{"id":3640,"date":"2023-05-22T12:45:36","date_gmt":"2023-05-22T10:45:36","guid":{"rendered":"https:\/\/aislovakia.com\/?p=3640"},"modified":"2023-05-23T15:18:36","modified_gmt":"2023-05-23T13:18:36","slug":"ai-klinika-zdravotnictvo-2","status":"publish","type":"post","link":"https:\/\/aislovakia.com\/en\/ai-klinika-zdravotnictvo-2\/","title":{"rendered":"AI-klinika: ZDRAVOTN\u00cdCTVO"},"content":{"rendered":"<p>Na uskuto\u010dnenom evente, ktor\u00fd sa konal v Martine, s n\u00e1zvom AI-klinika: ZDRAVOTN\u00cdCTVO sa rie\u0161ili zauj\u00edmav\u00e9 t\u00e9my, kde sme za\u010dali ot\u00e1zkou \u010co je to umel\u00e1 inteligencia? pokra\u010dovali sme t\u00e9mou Vyu\u017eitie AI v zdravotn\u00edctve, panelovou diskusiou a diskusiou pri okr\u00fahlych tematick\u00fdch stoloch.<\/p>\n\n\n\n<p>Spolu s UNM sme organizovali v Martine n\u00e1\u0161 prv\u00fd event AI-kliniky zameranej na zdravotn\u00edctvo. Rie\u0161ili sme mno\u017estvo zauj\u00edmav\u00fdch t\u00e9m, mo\u017enost\u00ed a aplik\u00e1ci\u00ed AI. Po\u010das \u00favodn\u00fdch prezent\u00e1ci\u00ed sme za\u010dali ot\u00e1zkou: &#8222;\u010co je to umel\u00e1 inteligencia?&#8220;. N\u00e1sledne pozvan\u00ed hostia, odborn\u00edci priamo zo zdravotn\u00edctva, prezentovali pr\u00edklady vyu\u017e\u00edvania AI v ich pr\u00e1ci. V\u0161etci z\u00fa\u010dastnen\u00ed potom dostali mo\u017enos\u0165 z\u00fa\u010dastni\u0165 sa tematick\u00fdch okr\u00fahlych stolov a zdie\u013ea\u0165 svoje vlastn\u00e9 n\u00e1zory, sk\u00fasenosti, \u010di kl\u00e1s\u0165 si ot\u00e1zky navz\u00e1jom.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"AI-klinika: ZDRAVOTN\u00cdCTVO\u00a0(27.4.2023)\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/UPZGwtGznTo?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Pri tematick\u00fdch okr\u00fahlych stoloch sa rie\u0161ili t\u00e9my <em>Diagnostika, Lie\u010dba, Mana\u017ement a Vzdel\u00e1vanie. <\/em>Z t\u00fdchto t\u00e9m V\u00e1m poskytujeme kr\u00e1tke z\u00e1pisy. <\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Pri prvom okr\u00fahlom stole sa rie\u0161ila t\u00e9ma <em>Diagnostika.<\/em><\/p>\n\n\n\n<p>Na za\u010diatku diskusie sa vysvetlil pojem diagnostika \u2013 je to s\u00fabor vlastnost\u00ed pacienta, choroby a&nbsp;okolnost\u00ed, ktor\u00e9 ved\u00fa lek\u00e1ra k&nbsp;diagnostike \u2013 \u010do by v&nbsp;bud\u00facnosti mohla u\u013eah\u010di\u0165 AI, \u010d\u00edm by sa zn\u00ed\u017eili iatrog\u00e9nne stavy a&nbsp;po\u0161kodenia pacienta.<\/p>\n\n\n\n<p>V prvom kole diskusie sme sa venovali probl\u00e9mu s\u00fa\u010dasnej diagnostiky, konkr\u00e9tne slab\u00fdm aspektom zberu \u00fadajov. Probl\u00e9m spo\u010d\u00edva v n\u00edzkej \u0161tandardiz\u00e1cii a oneskoren\u00ed pri z\u00edskavan\u00ed inform\u00e1ci\u00ed, \u010do vedie k nekonzistentnosti \u00fadajov, ak sa nezhroma\u017e\u010fuj\u00fa na jednom centralizovanom mieste pre \u010fal\u0161ie vyu\u017eitie. V pr\u00edpade, \u017ee na\u0161a krajina nedok\u00e1\u017ee definova\u0165 a zabezpe\u010di\u0165 spr\u00e1vu \u00fadajov, ako sme videli napr\u00edklad po\u010das pand\u00e9mie COVID-19, doch\u00e1dza k \u00faniku inform\u00e1ci\u00ed, komplik\u00e1ci\u00e1m v syst\u00e9me a modeloch a neschopnosti poskytn\u00fa\u0165 potrebn\u00e9 d\u00e1ta lek\u00e1rom s dodr\u017ean\u00edm lek\u00e1rskeho tajomstva. Navy\u0161e, pri prenose \u00fadajov medzi klinikami a vedeck\u00fdmi pracoviskami existuje riziko \u00faniku inform\u00e1ci\u00ed. T\u00fdmto probl\u00e9mom by sme mohli pred\u00eds\u0165 vyu\u017eit\u00edm umelej inteligencie (AI), ktor\u00e1 by zna\u010dne u\u0161etrila \u010das pri p\u00edsan\u00ed lek\u00e1rskych spr\u00e1v, zv\u00fd\u0161ila presnos\u0165 diagnostiky a zabezpe\u010dila spo\u013eahliv\u00fd zber \u00fadajov o pacientoch.<\/p>\n\n\n\n<p>V druhom kole sme sa zaoberali probl\u00e9mom organiza\u010dn\u00fdch prek\u00e1\u017eok. Navrhlo sa vytvorenie 4 a\u017e 5 dom\u00e9nov\u00fdch cie\u013eov, ktor\u00e9 by boli koordinovan\u00e9 a podporovali by automatick\u00fa systematiz\u00e1ciu \u00fadajov. T\u00fdm by sa dalo lep\u0161ie zamera\u0165 na potreby jednotliv\u00fdch pacientov. Probl\u00e9m sa mohol vyrie\u0161i\u0165 vytvoren\u00edm modelu, ktor\u00fd by sa neust\u00e1le zdokona\u013eoval, a ka\u017ed\u00fd by s n\u00edm pracoval spolo\u010dne, v r\u00e1mci syst\u00e9mu. Toto by tie\u017e vy\u017eadovalo spolupr\u00e1cu medzi viacer\u00fdmi nemocnicami, aby sa z\u00edskal \u010do najv\u00e4\u010d\u0161\u00ed objem \u00fadajov, ktor\u00e9 by sa zdie\u013eali aj s v\u0161eobecn\u00fdmi lek\u00e1rmi, v pr\u00edpade prevent\u00edvnych vy\u0161etren\u00ed. \u00dadaje o jednotliv\u00fdch pacientoch by sa ukladali na jeden server, aby boli ich inform\u00e1cie na jednom mieste a aby ich in\u00ed lek\u00e1ri z in\u00fdch nemocn\u00edc mohli r\u00fdchlo vyh\u013eada\u0165. AI by tie\u017e pomohla vyrie\u0161i\u0165 rozdiely v diagnostick\u00fdch v\u00fdsledkoch jednotliv\u00fdch lek\u00e1rov &#8211; AI by zhroma\u017e\u010fovala v\u0161etky v\u00fdsledky a n\u00e1sledne ich vyhodnocovala. Preto\u017ee v zdravotnej dokument\u00e1cii sa \u010dasto vynech\u00e1vaj\u00fa niektor\u00e9 inform\u00e1cie, AI by ich mala ma\u0165 v\u0161etky ulo\u017een\u00e9 na jednom mieste a presne ich hodnoti\u0165 pomocou \u010d\u00edsel, aby vytiahla len podstatn\u00e9 inform\u00e1cie.<\/p>\n\n\n\n<p>V tre\u0165om kole sa rie\u0161il probl\u00e9m zanepr\u00e1zdnen\u00fdch lek\u00e1rov. Lek\u00e1ri \u010dasto tr\u00e1via ve\u013ea \u010dasu neodborn\u00fdmi \u010dinnos\u0165ami, ako je vykazovanie. Preto by digitaliz\u00e1cia d\u00e1t mohla by\u0165 z\u00e1kladom, na ktorom sa d\u00e1 efekt\u00edvne stava\u0165. Vzh\u013eadom na to, \u017ee v zdravotn\u00edctve existuj\u00fa \u0161trukt\u00farovan\u00e9 d\u00e1ta, lek\u00e1ri by ich mohli jednoducho z\u00edska\u0165 a vyu\u017ei\u0165. Je d\u00f4le\u017eit\u00e9 ma\u0165 jedn\u00e9ho poskytovate\u013ea tejto slu\u017eby pre zber d\u00e1t, aby sa minimalizovala strata d\u00e1t pri prenose medzi servermi. Preto je potrebn\u00e9 zvoli\u0165 jedn\u00e9ho providera, ktor\u00fd bude \u0161\u00edri\u0165 t\u00fato my\u0161lienku \u010falej a poskytne jeden spolo\u010dn\u00fd server na ukladanie d\u00e1t.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-white-color has-alpha-channel-opacity has-white-background-color has-background\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Pri druhom okr\u00fahlom stole sa rie\u0161ila t\u00e9ma <em>Lie\u010dba.<\/em><\/p>\n\n\n\n<p>V\u00a0prvom kole tejto diskusii sa rie\u0161ili 2 podstatn\u00e9 ot\u00e1zky a\u00a0to: <em>\u010co prin\u00e1\u0161a AI v\u00a0lie\u010dbe? \u010co o\u010dak\u00e1vaj\u00fa zdravotn\u00edci, ak\u00e9 rie\u0161enie probl\u00e9mov?<\/em><\/p>\n\n\n\n<p>Hlavn\u00fdm z\u00e1merom je zredukova\u0165 administrat\u00edvne \u00falohy a umo\u017eni\u0165 lek\u00e1rom zamera\u0165 sa na odborn\u00fa \u010dinnos\u0165, zatia\u013e \u010do AI by sa venovala vytv\u00e1raniu administrat\u00edvnych \u00faloh. AI by mohla by\u0165 schopn\u00e1 nap\u00edsa\u0165 prep\u00fa\u0161\u0165aciu spr\u00e1vu pre pacienta na z\u00e1klade preddefinovan\u00fdch stavov, lie\u010dby a \u010fal\u0161\u00edch relevantn\u00fdch faktorov.<\/p>\n\n\n\n<p>V\u00a0druhom kole sa hne\u010f na za\u010diatku rie\u0161ila ot\u00e1zka: <em>Zdie\u013eaj\u00fa si lek\u00e1ri inform\u00e1cie medzi sebou dostato\u010dne?<\/em><\/p>\n\n\n\n<p>Lek\u00e1r si dnes dok\u00e1\u017ee vyh\u013eada\u0165 rie\u0161enie diagn\u00f3zy v\u00a0literat\u00fare, ale AI by to mohla zna\u010dne zjednodu\u0161i\u0165, u\u0161etri\u0165 \u010das a\u00a0vygenerova\u0165 viac mo\u017enost\u00ed, \u010do pacientovi m\u00f4\u017ee by\u0165.<\/p>\n\n\n\n<p>V tre\u0165om kole sme sa venovali probl\u00e9mom, t\u00fdkaj\u00facim sa finan\u010dn\u00fdch a person\u00e1lnych po\u017eiadaviek. Pomocou umelej inteligencii by bolo mo\u017en\u00e9 u\u013eah\u010di\u0165 pr\u00e1cu lek\u00e1rov napr\u00edklad t\u00fdm, \u017ee by automaticky zapisovala v\u0161etky \u00fadaje, ktor\u00e9 by jej lek\u00e1r nadiktoval. Z\u00e1znamy o pacientoch s\u00fa \u010dasto podobn\u00e9 a \u010dasto sa vyu\u017e\u00edva funkcia kop\u00edrova\u0165 a vlo\u017ei\u0165. Av\u0161ak digitaliz\u00e1cia zdravotn\u00edctva je obrovsk\u00fd projekt, ktor\u00fd si vy\u017eaduje dostato\u010dn\u00e9 finan\u010dn\u00e9 zdroje a podporu, bez oh\u013eadu na politick\u00fa vl\u00e1du. Je d\u00f4le\u017eit\u00e9, aby sa tak\u00fdto projekt neza\u010dal vytv\u00e1ra\u0165 pod veden\u00edm jednotlivca a potom nebol nedokon\u010den\u00fd po zmene vl\u00e1dy.<\/p>\n\n\n\n<p>Umelej inteligencii by bolo mo\u017en\u00e9 poskytn\u00fa\u0165 tr\u00e9ning, aby bola schopn\u00e1 navrhn\u00fa\u0165 lie\u010dbu na z\u00e1klade \u00fadajov o pacientovi. Chatboti by tie\u017e mohli sl\u00fa\u017ei\u0165 ako konzultanti pre laikov a tak by sa zn\u00ed\u017eil tlak na pohotovosti. Ak by niekto mal napr\u00edklad boles\u0165 hlavy, chatbot by mohol odpoveda\u0165: &#8222;Sk\u00faste si da\u0165 paralen.&#8220; Technol\u00f3gia by tie\u017e mohla skenova\u0165 pacientov e\u0161te v \u010dak\u00e1rni a rozpozna\u0165, \u010di maj\u00fa zranenie nohy, ka\u0161e\u013e alebo trpia nejak\u00fdm in\u00fdm sp\u00f4sobom. Toto by sl\u00fa\u017eilo ako prvotn\u00e1 tri\u00e1\u017e a vizu\u00e1lny screening v \u010dak\u00e1rni. Taktie\u017e by to mohlo identifikova\u0165, \u010di si pacient nie\u010do nevym\u00fd\u0161\u013ea alebo neprejavuje hypochondriu.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Pri tre\u0165om okr\u00fahlom stole sa rie\u0161ila t\u00e9ma <em>Mana\u017ement.<\/em><\/p>\n\n\n\n<p>V\u00a0prvom kole diskusie sa rie\u0161ila ot\u00e1zka: <em>\u010co pon\u00faka AI zdravotn\u00edkovi? \u010co o\u010dak\u00e1vaj\u00fa zdravotn\u00edci od AI? V\u00a0\u010dom by im mala pom\u00f4c\u0165? S\u00a0ak\u00fdm probl\u00e9mom vie AI pom\u00f4c\u0165?<br><\/em>AI by bolo mo\u017en\u00e9 umo\u017eni\u0165 anal\u00fdzu chorobnost\u00ed a riz\u00edk a schopnos\u0165 posudzova\u0165 a vybera\u0165 syst\u00e9my pre r\u00f4zne vy\u0161etrenia a lie\u010dby. V\u010faka AI by sme mohli posun\u00fa\u0165 medic\u00ednu smerom k personalizovanej starostlivosti. AI by vedela pom\u00e1ha\u0165 \u0161tudentom \u0161pecializova\u0165 sa po absolvovan\u00ed \u0161t\u00fadia t\u00fdm, \u017ee by identifikovala ich osobn\u00e9 predpoklady a zru\u010dnosti. Taktie\u017e by mohla pom\u00e1ha\u0165 pri vypisovan\u00ed lek\u00e1rskych predpisov a zis\u0165ovan\u00ed riz\u00edk v zdravotn\u00edctve.<\/p>\n\n\n\n<p>V\u00a0druhom kole diskusie sa rie\u0161ila ot\u00e1zka: <em>Ako nov\u00e9 n\u00e1stroje AI implementova\u0165 do praxe po organiza\u010dnej a\u00a0praktickej str\u00e1nke?<\/em><\/p>\n\n\n\n<p>V tomto kole sme sa zameriavali predov\u0161etk\u00fdm na problematiku d\u00e1t, konkr\u00e9tne na klastrovanie a sp\u00f4sob zberu \u00fadajov. D\u00f4le\u017eit\u00e9 je zlep\u0161i\u0165 efektivitu pri zbieran\u00ed d\u00e1t, \u010do vy\u017eaduje zv\u00fd\u0161en\u00fa d\u00e1tov\u00fa gramotnos\u0165 zdravotn\u00edckeho person\u00e1lu. Jedn\u00fdm z n\u00e1vrhov je nahr\u00e1vanie rozhovorov s pacientom a n\u00e1sledn\u00e1 automatick\u00e1 transform\u00e1cia t\u00fdchto rozhovorov AI do \u0161trukt\u00farovan\u00e9ho form\u00e1tu.<\/p>\n\n\n\n<p>V\u00a0tre\u0165om kole diskusie sa rie\u0161ila ot\u00e1zka: <em>Ktor\u00e9 legislat\u00edvne\/finan\u010dn\u00e9\/person\u00e1lne po\u017eiadavky je treba splni\u0165 alebo upravi\u0165, aby bolo mo\u017en\u00e9 zavies\u0165 AI?<\/em><\/p>\n\n\n\n<p>V\u00a0tejto diskusii sa rie\u0161ilo implementovanie AI vzh\u013eadom na uveden\u00e9 po\u017eiadavky. AI by vedela udr\u017eiava\u0165 pacientovu digit\u00e1lnu inform\u00e1ciu na \u00fakor hmotnej papierovej. Vedeli by sme tu vybudova\u0165 d\u00f4veru medzi pacientom a\u00a0lek\u00e1rom = n\u00e1rodn\u00e1 strat\u00e9gia.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Pri \u0161tvrtom okr\u00fahlom stole sa rie\u0161ila t\u00e9ma <em>Vzdel\u00e1vanie.<\/em><\/p>\n\n\n\n<p>V tejto diskusii sme sa zaoberali probl\u00e9mami s\u00fa\u010dasn\u00e9ho vzdel\u00e1vania. Prv\u00fdm v\u00fdznamn\u00fdm probl\u00e9mom je vplyv soci\u00e1lnych siet\u00ed, ktor\u00e9 poskytuj\u00fa r\u00fdchle odpovede a m\u00f4\u017eu sp\u00f4sobi\u0165, \u017ee jednotlivci prestan\u00fa rozm\u00fd\u0161\u013ea\u0165 a st\u00e1vaj\u00fa sa pas\u00edvnej\u0161\u00edmi.<\/p>\n\n\n\n<p>\u010eal\u0161\u00edm probl\u00e9mom je tzv. &#8222;blended learning&#8220; &#8211; kombin\u00e1cia r\u00f4znych foriem v\u00fdu\u010dby, kde u\u010dite\u013e predstav\u00ed probl\u00e9m a \u0161tudenti maj\u00fa samostatne rozm\u00fd\u0161\u013ea\u0165. V tejto situ\u00e1cii je d\u00f4le\u017eit\u00e9, aby \u0161tudenti pochopili, \u017ee u\u010ditelia s\u00fa iba jedn\u00fdm zdrojom inform\u00e1ci\u00ed a \u017ee aj oni m\u00f4\u017eu by\u0165 n\u00e1chyln\u00ed na chyby&#8230; ale dok\u00e1\u017eu u\u010ditelia prija\u0165 vlastn\u00e9 omyly a prizna\u0165 ich? Je d\u00f4le\u017eit\u00e9 polo\u017ei\u0165 si ot\u00e1zku, ako vznikne medic\u00ednsky u\u010dite\u013e a \u010do ich motivovalo k zmen\u00e1m v syst\u00e9me. Nemali by sme zab\u00fada\u0165 na to, \u017ee \u013eudsk\u00fd faktor vo vzdel\u00e1van\u00ed je nenahradite\u013en\u00fd a vz\u0165ah medzi \u0161tudentom a pedag\u00f3gom by sa nemal meni\u0165.<\/p>","protected":false},"excerpt":{"rendered":"<p>Na uskuto\u010dnenom evente, ktor\u00fd sa konal v Martine, s n\u00e1zvom AI-klinika: ZDRAVOTN\u00cdCTVO sa rie\u0161ili zauj\u00edmav\u00e9 t\u00e9my, kde sme za\u010dali ot\u00e1zkou \u010co je to umel\u00e1 inteligencia? pokra\u010dovali sme t\u00e9mou Vyu\u017eitie AI v zdravotn\u00edctve, panelovou diskusiou a diskusiou pri okr\u00fahlych tematick\u00fdch stoloch. Spolu s UNM sme organizovali v Martine n\u00e1\u0161 prv\u00fd event AI-kliniky zameranej na zdravotn\u00edctvo. Rie\u0161ili [&hellip;]<\/p>","protected":false},"author":4,"featured_media":3527,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false},"categories":[71],"tags":[],"_links":{"self":[{"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/posts\/3640"}],"collection":[{"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/comments?post=3640"}],"version-history":[{"count":4,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/posts\/3640\/revisions"}],"predecessor-version":[{"id":3648,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/posts\/3640\/revisions\/3648"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/media\/3527"}],"wp:attachment":[{"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/media?parent=3640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/categories?post=3640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aislovakia.com\/en\/wp-json\/wp\/v2\/tags?post=3640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}