ߦ͢Δ1BDLBHF w %PVCMF.- 1ZUIPOϥΠϒϥϦ %PVCMF.BDIJOF-FBSOJOHΛ༻͍ͨ%53ਪఆͷؔΛఏڙ 11
%ZO5Y3FHJNF1BDLBHF ಈతτϦʔτϝϯτɾϨδʔϜਪఆΛߦ͏͜ͱ͕Ͱ͖Δύοέʔδ ࠓճαϯϓϧσʔλΛ༻͍ͯ#.*ͷݮগΛࢦͨ͠छྨͷγΣΠΫυϦ ϯΫͷׂΓͯλΠϛϯάͷ%53Λਪఆͯ͠ΈΔ ॲஔλΠϛϯάɿճ 12
%ZO5Y3FHJNF1BDLBHF ஈ֊ͷॲஔϞσϧͱڞมྔϞσϧͷઢܗճؼΛCVJME.PEFM0CKͰ࡞͠ɺ R-FBSOؔͰղੳ 2ͷࢉग़ Λ࣮ࢪ 13
%ZO5Y3FHJNF1BDLBHF ஈ֊ͷॲஔϞσϧͱڞมྔϞσϧͷઢܗճؼϞσϧΛ࡞ɺ ɹஈ֊ͷਪఆͨ͠2ΛՃຯͯ͠ஈ֊ͷղੳΛR-FBSOؔͰ࣮ߦ 14
%ZO5Y3FHJNF1BDLBHF ςετσʔλʹର͢Δ࠷దͳ%53ΛPQU5YؔͰਪఆ͢Δ͜ͱ͕Մೳ 15
%ZO5Y3FHJNF1BDLBHF 16 $%ͷΈ .3ͷΈ ࣮ଌ %53 ਪఆͨ͠%53Λద༻͢Δ߹ΛԾఆ͢Δͱɺ#.*ͷվળظޮՌ͕࠷େ͖͍
؆୯ʹ·ͱΊ w ಈతτϦʔτϝϯτɾϨδʔϜෳεςοϓͷॲஔޮՌΛ࠷େʹ͢Δॲஔํࡦ w ਪఆʹ2ֶशͷߟ͑ํΛ༻͍ͯɺ͋ΔߦಈΛબͨ͠ͱ͖ʹকདྷʹΘͨͬͯ ಘΒΕΔॲཧޮՌΛՃຯͯ͠ϞσϦϯάΛߦ͏ w 3Ͱ%ZO5Y3FHJNF1BDLBHFΛར༻͢Δͱɺجຊతͳਪఆ͕खܰʹ࣮ߦ͢Δ ͜ͱ͕Ͱ͖Δ 17
%ZO5Y3FHJNF3QSPKFDU IUUQTDSBOSQSPKFDUPSHXFCQBDLBHFT%ZO5Y3FHJNF ಈతτϦʔτϝϯτɾϨδʔϜΛਪఆ͢Δ%ZO5Y3FHJNFύοέʔδ ⬜︎ ⬜︎ ⬜︎ IUUQTTBMUDPPLZIBUFOBCMPHDPNFOUSZ
"4."35%FTJHOGPS#VJMEJOH*OEJWJEVBMJ[FE5SFBUNFOU4FRVFODFT"//6"-3&7*&8 IUUQTXXXBOOVBMSFWJFXTPSHDPOUFOUKPVSOBMTBOOVSFWDMJOQTZ %ZOBNJDUSFBUNFOUF ff FDUTPGKPCUSBJOJOH8*-&:0/-*/&-*#3"3: IUUQTPOMJOFMJCSBSZXJMFZDPNEPJBCTKBF &TUJNBUJPOPG0QUJNBM%ZOBNJD5SFBUNFOU"TTJHONFOU3VMFTVOEFS1PMJDZ$POTUSBJOUT BS9JW IUUQTBSYJWPSHBCT ࢀߟ 18
&/% 19 &OKPZ