{"id":4045,"date":"2025-09-23T00:49:34","date_gmt":"2025-09-23T00:49:34","guid":{"rendered":"https:\/\/dizainoarkliukas.lt\/?p=4045"},"modified":"2025-09-23T00:49:34","modified_gmt":"2025-09-23T00:49:34","slug":"nauja-pg-sistema-prognozuoja-1000-ligu-rizika-is-anksto","status":"publish","type":"post","link":"https:\/\/dizainoarkliukas.lt\/?p=4045","title":{"rendered":"Nauja PG sistema prognozuoja 1000 lig\u0173 rizik\u0105 i\u0161 anksto"},"content":{"rendered":"<p><\/p>\n<div style=\"position:relative;overflow:visible;font-size:1.2em;line-height:1.58\">\n<div class=\"pt-8 pb-10 border-t border-b border-decryptGridline \">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Turinys:<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/dizainoarkliukas.lt\/?p=4045\/#Trumpai\" >Trumpai<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/dizainoarkliukas.lt\/?p=4045\/#Uz_uzuolaidos\" >U\u017e u\u017euolaidos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/dizainoarkliukas.lt\/?p=4045\/#Apribojimai\" >Apribojimai<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/dizainoarkliukas.lt\/?p=4045\/#Paprastai_protingas_Informacinis_biuletenis\" >Paprastai protingas Informacinis biuletenis<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h4 class=\"sc-b2a202e4-4 bNRGqr gg-dark:text-white\" color=\"#333\"><span class=\"ez-toc-section\" id=\"Trumpai\"><\/span>Trumpai<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul>\n<li class=\"font-meta-serif-pro font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tyr\u0117jai pristat\u0117 \u201eDelphi-2m\u201c pob\u016bd\u012f-PG, kuris prognozuoja, kad rizikuoja 1000 ir daugiau lig\u0173 iki 20 met\u0173.<\/li>\n<li class=\"font-meta-serif-pro font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Modelis pralenk\u0117 vienos ligos priemones, numatan\u010dias gretutines ligas ir sukuriant sintetini\u0173 sveikatos trajektorijas i\u0161 medicinos \u012fra\u0161\u0173.<\/li>\n<li class=\"font-meta-serif-pro font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Delphi-2M, mokomas JK biobanko ir patvirtintas 1,9 mln. Danijos sveikatos \u012fra\u0161\u0173, rodo pa\u017ead\u0105, ta\u010diau susiduria su \u0161ali\u0161kumu, privatumu ir dislokavimo kli\u016btimis.<\/li>\n<\/ul>\n<\/div>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tyr\u0117jai suk\u016br\u0117 AI sistem\u0105, kuri prognozuoja j\u016bs\u0173 rizik\u0105 i\u0161sivystyti daugiau nei 1000 lig\u0173 iki 20 met\u0173 iki simptom\u0173, ra\u0161oma \u0161i\u0105 savait\u0119 paskelbtame tyrime.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Modelis, vadinamas \u201eDelphi-2M\u201c, pasiek\u0117 76% tikslum\u0105 artimiausio laikotarpio sveikatos prognoz\u0117ms ir i\u0161laik\u0117 70% tikslum\u0105 net ir prognozuodamas de\u0161imtmet\u012f \u012f ateit\u012f.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tai pralenk\u0117 esamus vienos ligos rizikos skai\u010diuotuvus, tuo pa\u010diu metu \u012fvertindama rizik\u0105 visame \u017emogaus ligos spektre.<\/p>\n<p><iframe loading=\"lazy\" style=\"border:0\" src=\"https:\/\/myriad.markets\/embed\/market\/gold-price-pump-to-4k-or-dump-to-3-3k\" width=\"100%\" height=\"415px\"><span data-mce-type=\"bookmark\" style=\"display:inline-block;width:0px;overflow:hidden;line-height:0\" class=\"mce_SELRES_start\">\ufeff<\/span><\/iframe><\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">\u201e\u017dmogaus ligos progresavimui am\u017eiuje b\u016bdingi sveikatos laikotarpiai, \u016bmin\u0117s ligos epizodai ir l\u0117tinis sekinimas, da\u017enai pasirei\u0161kiantis kaip sergamumo grupes\u201c,-ra\u0161\u0117 tyr\u0117jai. \u201eKeletas algoritm\u0173 gali numatyti vis\u0105 \u017emogaus ligos spektr\u0105, kuriame daugiau nei 1 000 diagnozi\u0173 pripa\u017e\u012fsta auk\u0161\u010diausio lygio tarptautin\u0117s lig\u0173 klasifikacijos lygyje, de\u0161imtos revizijos (TLK-10) kodavimo sistemoje.\u201c<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Sistema i\u0161moko \u0161iuos modelius nuo 402 799 JK \u201eBioBank\u201c dalyvi\u0173, tada \u012frod\u0117, kad 1,9 milijono Danijos sveikatos \u012fra\u0161\u0173 be jokio papildomo mokymo \u012frod\u0117.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Prie\u0161 prad\u0117dami trinti rankas su savo medicininio numatytojo id\u0117ja, ar galite patys i\u0161bandyti \u201eDelphi-2m\u201c? Ne visai tiksliai.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Apmokytas modelis ir jo svoriai yra u\u017erakinti u\u017e JK \u201eBioBank\u201c kontroliuojam\u0173 prieigos proced\u016br\u0173 &#8211; tai rei\u0161kia tik tyr\u0117jus. \u201eCode Base\u201c mokyti savo versij\u0105 yra \u201eGitHub\u201c pagal MIT licencij\u0105, tod\u0117l galite techni\u0161kai sukurti savo model\u012f, ta\u010diau jums reik\u0117s prieigos prie did\u017eiuli\u0173 medicinini\u0173 duomen\u0173 rinkini\u0173, kad jis veikt\u0173.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Kol kas tai i\u0161lieka tyrim\u0173 \u012frankiu, o ne vartotoj\u0173 programa.<\/p>\n<h2 class=\"sc-b2a202e4-2 bmropA gg-dark:text-white scene:font-itc-avant-garde-gothic-pro scene:font-light\" style=\"margin-top:2em;text-align:left;padding-bottom:16px;margin-bottom:16px;border-bottom:1px solid #dfe2e4\" color=\"#333\"><span class=\"ez-toc-section\" id=\"Uz_uzuolaidos\"><\/span>U\u017e u\u017euolaidos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Technologija veikia gydant medicinos istorij\u0105 kaip sekas &#8211; pana\u0161iai kaip \u201eChatGPT\u201c apdoroja tekst\u0105.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Kiekviena diagnoz\u0117, u\u017efiksuota atsi\u017evelgiant \u012f pirm\u0105j\u012f am\u017ei\u0173, tampa \u017eetonu. Modelis skaito \u0161i\u0105 medicinin\u0119 \u201ekalb\u0105\u201c ir prognozuoja, kas bus toliau.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tur\u0117dami tinkam\u0105 informacij\u0105 ir mokym\u0105, galite nusp\u0117ti kit\u0105 \u017eeton\u0105 (\u0161iuo atveju, kit\u0105 lig\u0105) ir apskai\u010diuot\u0105 laik\u0105, prie\u0161 tai sukuriamas \u201e\u017eetonas\u201c (kiek laiko susergate, jei \u012fvyks grei\u010diausias \u012fvyki\u0173 rinkinys).<\/p>\n<div>\n<figure class=\"w-full max-w-full mt-4 overflow-hidden\"><\/figure>\n<\/div>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">60-me\u010diui, sergan\u010diam cukriniu diabetu ir padid\u0117jusiu kraujosp\u016bd\u017eiu, \u201eDelphi-2M\u201c gali prognozuoti 19 kart\u0173 padid\u0117jusi\u0105 kasos v\u0117\u017eio rizik\u0105. \u012e \u0161i\u0105 istorij\u0105 prid\u0117kite kasos v\u0117\u017eio diagnoz\u0119, o modelis apskai\u010diuoja mirtingumo rizik\u0105, \u0161okin\u0117jant\u012f beveik de\u0161imt t\u016bkstan\u010di\u0173 kart\u0173.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">\u201eDelphi-2M\u201c transformatoriaus architekt\u016bra atspindi kiekvieno asmens sveikatos kelion\u0119 kaip diagnostikos kod\u0173, gyvenimo b\u016bdo veiksni\u0173, toki\u0173 kaip r\u016bkymas ir KMI, tvarkara\u0161t\u012f ir demografinius duomenis. \u201eNo Event\u201c pamink\u0161tinimo \u017eetonai u\u017epildo spragas tarp medicinini\u0173 vizit\u0173, mokant modelio, kad paprastas laiko pra\u0117jimas kei\u010diasi pradine rizika.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tai taip pat pana\u0161u \u012f tai, kaip normal\u016bs LLM gali suprasti tekst\u0105, net jei jie praleid\u017eia kai kuriuos \u017eod\u017eius ar net sakinius.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">I\u0161bandytas nuo nustatyt\u0173 klinikini\u0173 priemoni\u0173, \u201eDelphi-2M\u201c suderino arba vir\u0161ijo j\u0173 na\u0161um\u0105. Prognozuojant \u0161irdies ir kraujagysli\u0173 lig\u0173 lig\u0105, ji pasiek\u0117 0,70 AUC, palyginti su 0,69 autoprogrogrogrogoze ir 0,71 QRISK3. Demencijai ji pasiek\u0117 0,81, palyginti su 0,81 UKBDRS. Pagrindinis skirtumas: tos priemon\u0117s numato atskiras s\u0105lygas. \u201eDelphi-2m\u201c visk\u0105 \u012fvertina vienu metu.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Be individuali\u0173 prognozi\u0173, sistema generuoja visas sintetines sveikatos trajektorijas.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Nuo 60 met\u0173 duomen\u0173 jis gali modeliuoti t\u016bkstan\u010dius galim\u0173 sveikatos ateities, tod\u0117l gyventoj\u0173 lygio ligos na\u0161ta yra tiksliems statistin\u0117ms pakra\u0161\u010diams. Vienas sintetinis duomen\u0173 rinkinys i\u0161mok\u0117 antrin\u012f \u201eDelphi\u201c model\u012f, kuris pasiek\u0117 74% tikslum\u0105 &#8211; tik tris procentinius punktus \u017eemiau originalo.<\/p>\n<div>\n<figure class=\"w-full max-w-full mt-4 overflow-hidden\"><img alt=\"\" loading=\"lazy\" width=\"886\" height=\"594\" decoding=\"async\" data-nimg=\"1\" class=\"object-contain object-center w-full\" style=\"color:transparent\" sizes=\"auto, (min-width: 640px) 950px, 384px\" srcset=\"https:\/\/img.decrypt.co\/insecure\/rs:fit:16:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 16w, https:\/\/img.decrypt.co\/insecure\/rs:fit:32:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 32w, https:\/\/img.decrypt.co\/insecure\/rs:fit:48:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 48w, https:\/\/img.decrypt.co\/insecure\/rs:fit:64:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 64w, https:\/\/img.decrypt.co\/insecure\/rs:fit:96:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 96w, https:\/\/img.decrypt.co\/insecure\/rs:fit:128:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 128w, https:\/\/img.decrypt.co\/insecure\/rs:fit:256:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 256w, https:\/\/img.decrypt.co\/insecure\/rs:fit:384:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 384w, https:\/\/img.decrypt.co\/insecure\/rs:fit:640:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 640w, https:\/\/img.decrypt.co\/insecure\/rs:fit:750:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 750w, https:\/\/img.decrypt.co\/insecure\/rs:fit:828:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 828w, https:\/\/img.decrypt.co\/insecure\/rs:fit:1080:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 1080w, https:\/\/img.decrypt.co\/insecure\/rs:fit:1200:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 1200w, https:\/\/img.decrypt.co\/insecure\/rs:fit:1920:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 1920w, https:\/\/img.decrypt.co\/insecure\/rs:fit:2048:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 2048w, https:\/\/img.decrypt.co\/insecure\/rs:fit:3840:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp 3840w\" src=\"https:\/\/img.decrypt.co\/insecure\/rs:fit:3840:0:0:0\/plain\/https:\/\/cdn.decrypt.co\/wp-content\/uploads\/2025\/09\/Screenshot-2025-09-22-173253.png@webp\"\/><\/figure>\n<\/div>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Modelis atskleid\u0117, kaip ligos laikui b\u0117gant daro \u012ftak\u0105 viena kitai. V\u0117\u017eys padidino mirtingumo rizik\u0105, kai keleri\u0173 met\u0173 \u201epusin\u0117s eliminacijos laikas\u201c, o septicemijos poveikis smarkiai suma\u017e\u0117jo, per m\u0117nesius gr\u012f\u017etant \u012f beveik bazin\u0119 linij\u0105. Psichin\u0117s sveikatos b\u016bkl\u0117s parod\u0117 nuolatin\u012f klasterizacijos poveik\u012f, o viena diagnoz\u0117 stipriai prognozavo kitas toje kategorijoje po met\u0173.<\/p>\n<h2 class=\"sc-b2a202e4-2 bmropA gg-dark:text-white scene:font-itc-avant-garde-gothic-pro scene:font-light\" style=\"margin-top:2em;text-align:left;padding-bottom:16px;margin-bottom:16px;border-bottom:1px solid #dfe2e4\" color=\"#333\"><span class=\"ez-toc-section\" id=\"Apribojimai\"><\/span>Apribojimai<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Sistema turi ribas. Jos 20 met\u0173 prognoz\u0117s apskritai suma\u017e\u0117ja iki ma\u017edaug 60\u201370% tikslumo, ta\u010diau viskas priklausys nuo to, kokio tipo ligos ir s\u0105lygos ji bando i\u0161analizuoti ir prognozuoti.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">\u201e97% diagnozi\u0173 AUC buvo didesnis nei 0,5, tai rodo, kad did\u017eioji dauguma sek\u0117 modelius, kuri\u0173 numatomumas bent i\u0161 dalies yra bent i\u0161 dalies\u201c,-ra\u0161oma tyrime ir v\u0117liau prid\u016br\u0117, kad \u201eDelphi-2m vidutin\u0117s AUC vert\u0117s suma\u017e\u0117ja nuo 0,76 iki 0,70, o po 10 met\u0173, o tai, kad pirmieji m\u0117gini\u0173 \u0117mimo metai yra vidutini\u0161kai nuo 0,76 iki 0,70, ir tai, kad po 10 met\u0173 yra ma\u017eesn\u0117 nei 14 proc. v\u0117liau \u201c.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Kitaip tariant, \u0161is modelis gana gerai numato dalykus pagal atitinkamus scenarijus, ta\u010diau daug kas gali pasikeisti per 20 met\u0173, taigi tai n\u0117ra nostradamas.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Retos ligos ir labai aplinkos s\u0105lygos yra sunkiau prognozuojamos. JK \u201eBiobank\u201c demografinis i\u0161krypimas &#8211; da\u017eniausiai baltas, i\u0161silavin\u0119s, palyginti sveikas savanoriai &#8211; intrieja \u0161ali\u0161kum\u0105, kur\u012f tyr\u0117jai pripa\u017e\u012fsta, kad reikia spr\u0119sti.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Danijos patvirtinimas atskleid\u0117 dar vien\u0105 apribojim\u0105: \u201eDelphi-2M\u201c i\u0161moko kai kuri\u0173 JK duomen\u0173 rinkimo keiksma\u017eod\u017ei\u0173. Ligos, u\u017efiksuotos daugiausia ligonin\u0117se, pasirod\u0117 dirbtinai i\u0161p\u016bstos, prie\u0161taraujan\u010dios Danijos \u017emoni\u0173 u\u017eregistruotiems duomenims.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Modelis prognozavo septicemij\u0105 a\u0161tuonis kartus daugiau nei \u012fprastas normas visiems, turintiems ankstesni\u0173 ligonin\u0117s duomenis, i\u0161 dalies tod\u0117l, kad 93% JK biobanko septicemijos diagnozi\u0173 atsirado d\u0117l ligonin\u0117s \u012fra\u0161\u0173.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tyr\u0117jai mok\u0117 \u201eDelphi-2M\u201c naudodami modifikuot\u0105 GPT-2 architekt\u016br\u0105 su 2,2 mln. Parametr\u0173-\u201eTipy\u201c, palyginti su \u0161iuolaikin\u0117mis kalb\u0173 modeliais, ta\u010diau pakanka medicininei prognozei. Pagrindin\u0117s modifikacijos ap\u0117m\u0117 nuolatin\u012f am\u017eiaus kodavim\u0105, o ne diskre\u010diuosius pad\u0117ties \u017eymenis ir eksponentinio laukimo laiko model\u012f, kuris numatyt\u0173, kada \u012fvyks \u012fvykiai, o ne tik tai, kas nutikt\u0173.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Kiekvienoje sveikatos trajektorijoje mokymo duomenyse buvo vidutini\u0161kai 18 lig\u0173 \u017eeton\u0173, apiman\u010di\u0173 gimdym\u0105 iki 80 met\u0173. Seksas, KMI kategorijos, r\u016bkymo b\u016bkl\u0117 ir alkoholio vartojimas.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Modelis i\u0161moko automati\u0161kai \u012fvertinti \u0161iuos veiksnius, su\u017einoj\u0119s, kad nutukimo padid\u0117jo diabeto rizika r\u016bkant padid\u0117jusias v\u0117\u017eio tikimybes &#8211; ry\u0161ys, kur\u012f medicina jau seniai \u012fsitvirtino, ta\u010diau atsirado be ai\u0161kaus programavimo. Tai tikrai LLM sveikatos b\u016bklei.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Klinikiniam dislokavimui i\u0161lieka kelios kli\u016btys.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Modeliui reikia patvirtinti \u012fvairesni\u0173 populiacij\u0173, pavyzd\u017eiui, \u017emoni\u0173 i\u0161 Nigerijos, Kinijos ir Amerikos gyvenimo b\u016bdo ir \u012fpro\u010di\u0173 gali b\u016bti labai skirtingas, tod\u0117l modelis tampa ne toks tikslus.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Taip pat reikia kruop\u0161\u010diai tvarkyti privatumo problemas d\u0117l i\u0161samios sveikatos istorijos naudojimo. Integracija \u012f esamas sveikatos prie\u017ei\u016bros sistemas kelia techninius ir reguliavimo i\u0161\u0161\u016bkius.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Ta\u010diau potencialios programos apima kandidatus, kurie neatitinka am\u017ei\u0173 kriterij\u0173, iki populiacijos sveikatos intervencij\u0173 modeliavimo. Draudimo bendrov\u0117s, farmacijos firmos ir visuomen\u0117s sveikatos agent\u016bros gali tur\u0117ti akivaizd\u017ei\u0173 interes\u0173.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">\u201eDelphi-2M\u201c prisijungia prie augan\u010dios \u201eTransformer\u201c pagrindu sukurt\u0173 medicinos modeli\u0173 \u0161eimos. Keletas pavyzd\u017ei\u0173 <span style=\"box-sizing:border-box;margin:0px;padding:0px\">\u012etraukite Harvardo \u201ePDGRAPHER\u201c \u012frank\u012f, skirt\u0105 numatyti gen\u0173 ir vaist\u0173 derinius, kurie gal\u0117t\u0173 pakeisti tokias ligas kaip Parkinsono ar Alzheimerio liga, LLM, specialiai mokomi baltym\u0173 jung\u010di\u0173, \u201eGoogle\u201c alfagenomo modelis, mokomas DNR por\u0173 ir kit\u0173, ir kt.<\/span>.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Tai, kas daro Delphi-2M toki\u0105 \u012fdomi\u0105 ir skirting\u0105, yra platus veiksmo sritis, vien tik apr\u0117pt\u0173 lig\u0173 plotis, ilga prognozavimo horizontas ir jo sugeb\u0117jimas generuoti realius sintetinius duomenis, kurie i\u0161saugo statistinius ry\u0161ius, tuo pa\u010diu apsaugant individual\u0173 privatum\u0105.<\/p>\n<p class=\"font-meta-serif-pro scene:font-noto-sans scene:text-base scene:md:text-lg font-normal text-lg md:text-xl md:leading-9 tracking-px text-body gg-dark:text-neutral-100\">Kitaip tariant: \u201eKiek a\u0161 turiu?\u201c Netrukus gali b\u016bti ma\u017eiau retorinis klausimas ir labiau nusp\u0117jamas duomen\u0173 ta\u0161kas.<\/p>\n<div class=\"my-4 border-b border-decryptGridline\">\n<div class=\"text-start p-8 md:py-12 md:px-12 max-w-prose relative\"><span class=\"border-t-4 border-l-4 w-4 h-4 md:border-t-(6px) md:border-l-(6px) md:w-6 md:h-6 border-decryptPurple dark:border-decryptNeon gg-dark:border-cc-pink-2 absolute top-4 left-4 md:top-6 md:left-6\"\/><span class=\"border-t-4 border-l-4 w-4 h-4 md:border-t-(6px) md:border-l-(6px) md:w-6 md:h-6 border-decryptPurple dark:border-decryptNeon gg-dark:border-cc-pink-2 absolute rotate-180 bottom-4 right-4 md:bottom-6 md:right-6\"\/><\/p>\n<h3 class=\"font-akzidenz-grotesk font-bold text-xl md:text-3xl md:text-center gg-dark:text-white\"><span class=\"ez-toc-section\" id=\"Paprastai_protingas_Informacinis_biuletenis\"><\/span>Paprastai protingas<!-- --> Informacinis biuletenis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Savait\u0117s AI kelion\u0117, kuri\u0105 pasakojo generacinis AI modelis.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><a href=\"https:\/\/decrypt.co\/340776\/new-ai-system-predicts-risk-1000-diseases-years-advance\"> Nuoroda \u012f informacijos \u0161altin\u012f <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trumpai Tyr\u0117jai pristat\u0117 \u201eDelphi-2m\u201c pob\u016bd\u012f-PG, kuris prognozuoja, kad rizikuoja 1000 ir daugiau lig\u0173 iki 20 met\u0173. Modelis pralenk\u0117 vienos ligos&hellip;<\/p>\n","protected":false},"author":1,"featured_media":4046,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[278],"tags":[2302,313,6380,14,268,466,1498],"class_list":["post-4045","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-web3","tag-anksto","tag-is","tag-ligu","tag-nauja","tag-prognozuoja","tag-rizika","tag-sistema"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Trumpai Tyr\u0117jai pristat\u0117 \u201eDelphi-2m\u201c pob\u016bd\u012f-PG, kuris prognozuoja, kad rizikuoja 1000 ir daugiau lig\u0173 iki 20 met\u0173. Modelis pralenk\u0117 vienos ligos priemones, numatan\u010dias gretutines ligas ir sukuriant sintetini\u0173 sveikatos trajektorijas i\u0161 medicinos \u012fra\u0161\u0173. Delphi-2M, mokomas JK biobanko ir patvirtintas 1,9 mln. Danijos sveikatos \u012fra\u0161\u0173, rodo pa\u017ead\u0105, ta\u010diau susiduria su \u0161ali\u0161kumu, privatumu ir dislokavimo kli\u016btimis. 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Modelis pralenk\u0117 vienos ligos priemones, numatan\u010dias gretutines ligas ir sukuriant sintetini\u0173 sveikatos trajektorijas i\u0161 medicinos \u012fra\u0161\u0173. Delphi-2M, mokomas JK biobanko ir patvirtintas 1,9 mln. Danijos sveikatos \u012fra\u0161\u0173, rodo pa\u017ead\u0105, ta\u010diau susiduria su \u0161ali\u0161kumu, privatumu ir dislokavimo kli\u016btimis. 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