Vzestup podvodn\u00fdch sch\u00e9mat ve zdravotnictv\u00ed s vyu\u017eit\u00edm um\u011bl\u00e9 inteligence<\/h2>\n
Celosv\u011btov\u00fd sektor zdravotn\u00ed p\u00e9\u010de za\u017e\u00edv\u00e1 bezprecedentn\u00ed n\u00e1r\u016fst pokus\u016f o podvod na b\u00e1zi um\u011bl\u00e9 inteligence.<\/strong>. S t\u00edm, jak se generativn\u00ed um\u011bl\u00e1 inteligence st\u00e1v\u00e1 dostupnou, mohou podvodn\u00edci automatizovat to, co se d\u0159\u00edve d\u011blalo ru\u010dn\u011b, a vytv\u00e1\u0159et p\u0159esv\u011bd\u010div\u00e9 fale\u0161n\u00e9 identity, dokumenty, a dokonce i hlasy nebo videa ve velk\u00e9m m\u011b\u0159\u00edtku. \u00da\u0159ady zaznamenaly, \u017ee nap\u0159. pokusy o podvody s vyu\u017eit\u00edm fale\u0161n\u00fdch m\u00e9di\u00ed vzrostly v roce 2023 o 3,000%<\/strong> samostatn\u011b[4]<\/a>[5]<\/a>. Po\u010det p\u0159\u00edpad\u016f souvisej\u00edc\u00edch s deepfake se t\u00e9m\u011b\u0159 zdvojn\u00e1sobil z 22 v roce 2022 na 42 v roce 2023, pot\u00e9 se zv\u00fd\u0161il na 150 p\u0159\u00edpad\u016f v roce 2024; p\u0159ekvapiv\u011b v prvn\u00edm \u010dtvrtlet\u00ed roku 2025 bylo zaznamen\u00e1no 179 p\u0159\u00edpad\u016f deepfake podvod\u016f, co\u017e ji\u017e p\u0159ekro\u010dilo celkov\u00fd po\u010det za rok 2024.[6]<\/a>[7]<\/a>. Tento trend nazna\u010duje, \u017ee rychl\u00fd r\u016fst podvod\u016f zalo\u017een\u00fdch na um\u011bl\u00e9 inteligenci.<\/strong>, p\u0159i\u010dem\u017e analytici p\u0159edpov\u00eddaj\u00ed, \u017ee generativn\u00ed um\u011bl\u00e1 inteligence by mohla zv\u00fd\u0161it ztr\u00e1ty z podvod\u016f z $12,3 miliardy v roce 2023 na $40 miliard v roce 2027.<\/strong> (32% CAGR)[8]<\/a>.<\/p>\n Zdravotnictv\u00ed je v\u016f\u010di t\u00e9to vln\u011b kriminality poh\u00e1n\u011bn\u00e9 um\u011blou inteligenc\u00ed obzvl\u00e1\u0161t\u011b zraniteln\u00e9. Rozs\u00e1hl\u00fd a rozt\u0159\u00ed\u0161t\u011bn\u00fd ekosyst\u00e9m tohoto odv\u011btv\u00ed - zahrnuj\u00edc\u00ed nemocnice, kliniky, poji\u0161\u0165ovny, l\u00e9k\u00e1rny a telezdravotn\u00ed platformy - nab\u00edz\u00ed tis\u00edce bod\u016f \u00fatoku.[9]<\/a>[10]<\/a>. Tradi\u010dn\u00ed podvody (nap\u0159. fale\u0161n\u00e9 pr\u016fkazy poji\u0161t\u011bnce nebo odcizen\u00e9 pr\u016fkazy pacient\u016f) maj\u00ed se vyvinul v syst\u00e9mov\u00e9 vyko\u0159is\u0165ov\u00e1n\u00ed<\/strong> pomoc\u00ed um\u011bl\u00e9 inteligence[10]<\/a>[11]<\/a>. V roce 2025 ministerstvo spravedlnosti USA obvinilo 324 obvin\u011bn\u00fdch v syst\u00e9mech v celkov\u00e9 hodnot\u011b. $14,6 miliardy<\/strong> ve fale\u0161n\u00fdch \u017e\u00e1dostech - nejv\u011bt\u0161\u00ed p\u0159\u00edpad podvodu ve zdravotnictv\u00ed v historii.[12]<\/a>[13]<\/a>. Mnoho podvod\u016f se t\u00fdkalo telemedic\u00ednsk\u00fdch konzultac\u00ed a podvod\u016f s genetick\u00fdm testov\u00e1n\u00edm a nov\u00e1 zpr\u00e1va ministerstva spravedlnosti Centrum pro slu\u010dov\u00e1n\u00ed dat o podvodech ve zdravotnictv\u00ed<\/strong> pou\u017eil analytiku AI k proaktivn\u00edmu odhalov\u00e1n\u00ed vzorc\u016f.[14]<\/a>[15]<\/a>. Je z\u0159ejm\u00e9, \u017ee um\u011bl\u00e1 inteligence je dvouse\u010dn\u00e1 zbra\u0148: pom\u00e1h\u00e1 vy\u0161et\u0159ovatel\u016fm zachytit podvody, ale tak\u00e9... umo\u017e\u0148uje zlo\u010dinc\u016fm p\u00e1chat podvody v neb\u00fdval\u00e9m rozsahu a sofistikovanosti.<\/strong>[11]<\/a>[2]<\/a>.<\/p>\n Podvodn\u00edci v roce 2025 maj\u00ed k dispozici sadu n\u00e1stroj\u016f, kter\u00e9 jim umo\u017e\u0148uj\u00ed podv\u00e1d\u011bt zdravotnick\u00e9 syst\u00e9my a poji\u0161\u0165ovny. Mezi kl\u00ed\u010dov\u00e1 sch\u00e9mata pat\u0159\u00ed pad\u011bl\u00e1n\u00ed identit a dokument\u016f, generov\u00e1n\u00ed fale\u0161n\u00fdch zdravotn\u00edch \u00fadaj\u016f a vyd\u00e1v\u00e1n\u00ed se za d\u016fv\u011bryhodn\u00e9 pracovn\u00edky prost\u0159ednictv\u00edm deepfakes. N\u00ed\u017ee rozeb\u00edr\u00e1me nejroz\u0161\u00ed\u0159en\u011bj\u0161\u00ed podvodn\u00e9 techniky zalo\u017een\u00e9 na um\u011bl\u00e9 inteligenci a zp\u016fsoby jejich vyu\u017eit\u00ed proti zdravotnick\u00fdm organizac\u00edm:<\/p>\n Fale\u0161n\u00e9 identity pacient\u016f<\/strong> - \u010dasto vytvo\u0159en\u00e9 s pomoc\u00ed um\u011bl\u00e9 inteligence - jsou z\u00e1kladn\u00ed taktikou podvod\u016f. Nam\u00edsto kr\u00e1de\u017ee identity jednoho \u010dlov\u011bka zlo\u010dinci kombinuj\u00ed skute\u010dn\u00e9 \u00fadaje od v\u00edce lid\u00ed s vymy\u0161len\u00fdmi \u00fadaji a vytv\u00e1\u0159ej\u00ed tak syntetick\u00e9 identity<\/strong> kter\u00e9 se vyd\u00e1vaj\u00ed za nov\u00e9 pacienty[17]<\/a>[18]<\/a>. Generativn\u00ed um\u011bl\u00e1 inteligence to urychluje vytv\u00e1\u0159en\u00edm realistick\u00fdch osobn\u00edch z\u00e1znam\u016f. Um\u011bl\u00e1 inteligence m\u016f\u017ee nap\u0159\u00edklad generovat v\u011brohodn\u00e9 pr\u016fkazy toto\u017enosti, profily, dokonce i rodinn\u00e9 historie (\"synteti\u010dt\u00ed rodi\u010de\") pro fale\u0161n\u00e9ho pacienta.<\/strong>[19]<\/a>[20]<\/a>. Tito fantomov\u00ed pacienti se pak pou\u017e\u00edvaj\u00ed k otev\u00edrat \u00fa\u010dty, uzav\u00edrat pojistn\u00e9 smlouvy nebo \u00fa\u010dtovat slu\u017eby.<\/strong> kter\u00e9 se nikdy neuskute\u010dnily. B\u011bhem pandemie COVID-19 podvodn\u00edci pou\u017e\u00edvali syntetick\u00e9 pr\u016fkazy toto\u017enosti k \u010derp\u00e1n\u00ed mimo\u0159\u00e1dn\u00fdch zdravotn\u00edch d\u00e1vek, nyn\u00ed je pou\u017e\u00edvaj\u00ed k tomu, aby pod\u00e1vat fale\u0161n\u00e9 \u017e\u00e1dosti o poji\u0161t\u011bn\u00ed nebo si nechat p\u0159edepisovat l\u00e9ky.<\/strong>, s v\u011bdom\u00edm, \u017ee dob\u0159e vytvo\u0159en\u00e1 identita se m\u016f\u017ee vyhnout odhalen\u00ed.[21]<\/a>[22]<\/a>. Podle Feder\u00e1ln\u00edho rezervn\u00edho syst\u00e9mu USA dos\u00e1hly ztr\u00e1ty zp\u016fsoben\u00e9 podvody se syntetickou identitou v\u00fd\u0161e $35 miliard v roce 2023<\/strong> a nad\u00e1le stoupaj\u00ed[23]<\/a>. Dopad na zdravotn\u00ed p\u00e9\u010di je z\u00e1va\u017en\u00fd: podvodn\u00edci mohou pou\u017e\u00edt ukraden\u00e9 \u010d\u00edslo soci\u00e1ln\u00edho poji\u0161t\u011bn\u00ed d\u00edt\u011bte k vytvo\u0159en\u00ed fale\u0161n\u00e9ho pacienta s dokonal\u00fdm kreditem nebo mohou kombinovat ukraden\u00e9 \u00fadaje o pacientovi, aby obe\u0161li ov\u011b\u0159en\u00ed poji\u0161\u0165ovny.[17]<\/a>[24]<\/a>. Ka\u017ed\u00fd syntetick\u00fd pacient zaveden\u00fd do syst\u00e9mu naru\u0161uje integritu dat a m\u016f\u017ee v\u00e9st k neopr\u00e1vn\u011bn\u00fdm v\u00fdplat\u00e1m.<\/strong> nebo dokonce klinick\u00e9 chyby, pokud se fale\u0161n\u00e1 identita proplete se skute\u010dn\u00fdmi l\u00e9ka\u0159sk\u00fdmi z\u00e1znamy.<\/p>\n Generativn\u00ed um\u011bl\u00e1 inteligence se nyn\u00ed pou\u017e\u00edv\u00e1 k vytv\u00e1\u0159en\u00ed l\u00e9ka\u0159sk\u00e9 dokumenty, z\u00e1znamy a cel\u00e9 pojistn\u00e9 ud\u00e1losti<\/strong>. Jazykov\u00e9 modely mohou vytv\u00e1\u0159et autenticky vypadaj\u00edc\u00ed l\u00e9ka\u0159sk\u00e9 zpr\u00e1vy, propou\u0161t\u011bc\u00ed zpr\u00e1vy, laboratorn\u00ed v\u00fdsledky nebo v\u00fdpisy z \u00fa\u010dt\u016f pln\u00e9 l\u00e9ka\u0159sk\u00e9 hant\u00fdrky - v\u0161e p\u0159izp\u016fsoben\u00e9 tak, aby podpo\u0159ilo podvodn\u00e9 tvrzen\u00ed. Ve skute\u010dnosti pozorovatel\u00e9 z oboru hl\u00e1s\u00ed 89% n\u00e1r\u016fst l\u00e9ka\u0159sk\u00fdch dokument\u016f generovan\u00fdch um\u011blou inteligenc\u00ed<\/strong> v porovn\u00e1n\u00ed s p\u0159edchoz\u00edmi roky[25]<\/a>[26]<\/a>. Podvodn\u00edci vyu\u017e\u00edvaj\u00ed tyto fale\u0161n\u00e9 z\u00e1znamy k ospravedln\u011bn\u00ed drah\u00fdch z\u00e1krok\u016f nebo l\u00e9k\u016f, kter\u00e9 nikdy nebyly poskytnuty, nebo k nav\u00fd\u0161en\u00ed \u00fahradov\u00fdch k\u00f3d\u016f. Um\u011bl\u00e1 inteligence by nap\u0159\u00edklad mohla vygenerovat fale\u0161n\u00fd diagnostick\u00e1 zobrazovac\u00ed zpr\u00e1va nebo laboratorn\u00ed v\u00fdsledek<\/strong> k dolo\u017een\u00ed n\u00e1roku na vysok\u00e9 n\u00e1klady na onkologick\u00e9 l\u00e9ky. Poji\u0161\u0165ovny a zdravotnick\u00e9 syst\u00e9my \u010del\u00ed z\u00e1plav\u011b takov\u00fdch \u017e\u00e1dost\u00ed. syntetick\u00e9 pap\u00edry<\/strong>, co\u017e zt\u011b\u017euje rozli\u0161en\u00ed opr\u00e1vn\u011bn\u00fdch tvrzen\u00ed od pad\u011blk\u016f. Ve Velk\u00e9 Brit\u00e1nii poji\u0161\u0165ovny zaznamen\u00e1vaj\u00ed. rychle rostouc\u00ed vyu\u017e\u00edv\u00e1n\u00ed fale\u0161n\u00fdch dokument\u016f a pad\u011blan\u00fdch dokument\u016f p\u0159i podvodech s pohled\u00e1vkami.<\/strong>, \u010dasto u zd\u00e1nliv\u011b rutinn\u00edch pohled\u00e1vek s n\u00edzkou hodnotou, aby se vyhnuly kontrole.[27]<\/a>. Ani klinick\u00e9 sn\u00edmky nejsou imunn\u00ed - existuj\u00ed d\u016fkazy, \u017ee podvodn\u00edci pou\u017e\u00edvaj\u00ed generativn\u00ed um\u011blou inteligenci k napodobov\u00e1n\u00ed l\u00e9ka\u0159sk\u00fdch sn\u00edmk\u016f<\/strong> jako jsou rentgenov\u00e9 sn\u00edmky nebo skeny[3]<\/a>. D\u016fsledky p\u0159esahuj\u00ed finan\u010dn\u00ed ztr\u00e1ty: pokud se zfal\u0161ovan\u00e9 l\u00e9ka\u0159sk\u00e9 z\u00e1znamy dostanou do dokumentace pacienta, mohou v\u00e9st k chybn\u00e9 diagn\u00f3ze nebo nespr\u00e1vn\u00e9 l\u00e9\u010db\u011b. Proto, Zdravotn\u00ed dokumentace psan\u00e1 um\u011blou inteligenc\u00ed p\u0159edstavuje v\u00e1\u017en\u00e9 riziko pro integritu a bezpe\u010dnost.<\/strong>.<\/p>\n Podvody s p\u0159edpisy vstoupily do digit\u00e1ln\u00edho v\u011bku d\u00edky um\u011bl\u00e9 inteligenci. Pad\u011blan\u00e9 recepty<\/strong> - tradi\u010dn\u011b prov\u00e1d\u011bn\u00e9 pomoc\u00ed ukraden\u00fdch blo\u010dk\u016f s recepty nebo z\u00e1kladn\u00edmi \u00fapravami - lze nyn\u00ed automaticky generovat s realistick\u00fdmi detaily a podpisy l\u00e9ka\u0159\u016f. Gener\u00e1tory obr\u00e1zk\u016f AI nebo \u0161ablony umo\u017e\u0148uj\u00ed trivi\u00e1ln\u00ed vytv\u00e1\u0159en\u00ed autenticky vypadaj\u00edc\u00ed v\u00fdtisky elektronick\u00fdch recept\u016f<\/strong> nebo l\u00e9k\u00e1rensk\u00e9 objedn\u00e1vkov\u00e9 formul\u00e1\u0159e. Je\u0161t\u011b z\u00e1ke\u0159n\u011bj\u0161\u00ed je, \u017ee pachatel\u00e9 vyu\u017e\u00edvaj\u00ed klonov\u00e1n\u00ed hlasu<\/strong> vyd\u00e1vat se p\u0159i hovorech s l\u00e9k\u00e1rn\u00edky za l\u00e9ka\u0159e. V jednom p\u0159\u00edpad\u011b se podvodn\u00edci nabourali do l\u00e9ka\u0159sk\u00fdch z\u00e1znam\u016f, aby ukradli registra\u010dn\u00ed \u010d\u00edsla l\u00e9ka\u0159\u016f DEA a pot\u00e9 tato pov\u011b\u0159en\u00ed pou\u017eili k zas\u00edl\u00e1n\u00ed elektronick\u00fdch recept\u016f na kontrolovan\u00e9 l\u00e1tky.[28]<\/a>. Byly zaznamen\u00e1ny p\u0159\u00edpady Hlubok\u00e9 podvrhy hlasu um\u011bl\u00e9 inteligence pou\u017e\u00edvan\u00e9 k autorizaci dopl\u0148ov\u00e1n\u00ed zbo\u017e\u00ed<\/strong> - l\u00e9k\u00e1rn\u00edk obdr\u017e\u00ed hovor, kter\u00fd zn\u00ed p\u0159esn\u011b jako zn\u00e1m\u00fd l\u00e9ka\u0159 potvrzuj\u00edc\u00ed recept, ale ve skute\u010dnosti je to hlas generovan\u00fd um\u011blou inteligenc\u00ed. V\u00fdsledkem je, \u017ee kontrolovan\u00e9 l\u00e9ky (jako jsou opioidy nebo stimulancia) mohou b\u00fdt neleg\u00e1ln\u011b z\u00edsk\u00e1ny a zneu\u017eity. Podvody s pad\u011blan\u00fdmi recepty zp\u016fsobuj\u00ed finan\u010dn\u00ed ztr\u00e1ty nejen poji\u0161\u0165ovn\u00e1m a l\u00e9k\u00e1rn\u00e1m, ale ohro\u017euj\u00ed i pacienty, kte\u0159\u00ed mohou ve sv\u00fdch z\u00e1znamech dostat nespr\u00e1vn\u00e9 l\u00e9ky. Nap\u0159\u00edklad pokud se podvodn\u00edk vyd\u00e1v\u00e1 za pacienta, aby z\u00edskal recepty na opioidy, m\u016f\u017ee se l\u00e9ka\u0159sk\u00e1 dokumentace skute\u010dn\u00e9ho pacienta m\u016f\u017ee b\u00fdt dopln\u011bna o l\u00e9ky, kter\u00e9 nikdy neu\u017e\u00edval, co\u017e m\u016f\u017ee v\u00e9st k nebezpe\u010dn\u00fdm interakc\u00edm nebo k ozna\u010den\u00ed pacienta jako osoby vyhled\u00e1vaj\u00edc\u00ed drogy.<\/strong>[29]<\/a>. Tato kombinace kybernetick\u00e9 kriminality a zneu\u017e\u00edv\u00e1n\u00ed um\u011bl\u00e9 inteligence vyvolala varov\u00e1n\u00ed regula\u010dn\u00edch org\u00e1n\u016f. Zdravotnick\u00e9 organizace nyn\u00ed mus\u00ed ov\u011b\u0159ovat, zda je ka\u017ed\u00fd p\u0159edpis - zejm\u00e9na vysoce rizikov\u00fdch l\u00e9k\u016f - legitimn\u00ed a skute\u010dn\u011b poch\u00e1z\u00ed od autorizovan\u00e9ho poskytovatele<\/strong>, nikoliv deepfake nebo naru\u0161en\u00ed dat.<\/p>\n Snad nejzaj\u00edmav\u011bj\u0161\u00ed novinkou je pou\u017eit\u00ed technologie deepfakes, kter\u00e9 se vyd\u00e1vaj\u00ed za zdravotnick\u00fd person\u00e1l nebo pacienty.<\/strong>. V oblasti telemedic\u00edny a z\u00e1kaznick\u00e9ho servisu pou\u017e\u00edvaj\u00ed podvodn\u00edci video a audio generovan\u00e9 um\u011blou inteligenc\u00ed, aby oklamali lidi na druh\u00e9 stran\u011b. Zlo\u010dinci nap\u0159\u00edklad vytvo\u0159ili deepfake videa pacient\u016f<\/strong> pro telehealth konzultace, kter\u00e9 l\u00e9ka\u0159e podv\u00e1d\u011bj\u00ed, aby poskytli \"l\u00e9\u010dbu\" nebo doporu\u010den\u00ed, kter\u00e1 jsou pak \u00fa\u010dtov\u00e1na poji\u0161\u0165ovn\u011b.[30]<\/a>[31]<\/a>. Podvodn\u00edk naopak m\u016f\u017ee ve videohovoru fale\u0161n\u011b zobrazit l\u00e9ka\u0159e - s pou\u017eit\u00edm jeho tv\u00e1\u0159e a hlasu - a t\u00edm mu p\u0159esv\u011bd\u010dit pacienta, aby zaplatil za podvodnou slu\u017ebu nebo prozradil osobn\u00ed \u00fadaje.<\/strong>. Odborn\u00edci na IT ve zdravotnictv\u00ed varuj\u00ed, \u017ee telehealth se stal zral\u00fdm c\u00edlem<\/strong>: lze si domluvit virtu\u00e1ln\u00ed sch\u016fzku pod fale\u0161nou identitou pacienta a pot\u00e9 nechat na videu vystupovat avatara s um\u011blou inteligenc\u00ed, aby pod fale\u0161nou z\u00e1minkou z\u00edskal recepty nebo l\u00e9ka\u0159sk\u00e9 rady.[31]<\/a>[32]<\/a>. Krom\u011b telemedic\u00edny se na soci\u00e1ln\u00edch s\u00edt\u00edch objevuj\u00ed deepfakes v podob\u011b... \"l\u00e9ka\u0159sk\u00e1\" videa propaguj\u00edc\u00ed z\u00e1zra\u010dn\u00e9 l\u00e9ky<\/strong>. V roce 2024 odborn\u00edci zjistili, \u017ee deepfaked videa slavn\u00fdch l\u00e9ka\u0159\u016f \"se opravdu rozjela<\/em>,\" zam\u011b\u0159en\u00e9 na star\u0161\u00ed publikum s fale\u0161n\u00fdmi zdravotn\u00edmi tipy a podvodn\u00fdmi produkty.[33]<\/a>[34]<\/a>. D\u016fv\u011bryhodn\u00ed televizn\u00ed l\u00e9ka\u0159i ve Velk\u00e9 Brit\u00e1nii a Francii si nechali naklonovat podobizny, aby podpo\u0159ili fale\u0161n\u00e9 l\u00e9ky na cukrovku a dopl\u0148ky stravy na zv\u00fd\u0161en\u00ed krevn\u00edho tlaku.[35]<\/a>[36]<\/a>. A\u017e polovina div\u00e1k\u016f nepoznala, \u017ee tato deepfake l\u00e9ka\u0159sk\u00e1 videa jsou fale\u0161n\u00e1.[37]<\/a>. Tato eroze pravdy m\u00e1 hmatateln\u00e9 n\u00e1klady: pacienti se mohou \u0159\u00eddit \u0161kodliv\u00fdmi radami z fale\u0161n\u00fdch vide\u00ed l\u00e9ka\u0159\u016f nebo podvodn\u00edci mohou poji\u0161\u0165ovn\u00e1m \u00fa\u010dtovat konzultace, kter\u00e9 se nikdy neuskute\u010dnily, krom\u011b fale\u0161n\u00fdch nahr\u00e1vek. Celkov\u011b, Vyd\u00e1v\u00e1n\u00ed se za um\u011blou inteligenci podkop\u00e1v\u00e1 z\u00e1kladn\u00ed d\u016fv\u011bru v interakce ve zdravotnictv\u00ed.<\/strong> - pokud nem\u016f\u017eete v\u011b\u0159it, \u017ee osoba na obrazovce nebo v telefonu je ta, za kterou se vyd\u00e1v\u00e1, je ohro\u017een cel\u00fd syst\u00e9m.<\/p>\n Podvody \u0159\u00edzen\u00e9 um\u011blou inteligenc\u00ed ji\u017e nejsou okrajovou z\u00e1le\u017eitost\u00ed - nyn\u00ed p\u0159edstavuj\u00ed hlavn\u00ed finan\u010dn\u00ed \u00fanik a bezpe\u010dnostn\u00ed hrozbu nap\u0159\u00ed\u010d glob\u00e1ln\u00edmi zdravotnick\u00fdmi syst\u00e9my. Vezm\u011bte si n\u00e1sleduj\u00edc\u00ed ned\u00e1vn\u00e9 statistiky a p\u0159\u00edpady ilustruj\u00edc\u00ed rozsah probl\u00e9mu<\/strong>:<\/p>\n Celkov\u011b lze \u0159\u00edci, \u017ee rok 2025 jasn\u011b uk\u00e1zal, \u017ee Um\u011bl\u00e1 inteligence posiluje tradi\u010dn\u00ed podvody ve zdravotnictv\u00ed<\/strong>. Z p\u016fvodn\u011b men\u0161\u00edch oportunistick\u00fdch program\u016f se staly pr\u016fmyslov\u00e9 operace, kter\u00e9 se rozprost\u00edraj\u00ed na cel\u00fdch kontinentech. Kombinace velk\u00e9ho mno\u017estv\u00ed dat (\u010dasto z naru\u0161en\u00ed bezpe\u010dnosti) a generov\u00e1n\u00ed um\u011bl\u00e9 inteligence znamen\u00e1, \u017ee podvody mohou b\u00fdt nasazeny s d\u011bsivou rychlost\u00ed a v\u011brohodnost\u00ed. Celosv\u011btov\u00e9 ztr\u00e1ty se pohybuj\u00ed v des\u00edtk\u00e1ch miliard a st\u00e1le stoupaj\u00ed.<\/strong>a ohro\u017eeny jsou v\u0161echny z\u00fa\u010dastn\u011bn\u00e9 strany - od nemocnic a poji\u0161\u0165oven a\u017e po pacienty. Dal\u0161\u00ed \u010d\u00e1st pojedn\u00e1v\u00e1 o tom, jak se m\u016f\u017ee odv\u011btv\u00ed br\u00e1nit pomoc\u00ed stejn\u011b pokro\u010dil\u00fdch technologi\u00ed a strategi\u00ed.<\/p>\n Boj proti podvod\u016fm ve zdravotnictv\u00ed s vyu\u017eit\u00edm um\u011bl\u00e9 inteligence vy\u017eaduje arzen\u00e1l stejn\u011b pokro\u010dil\u00fdch obrann\u00fdch prost\u0159edk\u016f. Vedouc\u00ed pracovn\u00edci ve zdravotnictv\u00ed, t\u00fdmy kybernetick\u00e9 bezpe\u010dnosti, \u00fa\u0159edn\u00edci odpov\u011bdn\u00ed za dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f a poji\u0161\u0165ovny mus\u00ed koordinovat sv\u00e9 kroky, aby zaveden\u00ed opat\u0159en\u00ed proti podvod\u016fm na ka\u017ed\u00e9m zraniteln\u00e9m m\u00edst\u011b.<\/strong> - od n\u00e1stupu pacienta a\u017e po v\u00fdplatu pojistn\u00e9ho pln\u011bn\u00ed. N\u00ed\u017ee jsou uvedeny kl\u00ed\u010dov\u00e9 strategie a technick\u00e1 \u0159e\u0161en\u00ed pro boj proti podvod\u016fm \u0159\u00edzen\u00fdm um\u011blou inteligenc\u00ed:<\/p>\n V praxi to znamen\u00e1, \u017ee nemocnice a poji\u0161\u0165ovny zav\u00e1d\u011bj\u00ed integrace API, aby v kritick\u00fdch okam\u017eic\u00edch volaly slu\u017eby pro odhalov\u00e1n\u00ed podvod\u016f. Nap\u0159\u00edklad kdy\u017e poskytovatel ode\u0161le \u017e\u00e1dost s p\u0159ilo\u017een\u00fdmi dokumenty, slu\u017eba um\u011bl\u00e9 inteligence m\u016f\u017ee b\u011bhem n\u011bkolika sekund automaticky vyhodnotit pravost t\u011bchto p\u0159\u00edloh. Pokud je iniciov\u00e1na sch\u016fzka na d\u00e1lku, platforma by mohla na pozad\u00ed spustit anal\u00fdzu pasivn\u00edho hlasu, aby se ujistila, \u017ee volaj\u00edc\u00ed nepou\u017e\u00edv\u00e1 syntetick\u00fd hlas. Pr\u016fb\u011b\u017en\u00e9 monitorov\u00e1n\u00ed<\/strong> Modern\u00ed platformy pro podvody nab\u00edzej\u00ed ovl\u00e1dac\u00ed panely, kter\u00e9 sleduj\u00ed sign\u00e1ly podvod\u016f v cel\u00e9 organizaci (ne\u00fasp\u011b\u0161n\u00e9 validace, \u010dast\u00e9 ozna\u010dov\u00e1n\u00ed \u017e\u00e1dost\u00ed ur\u010dit\u00e9 kliniky atd.), aby bylo mo\u017en\u00e9 identifikovat vzorce, jako je organizovan\u00e1 skupina podvodn\u00edk\u016f, kter\u00e1 p\u016fsob\u00ed ve v\u00edce \u017e\u00e1dostech. T\u00edm, \u017ee se k podvod\u016fm ve zdravotnictv\u00ed p\u0159istupuje v\u00edce jako ke kybernetick\u00fdm hrozb\u00e1m - s nep\u0159etr\u017eit\u00e9 monitorov\u00e1n\u00ed, detekce anom\u00e1li\u00ed a rychl\u00e1 reakce na incidenty<\/strong> - organizace mohou zachytit probl\u00e9my d\u0159\u00edve, ne\u017e se rozto\u010d\u00ed.[55]<\/a>.<\/p>\n Rok 2025 uk\u00e1zal, \u017ee D\u017ein je venku z l\u00e1hve<\/strong> - generativn\u00ed um\u011bl\u00e1 inteligence a automatizace se nyn\u00ed prol\u00ednaj\u00ed s podvody ve zdravotnictv\u00ed. Do budoucna budou podvodn\u00edci pravd\u011bpodobn\u011b pokra\u010dovat v inovac\u00edch: mo\u017en\u00e1 se do\u010dk\u00e1me model\u016f AI, kter\u00e9 se nau\u010d\u00ed napodobovat styl psan\u00ed konkr\u00e9tn\u00edch l\u00e9ka\u0159\u016f, nebo deepfakes, kter\u00e9 budou v re\u00e1ln\u00e9m \u010dase reagovat na n\u00e1ro\u010dn\u00e9 ot\u00e1zky. Tento boj bude neust\u00e1l\u00fdm z\u00e1vodem ve zbrojen\u00ed. Zdravotnick\u00fd pr\u016fmysl v\u0161ak reaguje se stejnou vervou a investuje do obrann\u00fdch mechanism\u016f vyu\u017e\u00edvaj\u00edc\u00edch um\u011blou inteligenci a p\u0159\u00edsn\u011bj\u0161\u00edch bezpe\u010dnostn\u00edch pracovn\u00edch postup\u016f. Kombinac\u00ed nejmodern\u011bj\u0161\u00ed detek\u010dn\u00ed technologie, p\u0159\u00edsn\u00e9 ov\u011b\u0159ovac\u00ed procesy, sd\u00edlen\u00ed dat nap\u0159\u00ed\u010d odv\u011btv\u00edmi a ostra\u017eitost zam\u011bstnanc\u016f.<\/strong>, mohou zdravotnick\u00e9 organizace podstatn\u011b zm\u00edrnit hrozbu podvod\u016f podporovan\u00fdch um\u011blou inteligenc\u00ed.<\/p>\n Z\u00e1sadn\u00ed je, \u017ee se nejedn\u00e1 pouze o probl\u00e9m IT, ale o probl\u00e9m spr\u00e1vy a d\u016fv\u011bry. Spr\u00e1vn\u00ed rady a vedouc\u00ed pracovn\u00edci ve zdravotnictv\u00ed mus\u00ed uznat podvody s um\u011blou inteligenc\u00ed jako strategick\u00e9 riziko pro finance a d\u016fv\u011bru pacient\u016f, kter\u00e9 si zaslou\u017e\u00ed pravidelnou pozornost a zdroje. T\u00fdmy pro dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f by m\u011bly aktualizovat hodnocen\u00ed rizika podvodu tak, aby zahrnovalo aspekty AI, a poji\u0161\u0165ovny by mohly p\u0159ehodnotit p\u0159edpoklady upisov\u00e1n\u00ed s v\u011bdom\u00edm, \u017ee ur\u010dit\u00e9 procento pojistn\u00fdch ud\u00e1lost\u00ed m\u016f\u017ee b\u00fdt podvodem s pomoc\u00ed AI. Na druhou stranu, etick\u00e9 vyu\u017eit\u00ed AI ve zdravotnictv\u00ed (pro podporu klinick\u00e9ho rozhodov\u00e1n\u00ed, efektivitu \u00fa\u010dtov\u00e1n\u00ed atd.) bude i nad\u00e1le p\u0159in\u00e1\u0161et velk\u00e9 v\u00fdhody - pokud budou zavedena siln\u00e1 ochrann\u00e1 opat\u0159en\u00ed, kter\u00e1 zabr\u00e1n\u00ed zneu\u017eit\u00ed.<\/p>\n Shrnut\u00ed, generativn\u00ed um\u011bl\u00e1 inteligence zm\u011bnila pravidla podvod\u016f<\/strong> ve zdravotnictv\u00ed, ale d\u00edky informovanosti a pokro\u010dil\u00fdm protiopat\u0159en\u00edm nemus\u00ed syst\u00e9m zahltit. \u00dasp\u011b\u0161n\u00e9 budou ty organizace, kter\u00e9 budou informov\u00e1ny o vznikaj\u00edc\u00edch hrozb\u00e1ch, rychle se p\u0159izp\u016fsob\u00ed pomoc\u00ed obrann\u00fdch syst\u00e9m\u016f zalo\u017een\u00fdch na um\u011bl\u00e9 inteligenci a budou podporovat kulturu \"ov\u011b\u0159uj a d\u016fv\u011b\u0159uj\" nam\u00edsto \"d\u016fv\u011b\u0159uj standardn\u011b\". T\u00edmto zp\u016fsobem m\u016f\u017ee zdravotnictv\u00ed bezpe\u010dn\u011b vyu\u017e\u00edt pozitivn\u00ed str\u00e1nky AI a z\u00e1rove\u0148 neutralizovat jej\u00ed zneu\u017eit\u00ed, \u010d\u00edm\u017e ochr\u00e1n\u00ed jak hospod\u00e1\u0159sk\u00fd v\u00fdsledek, tak i blaho pacient\u016f v digit\u00e1ln\u00edm v\u011bku.<\/p>\n Zdroje:<\/strong> Ned\u00e1vn\u00e9 zpr\u00e1vy a p\u0159\u00edpady z odv\u011btv\u00ed, jak je uvedeno v\u00fd\u0161e, v\u010detn\u011b Pymnts (\u010dervenec 2025).[2]<\/a>[3]<\/a>, Swiss Re Institute (\u010derven 2025)[27]<\/a>, Feder\u00e1ln\u00ed rezervn\u00ed banka v Bostonu (duben 2025)[19]<\/a>, BMJ (2024)[37]<\/a>a stru\u010dn\u00e9 informace o \u0159e\u0161en\u00ed TruthScan (2025)[51]<\/a>[64]<\/a>, mimo jin\u00e9. V\u0161echny \u00fadaje a citace odr\u00e1\u017eej\u00ed nejnov\u011bj\u0161\u00ed dostupn\u00e9 \u00fadaje z let 2024-2025 a ilustruj\u00ed sou\u010dasn\u00fd stav podvod\u016f ve zdravotnictv\u00ed zalo\u017een\u00fdch na um\u011bl\u00e9 inteligenci a reakce na boj proti nim.<\/p>\n [1]<\/a> [2]<\/a> [3]<\/a> [9]<\/a> [10]<\/a> [11]<\/a> [12]<\/a> [13]<\/a> [14]<\/a> [15]<\/a> [41]<\/a> [42]<\/a> [55]<\/a> [58]<\/a> Ministerstvo spravedlnosti oce\u0148uje n\u00e1stroje um\u011bl\u00e9 inteligence p\u0159i historick\u00e9m pot\u00edr\u00e1n\u00ed podvod\u016f ve zdravotnictv\u00ed<\/p>\n https:\/\/www.pymnts.com\/healthcare\/2025\/doj-credits-ai-tools-in-announcing-historic-healthcare-fraud-crackdown\/<\/a><\/p>\n [4]<\/a> [5]<\/a> [6]<\/a> [7]<\/a> [16]<\/a> [40]<\/a> [44]<\/a> [45]<\/a> Deepfake statistiky a trendy 2025 | Kl\u00ed\u010dov\u00e1 data a poznatky - Keepnet<\/p>\n https:\/\/keepnetlabs.com\/blog\/deepfake-statistics-and-trends<\/a><\/p>\n [8]<\/a> Deepfakes a krize pozn\u00e1n\u00ed | UNESCO<\/p>\n https:\/\/www.unesco.org\/en\/articles\/deepfakes-and-crisis-knowing<\/a><\/p>\n [17]<\/a> [18]<\/a> [19]<\/a> [20]<\/a> [21]<\/a> [22]<\/a> [23]<\/a> [24]<\/a> [53]<\/a> [54]<\/a> Generace AI zvy\u0161uje hrozbu podvod\u016f se syntetickou identitou - Federal Reserve Bank of Boston<\/p>\n https:\/\/www.bostonfed.org\/news-and-events\/news\/2025\/04\/synthetic-identity-fraud-financial-fraud-expanding-because-of-generative-artificial-intelligence.aspx<\/a><\/p>\n [25]<\/a> [26]<\/a> [56]<\/a> [57]<\/a> [62]<\/a> [64]<\/a> Odhalov\u00e1n\u00ed podvod\u016f v oblasti zdravotn\u00edho a \u017eivotn\u00edho poji\u0161t\u011bn\u00ed pomoc\u00ed um\u011bl\u00e9 inteligence | TruthScan<\/p>\n https:\/\/truthscan.com\/solutions\/health-life-commercial-insurance-fraud-detection-solution<\/a><\/p>\n [27]<\/a> [43]<\/a> Jak deepfakes, dezinformace a um\u011bl\u00e1 inteligence posiluj\u00ed pojistn\u00e9 podvody | Swiss Re<\/p>\n https:\/\/www.swissre.com\/institute\/research\/sonar\/sonar2025\/how-deepfakes-disinformation-ai-amplify-insurance-fraud.html<\/a><\/p>\n [28]<\/a> DEA varuje p\u0159ed podvody s elektronick\u00fdmi recepty - Pharmacy Practice News<\/p>\n https:\/\/www.pharmacypracticenews.com\/Pharmacy-Technology-Report\/Article\/03-25\/DEA-Warns-of-EHR-Hacking-Fraud\/76477<\/a><\/p>\n [29]<\/a> [39]<\/a> Kybernetick\u00e1 bezpe\u010dnost a podvody ve zdravotnictv\u00ed: Hlubok\u00fd ponor do nejv\u011bt\u0161\u00edch sou\u010dasn\u00fdch rizik a obrann\u00fdch opat\u0159en\u00ed | CrossClassify<\/p>\n https:\/\/www.crossclassify.com\/resources\/articles\/healthcare-cybersecurity-and-fraud\/<\/a><\/p>\n [30]<\/a> [31]<\/a> [32]<\/a> [59]<\/a> Vyv\u00edjej\u00edc\u00ed se hrozba podvod\u016f v oblasti telemedic\u00edny, Mike Ruggio<\/p>\n https:\/\/insights.taylorduma.com\/post\/102jkzn\/the-evolving-threat-of-deepfake-telemedicine-scams<\/a><\/p>\n [33]<\/a> [34]<\/a> Odborn\u00edci varuj\u00ed p\u0159ed podvodn\u00edky, kte\u0159\u00ed na soci\u00e1ln\u00edch s\u00edt\u00edch pou\u017e\u00edvaj\u00ed \"hlubok\u00e9 podvrhy\" slavn\u00fdch l\u00e9ka\u0159\u016f<\/p>\n https:\/\/www.ndtv.com\/world-news\/experts-warn-of-scammers-using-deepfakes-of-famous-doctors-on-social-media-6563867<\/a><\/p>\n [35]<\/a> [36]<\/a> [37]<\/a> D\u016fv\u011bryhodn\u00ed televizn\u00ed l\u00e9ka\u0159i \"fale\u0161n\u011b\" propagovali zdravotn\u00ed podvody na soci\u00e1ln\u00edch s\u00edt\u00edch - BMJ Group<\/p>\n https:\/\/bmjgroup.com\/trusted-tv-doctors-deepfaked-to-promote-health-scams-on-social-media\/<\/a><\/p>\n [38]<\/a> [PDF] sou\u010dasn\u00fd stav v\u00fdzkumu Ajit Appari a M. Eric Johnson<\/p>\n http:\/\/mba.tuck.dartmouth.edu\/digital\/Research\/ResearchProjects\/AJIJIEM.pdf<\/a><\/p>\n [46]<\/a> [47]<\/a> [48]<\/a> [49]<\/a> TruthScan - Podnikov\u00e1 detekce um\u011bl\u00e9 inteligence a zabezpe\u010den\u00ed obsahu<\/p>\n https:\/\/truthscan.com\/<\/a><\/p>\n [50]<\/a> [51]<\/a> [52]<\/a> [60]<\/a> [61]<\/a> Odhalov\u00e1n\u00ed podvod\u016f s l\u00e9ka\u0159sk\u00fdmi z\u00e1znamy pomoc\u00ed um\u011bl\u00e9 inteligence | \u0158e\u0161en\u00ed pro CRO ve zdravotnictv\u00ed | TruthScan<\/p>\n https:\/\/truthscan.com\/solutions\/healthcare-cro-fraud-detection<\/a><\/p>\n![\"\"](\"https:\/\/blog.truthscan.com\/wp-content\/uploads\/2025\/11\/word-image-5395-1.png\" "\\"\\"")
\nObr\u00e1zek: V\u00fdrazn\u00fd n\u00e1r\u016fst p\u0159\u00edpad\u016f podvod\u016f s vyu\u017eit\u00edm um\u011bl\u00e9 inteligence v posledn\u00edch letech. Odhalen\u00e9 p\u0159\u00edpady deepfake podvod\u016f nebo podvod\u016f s pomoc\u00ed um\u011bl\u00e9 inteligence dramaticky vzrostly v letech 2022 a\u017e 2025, co\u017e ilustruje, jak generativn\u00ed n\u00e1stroje um\u011bl\u00e9 inteligence nadu\u017e\u00edvaly pokusy o podvod.<\/em>[4]<\/em><\/a>[7]<\/em><\/a>.<\/em><\/p>\nB\u011b\u017en\u00e9 techniky podvod\u016f ve zdravotnictv\u00ed zalo\u017een\u00e9 na um\u011bl\u00e9 inteligenci (2025)<\/h2>\n
![\"\"](\"https:\/\/blog.truthscan.com\/wp-content\/uploads\/2025\/11\/word-image-5395-2.png\" "\\"\\"")
\nObr\u00e1zek: Rozd\u011blen\u00ed hlavn\u00edch technik podvod\u016f ve zdravotnictv\u00ed zalo\u017een\u00fdch na um\u011bl\u00e9 inteligenci v roce 2025.<\/em> Fale\u0161n\u00e9 identity pacient\u016f<\/em> a<\/em> Dokumenty pad\u011blan\u00e9 um\u011blou inteligenc\u00ed<\/em> (nap\u0159. l\u00e9ka\u0159sk\u00e9 z\u00e1znamy, \u017e\u00e1dosti o od\u0161kodn\u011bn\u00ed) tvo\u0159\u00ed velk\u00fd pod\u00edl syst\u00e9m\u016f, zat\u00edmco deepfake<\/em> hlas<\/em> a<\/em> video imitace<\/em> p\u0159edstavuj\u00ed rychle rostouc\u00ed hrozbu. Mezi \"dal\u0161\u00ed syst\u00e9my \u0159\u00edzen\u00e9 um\u011blou inteligenc\u00ed\" pat\u0159\u00ed phishingov\u00e9 e-maily vytvo\u0159en\u00e9 um\u011blou inteligenc\u00ed, boti \u00fato\u010d\u00edc\u00ed na port\u00e1ly pro pacienty a podobn\u00e1 zneu\u017eit\u00ed (odhadovan\u00e9 procento na z\u00e1klad\u011b zpr\u00e1v z odv\u011btv\u00ed<\/em>[8]<\/em><\/a>[16]<\/em><\/a>).<\/em><\/p>\nSyntetick\u00e9 identity pacient\u016f<\/h3>\n
L\u00e9ka\u0159sk\u00e9 dokumenty a pojistn\u00e9 ud\u00e1losti generovan\u00e9 um\u011blou inteligenc\u00ed<\/h3>\n
Pad\u011blan\u00e9 recepty a l\u00e9k\u00e1rensk\u00e9 podvody<\/h3>\n
Deepfake imitace l\u00e9ka\u0159e a pacienta<\/h3>\n
Dopad a rozsah: 2025 podvod\u016f v \u010d\u00edslech<\/h2>\n
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Obrana proti podvod\u016fm \u0159\u00edzen\u00fdm um\u011blou inteligenc\u00ed: Strategie a \u0159e\u0161en\u00ed<\/h2>\n
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Z\u00e1v\u011br a v\u00fdhled<\/h2>\n