{"id":18326,"date":"2025-12-10T11:33:44","date_gmt":"2025-12-10T09:33:44","guid":{"rendered":"https:\/\/www.slovensko.ai\/?p=18326"},"modified":"2025-12-10T11:33:44","modified_gmt":"2025-12-10T09:33:44","slug":"ako-umela-inteligencia-pomaha-v-dermatologii","status":"publish","type":"post","link":"https:\/\/www.slovensko.ai\/en\/ako-umela-inteligencia-pomaha-v-dermatologii\/","title":{"rendered":"Ako umel\u00e1 inteligencia pom\u00e1ha v dermatol\u00f3gii?"},"content":{"rendered":"
<\/span> 495<\/span> Viden\u00ed<\/span><\/div>

AI technol\u00f3gie sa \u010doraz \u010dastej\u0161ie testuj\u00fa v dermatol\u00f3gii<\/strong>, najm\u00e4 pri diagnostike ko\u017en\u00fdch ochoren\u00ed ako je melan\u00f3m, ekz\u00e9m \u010di akn\u00e9. Algoritmy na rozpozn\u00e1vanie obrazu dok\u00e1\u017eu analyzova\u0165 tis\u00edce fotografi\u00ed l\u00e9zi\u00ed a porovna\u0165 ich s rozsiahlymi datab\u00e1zami. V\u00fdsledkom je r\u00fdchla predikcia rizika<\/strong> alebo odpor\u00fa\u010danie \u010fal\u0161ieho vy\u0161etrenia.<\/p>\n

Pilotn\u00e9 \u0161t\u00fadie ukazuj\u00fa, \u017ee AI modely v niektor\u00fdch pr\u00edpadoch dosahuj\u00fa presnos\u0165 porovnate\u013en\u00fa s dermatol\u00f3gmi najm\u00e4 v oblasti vizu\u00e1lnej diagnostiky<\/strong>. St\u00e1le v\u0161ak ide o doplnkov\u00fd n\u00e1stroj<\/strong>, nie n\u00e1hradu lek\u00e1ra.<\/p>\n

Ak\u00e9 s\u00fa hlavn\u00e9 v\u00fdhody AI pri diagnostike ko\u017ee?<\/h2>\n

V\u00fdhody nasadenia AI v dermatol\u00f3gii zah\u0155\u0148aj\u00fa:<\/p>\n

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    R\u00fdchlos\u0165<\/strong>: V\u00fdsledky m\u00f4\u017eu by\u0165 dostupn\u00e9 v priebehu sek\u00fand.<\/p>\n<\/li>\n

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    Dostupnos\u0165<\/strong>: AI aplik\u00e1cie m\u00f4\u017eu pom\u00f4c\u0165 v regi\u00f3noch bez dermatol\u00f3gov.<\/p>\n<\/li>\n

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    \u0160k\u00e1lovate\u013enos\u0165<\/strong>: Mo\u017enos\u0165 vyhodnocova\u0165 tis\u00edce pr\u00edpadov denne.<\/p>\n<\/li>\n

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    V\u010dasn\u00e1 detekcia<\/strong>: Lep\u0161ia \u0161anca zachyti\u0165 zhubn\u00e9 zmeny v ranom \u0161t\u00e1diu.<\/p>\n<\/li>\n<\/ul>\n

    V praxi sa vyu\u017e\u00edvaj\u00fa napr\u00edklad mobiln\u00e9 aplik\u00e1cie, ktor\u00e9 umo\u017e\u0148uj\u00fa pacientom odfoti\u0165 znamienka a z\u00edska\u0165 predbe\u017en\u00e9 vyhodnotenie. Lek\u00e1r v\u0161ak mus\u00ed v\u00fdsledok AI v\u017edy validova\u0165.<\/p>\n

    S ak\u00fdmi rizikami treba po\u010d\u00edta\u0165?<\/h2>\n

    AI v zdravotn\u00edctve nie je bez riz\u00edk.<\/strong> Hlavn\u00e9 obavy odborn\u00edkov sa t\u00fdkaj\u00fa:<\/p>\n

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      Nedostato\u010dnej presnosti<\/strong> \u2013 AI modely m\u00f4\u017eu zlyha\u0165 pri menej be\u017en\u00fdch alebo atypick\u00fdch pr\u00edpadoch.<\/p>\n<\/li>\n

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      Zaujatosti (bias)<\/strong> \u2013 D\u00e1tov\u00e9 sady b\u00fdvaj\u00fa nevyv\u00e1\u017een\u00e9 (napr. pod\u013ea farby poko\u017eky), \u010do zni\u017euje univerz\u00e1lnos\u0165 algoritmov.<\/p>\n<\/li>\n

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      Straty \u013eudsk\u00e9ho kontaktu<\/strong> \u2013 Pacienti m\u00f4\u017eu preferova\u0165 osobn\u00e9 vy\u0161etrenie pred digit\u00e1lnym rozhran\u00edm.<\/p>\n<\/li>\n

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      Zodpovednosti<\/strong> \u2013 Nejasnosti v tom, kto zodpoved\u00e1 za nespr\u00e1vnu diagn\u00f3zu (v\u00fdvoj\u00e1r, lek\u00e1r, AI syst\u00e9m?).<\/p>\n<\/li>\n<\/ul>\n

      Tieto rizik\u00e1 je potrebn\u00e9 akt\u00edvne riadi\u0165<\/strong> \u2013 pravidelnou valid\u00e1ciou modelov, zapojen\u00edm lek\u00e1rov do v\u00fdvoja a etick\u00fdmi pravidlami pre AI vo zdravotn\u00edctve.<\/p>\n

      Ako AI zmen\u00ed pr\u00e1cu dermatol\u00f3gov?<\/h2>\n

      AI nebude dermatol\u00f3gov nahr\u00e1dza\u0165, ale dop\u013a\u0148a\u0165.<\/strong> V bud\u00facnosti sa o\u010dak\u00e1va, \u017ee lek\u00e1ri bud\u00fa pracova\u0165 \u201ebok po boku\u201c s inteligentn\u00fdmi syst\u00e9mami:<\/p>\n

      \n
      \n\n\n\n\n\n\n\n\n
      Tradi\u010dn\u00fd postup<\/th>\nAI podpora<\/th>\n<\/tr>\n<\/thead>\n
      Manu\u00e1lna anal\u00fdza l\u00e9zi\u00ed<\/td>\nAutomatick\u00e1 anal\u00fdza obr\u00e1zkov<\/td>\n<\/tr>\n
      Dlh\u0161\u00ed \u010das na v\u00fdsledky<\/td>\nOkam\u017eit\u00e9 hodnotenie rizika<\/td>\n<\/tr>\n
      Subjekt\u00edvne hodnotenie<\/td>\n\u0160tandardizovan\u00e9 porovn\u00e1vanie pr\u00edpadov<\/td>\n<\/tr>\n
      Obmedzen\u00fd pr\u00edstup k \u00fadajom<\/td>\nPr\u00edstup k ve\u013ek\u00fdm glob\u00e1lnym datab\u00e1zam<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

      Z\u00e1rove\u0148 bud\u00fa dermatol\u00f3govia musie\u0165 rozumie\u0165, ako AI rozhoduje<\/strong>, ak\u00e9 m\u00e1 limity a kedy sa na \u0148u nespolieha\u0165.<\/p>\n

      Ak\u00fd je s\u00fa\u010dasn\u00fd stav a kam smerujeme?<\/h2>\n

      Zatia\u013e \u010do niektor\u00e9 AI n\u00e1stroje v dermatol\u00f3gii s\u00fa u\u017e dostupn\u00e9, mnoh\u00e9 sa st\u00e1le nach\u00e1dzaj\u00fa v testovacej f\u00e1ze<\/strong>. Regul\u00e1tori ako FDA (USA) alebo EMA (E\u00da) zatia\u013e schv\u00e1lili len obmedzen\u00e9 mno\u017estvo AI syst\u00e9mov na klinick\u00e9 pou\u017eitie. D\u00f4le\u017eit\u00e9 je tie\u017e vytv\u00e1ranie etick\u00fdch r\u00e1mcov<\/strong> a pravidiel pre pou\u017eitie umelej inteligencie pri citliv\u00fdch rozhodnutiach.<\/p>\n

      O\u010dak\u00e1va sa, \u017ee do roku 2030<\/strong> bude AI \u0161tandardnou s\u00fa\u010das\u0165ou dermatologick\u00fdch pracov\u00edsk, podobne ako digit\u00e1lne arch\u00edvy \u010di telemedic\u00edna. K\u013e\u00fa\u010dom v\u0161ak zost\u00e1va d\u00f4vera pacientov<\/strong>, transparentnos\u0165 algoritmov a kvalita vstupn\u00fdch d\u00e1t.<\/p>","protected":false},"excerpt":{"rendered":"

      495 Viden\u00edAI technol\u00f3gie sa \u010doraz \u010dastej\u0161ie testuj\u00fa v dermatol\u00f3gii, najm\u00e4 pri diagnostike ko\u017en\u00fdch ochoren\u00ed ako je melan\u00f3m, ekz\u00e9m \u010di akn\u00e9. Algoritmy na rozpozn\u00e1vanie obrazu dok\u00e1\u017eu analyzova\u0165 tis\u00edce fotografi\u00ed l\u00e9zi\u00ed a porovna\u0165 ich s rozsiahlymi datab\u00e1zami. V\u00fdsledkom je r\u00fdchla predikcia rizika alebo odpor\u00fa\u010danie \u010fal\u0161ieho vy\u0161etrenia. Pilotn\u00e9 \u0161t\u00fadie ukazuj\u00fa, \u017ee AI modely v niektor\u00fdch pr\u00edpadoch dosahuj\u00fa presnos\u0165 […]<\/p>\n","protected":false},"author":5,"featured_media":18328,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[51],"tags":[377,53],"class_list":["post-18326","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-novinky","tag-umela-inteligencia"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/posts\/18326"}],"collection":[{"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/comments?post=18326"}],"version-history":[{"count":1,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/posts\/18326\/revisions"}],"predecessor-version":[{"id":18329,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/posts\/18326\/revisions\/18329"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/media\/18328"}],"wp:attachment":[{"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/media?parent=18326"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/categories?post=18326"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.slovensko.ai\/en\/wp-json\/wp\/v2\/tags?post=18326"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}