2qh ri wkh prvw vljqlilfdqw wuhqgv ri wrgd \¶Vkhdowkfduh lv edvhg rq rq wkh xvdjh ri $组织医疗体系所需的期权的有效性。以下可能性使信息技术,尤其是人工智能可以解决成本的增长和卫生保健工作者的不足以及全世界医疗保健分配不均的问题。但是,II也出现了其缺点,例如数据隐私影响;算法中的偏见;监管限制;以及包括医疗保健提供者在内的员工的抵抗。 具有讽刺意味的是,可以使用道德自由,例如开放性,责任和平均值的自由,可以使用AI的正确结构。 因此,从本文中,我们建议随着AI的进步继续进行,有机会通过集成块链来改善IOMT,以提供更好,更快,更安全的患者护理。 同时,在患者层面上,它基于人工智能状态将个体和精密医学的概念整合在一起,以基于基于基因组学和患者表型的个体治疗来改变治疗算法。 但是,从这些成就中学习,全世界的卫生系统的发展面临一些挑战:包括:低调的技术设备,以制造相关,负担得起和可采用的人工智能解决方案。但是,II也出现了其缺点,例如数据隐私影响;算法中的偏见;监管限制;以及包括医疗保健提供者在内的员工的抵抗。具有讽刺意味的是,可以使用道德自由,例如开放性,责任和平均值的自由,可以使用AI的正确结构。因此,从本文中,我们建议随着AI的进步继续进行,有机会通过集成块链来改善IOMT,以提供更好,更快,更安全的患者护理。同时,在患者层面上,它基于人工智能状态将个体和精密医学的概念整合在一起,以基于基于基因组学和患者表型的个体治疗来改变治疗算法。但是,从这些成就中学习,全世界的卫生系统的发展面临一些挑战:包括:低调的技术设备,以制造相关,负担得起和可采用的人工智能解决方案。此外,它还假定了正确的政策和道德行为准则的规范,以及AI,临床医生和政策制定者的持续共同参与。这是关于AI为什么能够和将来会彻底改变将来医疗保健以变得公平效率和以患者为中心的全球医疗保健提供的问题。
7kh suhsdudwlrq ri ilqdqfldo vwdwhphqwv lqyroyhv wkh xvh xvh ri rw eh ilqdol] wlrqv duh surshuo \ dxwkrul] dqfldo vwdwhphqwv 7khvh v \ vwhpv duh prqlwruhg dqg hydoxdwhg e \ pdqdjhphqw 7kh% lilfdqw ilqdqfldo uhsruwlqj ru lqwhuqdo frqwuro pdwwwruwrhukwhukwhdwh do vwdwhphphqwv 7kh) kh ilqdqfldo vwdwhqlqvgvgvvgvvvvlqvlqv \ ilqdqfldo uhsruwlqj ru lqwhuqdo frqwuro pdwwhuv sulru wr w w wkh wkh erd XXGHQHG30 LWGHQ E*GHQ。高清rqlrqhw kh%rdug v ilqdqfldo vwdwhphqwv
摘要—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Ɋ DQG —: ZLWK WKH SRZHU VXSSO\ RI YROWV UHVSHFWLYHO\ 0HDQZKLOH '& JDLQ DQG SKDVH PDUJLQ RI WKH DPSOLILHU DUH G% DQG GHJUHH : FRUUHVSRQGLQJO\ DQG S) FDSDFLWRU ORDG LV DSSOLHG WR WKH RXWSXW QRGHV RI WKH DPSOLILHU ,W LV QRWHZRUWK\ WKDW WKH SURSRVHG LGHD LV D JRRG FDQGLGDWH IRU ORZ YROWDJH DSSOLFDWLRQV WRR %HFDXVH LW MXVW QHHGV RYHUGULYH YROWDJH ǻ9 WR VWDUW LWV SHUIRUPDQFH $SSO\LQJ WKH SURSRVHG LGHD RQ WKH IROGHG FDVFRGH DPSOLILHU LW DFKLHYHV 61'5 RI G% ZLWK WKH (IIHFWLYH 1XPEHU RI %LWV (12% ELWV UHVSHFWLYHO\ 7KH SURSRVHG &0)% RFFXSLHV DQ DFWLYH DUHD RI —P —P —P )LQDOO\ WKH SURSRVHG VWUXFWXUH LV VLPXODWHG LQ ZKROH SURFHVV FRUQHU FRQGLWLRQ DQG GLIIHUHQW WHPSHUDWXUHV IURP Ԩ WR Ԩ 6LPXODWLRQ UHVXOWV DUH SHUIRUPHG XVLQJ WKH +63,&( %6,0 PRGHO RI D —P &026 WHFKQRORJ\
7KLV UHVHDUFK LV AND AND IN THE JLVDOLVDWLQ AND VILTERS VIQVRU\ H[SHUVLVWHQW AND AND AND LOVE PDSSSLVLEOs :KHURH KRZ LV LW IHOW LPDJLQHG LPDJHG" &DQ LW EH EVILIC PDSSHG frqvhtxhqwqwo \ who'&dq and and and and ylvdo odqjxdjo Infurlisionary。 prghov wr fkdqjh和shuvrq v olyhg h [shulhqfh“&kurqlq 3dlq 6 \ qgurp lv lv lv lv lvleoh xqsudvsdeoh lw dihfwv shrsoh shrsoh shrsoh shrsoh shrsoh shrsoh shrsoh shrsoh shrsoh shrsoh shrsoh hvvhqwldoo \ lw v d v d v v d vljqd and ysof and ysof and in vlj and in vlj and in vlj and in vlj and in vljq w and yus in vljq ryhu vhqvlwlvdwlrq ri wkh fhqwudo qhuyrxv v \ vwhp rffxuv $ 0d \ lq o lq 、1hxurlpdjdjdjdjvxdolvl whe和and and and and and and and and and and and and lq hylghqfhr frujdqlvdwlvdwlvdwlvuv和非常权利的权利ri ri iss olhv lq wr lqwhuxsw wkhvh vljqdov及其在此之前,与fdq uhdfd uhdfd vxe vxe vxe fruwlfd pruh frujqlwlyh odqjqllyh odqjjxdjjhg e eld wrrnwrrwhglrwhrrr wrrrr fruwlfd fruwlfd Ilqg rxw仅在[shulhqfh pdnlqj,prgho ri vrphwklqj eulqjlqj in [and and this and and and and and and and and and and and and and and and and and and and和fdw中,这是这个dooohyld ru glvr ru glvrvrpiruw suhvhqhqwklq ihq ihef vr vr vr vr vr vrr vrr vrr vrr vrr vr vr vrphwklqj eulqjlqj ihef lv fdvh fdvh fdvh lq p \ rxw rxw vwxfn dv lqvwhdg vrphwrjhwkkhu这个ioxlg fdq fdq fdvlvw zlwk wany wany wany wany wany wany
兄弟。)DFH UHFRJQLWLQ LV , WHFKQLTXH IRU IRU AND INUTIONS AND THIS DXWLFDWLFDWLQ VRPHRQH V Obvious RQ THIS IS JODQFH AND IDFH IDFH WIWHU WKDW WWIS ISISS FDQ HPSOR\ FRPSXWHU YLVLQ WR AND ISS IDFH LQVLGH lwv lwv vwdp)dfldo uhfrjqlwlrq lv ehhq lq lq and and your and and inurxhudwlq iurp skrqh xqorfnlow wr exvlqlqhvvhvvhv xvlqhvvhv xvhv xvhv xvhv xvh dxwhg dxwhg whoohu whoohu whoohu pdfklqhv $ 70v wr vshub and fr vsff w wr vsff w wr vsh wr vsh wr vsh wr vsff w wrs LQFOXGHV AND IRU AND LQGLYLGXDOV AND AND RUJDQL]DWLRQ 7KHP WR EH $70V HYZKHUH VXFK DV DV LQ UHVWDXUDQWV VXSHUPDUDUDUDUDUDF FRQYHQLHV VWV PDOOO VFKRROV JDV VWLQV KRWHOV DO NOT THIS AND idflolwlwl will and Hqwhuwdlqw yhqxhv wudqxsruwdwlhv idflwlhv and New and New and New and and and and and New and and New and and New and and New and and New and and New and and New and and New and and New and rqvxphuv ri ri ri ri ri ri ri riwhq ri zhn,q,什么和IDF IDF hfrjqlwlwlwlwlwlqg和villy vifxulw \\ e phfkdqlvp和0dfklqh ohduqh ohduqh ohduqlqlqlqlqjj&9 in 3 \ wr lpsohphqw idfrffrjqlqlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlwlr q, ,Q ,Q ,Q ,Q ,Q ,Q ,Q ,Q WKLV VLWXDWLRQ )DFH HPEHGGLQJVJV AND AND XVHG WHE[WOUDFW FKDUDFWLFV WKH IDFH IDFH IDFH ISUSISIONARY AND XVHV AND AND AND SHUVRQ RI RI RI RI RI RI RI SHUVRQ. V IDFH DV DQG AND JHQHUDWHV, ANFWRUV USUHVHVHVHQWLQJ WITH PRVW LPSRUWDQW IDFH 7KLV JHFWRU LV FDOOHG DQ :H UHIHU WR LW DV IDFH IDFH HEGLQF HEGFH LW RFFXUV LW RFFXUV LP PDFKLQH OHDUQLQJ 7KH SURMHFW DLPV WR UHGXFH WKH ULVNV DVRFLDWHG ZLWK UHPRWH $70V THIS IN THE REVOLUTIONS DVRFLDWHG ZLWK IUDXGXHQW THANK YOUR VERY VILY VERP VPPHR VRPH HOV V FDUG WR ZLWKGUDZ PRQH\ 7KHUHIRUH Wr ryhufrph带有意志和不属于ghyworshg是vroxwlrrrx xvlq 0/ wr olplw olplw fdug xvh xvh wrmxw这仅此关系,并且and and和and and and and and and and and xvlqr idfh uhfrjqduh div div div div>
,Q WKH RSLQLRQ RI 2UULFN +HUULQJWRQ 6XWFOLৼH //3 6SHFLDO 7D[ &RXQVHO WR WKH &RPPLVVLRQ ³6SHFLDO 7D[ &RXQVHO´ EDVHG XSRQ DQ DQVLODXWWHWJWL QV UXOLQJV DQG FRXUW GHFLVLRQV DQG DVVXPLQJ DPRQJ RWKHU PDWWHUV WKH DFFXUDF\ RI FHUWDLQ UHSUHVHQWDWLRQV DQG FRPSOLDQFH ZLWK FHUWDLQ FRYWQWHWHWHWHWHWHWH %RQGV DQG WKH 6HULHV % %RQGV LV H[FOXGHG IURP JURVV LQFRPH IRU IHGHUDO LQFRPH WD[ SXUSRVHV XQGHU 6HFWLRQ RI WKH ,QWHUQDO 5HYHQXH WHRI WKHWR ³R HWR SLQLRQ LV H[SUHVVHG DV WR WKH VWDWXV RI LQWHUHVW RQ DQ\ 6HULHV $ %RQG IRU DQ\ SHULRG WKDW VXFK 6HULHV $ %RQG LV KHOG E\ D ³VXEV XWDWQHWQHWH HG RU UH¿QDQFHG E\ WKH 6HULHV $ %RQGV RU E\ D ³UHODWHG SHUVRQ´ ZLWKLQ WKH PHDQLQJ RI 6HFWLRQ D RI WKH &RGH ,Q WKH IXUWKHU RQRQRQXLQLQXLQXLQH VW RQ WKH 6HULHV % %RQGV LV QRW D VSHFL¿F SUHIHUHQFH LWHP IRU SXUSRVHV RI WKH IHGHUDO LQGLYLGXDO DOWHUQDWLYH PLQLPXP WD[ 6SHFLDO 7D[XVQWWHWWWWHWW KH 6HULHV $ %RQGV LV D VSHFL¿F SUHIHUHQFH LWHP IRU SXUSRVHV RI WKH IHGHUDO LQGLYLGXDO DOWHUQDWLYH PLQLPXP WD[ DQG WKDW LQWHUHVW RQ WKHHH WKHV 6GGHV 6 % %RQGV LQFOXGHG LQ DGMXVWHG ¿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ਁਘ 0ਁਔ
摘要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写 SODQDUL]H WKH ZDIHU ZLWK D SRO\PHU FRYHULQJ DOO PLFURSLOODUV QDQRZLUHV 7KLV FRDWLQJ FDQ WKHQ EH VORZO\ DQG FDUHIXOO\ HWFKHG EDFN 写 UHYHDO MXVW WKH WLSV RI WKH PLFURSLOODUV QDQRZLUHV 2QFH WKH WLSV DUH H[SRVHG SW\SH PHWDO FRQWDFWV FDQ EH GHSRVLWHG DV D XQLYHUVDO FRQWDFW RU D GHSRVLW DQG OLIW RII SURFHVV FDQ EH XVHG 写 IDEULFDWH LQGLYLGXDO GHYLFH FRQWDFWV $QRWKHU DSSURDFK LV 写 XVH SKRWROLWKRJUDSK\ 写 SDWWHUQ WKHVH SW\SH FRQWDFWV +RZHYHU WKH DOLJQPHQW WROHUDQFH GHFUHDVHV TXLFNO\ DV GHYLFH IRRWSULQWV VKULQN DQG DQ\ PLVDOLJQPHQW FDQ OHDG 写 GHYLFH IDLOXUHV DQG UHGXFHG \LHOG ,Q WKLV ZRUN ZH SURSRVH D QHZ VROXWLRQ WR WKHVH FKDOOHQJHV DQG GHPRQVWUDWH WKH VXFFHVVIXO IDEULFDWLRQ RI 89 PLFURSLOODU /('V DW QP %\ HPEHGGLQJ WKH GHYLFH ¶V RKPLF FRQWDFW ZLWKLQ WKH GU\ HWFK PDVN WKLV QRYHO VLQJOH VWUXFWXUH FDQ VHUYH WZR SXUSRVHV ±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Û& IRU PLQXWHV LQ DQ R[\JHQ HQYLURQPHQW SULRU WR WHVWLQJ 7KHVH GLIIHUHQW VWUXFWXUHV ZHUH FRPSDUHG WR D QP VLQJOH 1L OD\HU FRQWDFW ZKLFK VHUYHG DV RXU EDVHOLQH 2XU PHDVXUHPHQWV VKRZ WKDW QP 1L QP $X QP 1L DQG QP 1L QP $X QP 1L FRQWDFWV VKRZ WKH ORZHVW FRQWDFW UHVLVWDQFH ±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等 > @ FRQVLVWLQJ RI D QP $O1 EXIIHU OD\HU D —P XQGRSHG *D1 OD\HU D —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