{"id":1988,"date":"2023-06-22T21:07:27","date_gmt":"2023-06-22T21:07:27","guid":{"rendered":"https:\/\/dailyai.com\/?p=1988"},"modified":"2023-06-22T21:41:39","modified_gmt":"2023-06-22T21:41:39","slug":"innovative-ai-model-detects-retinal-disease-in-infants","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2023\/06\/innovative-ai-model-detects-retinal-disease-in-infants\/","title":{"rendered":"Innovativ AI-modell uppt\u00e4cker n\u00e4thinnesjukdom hos sp\u00e4dbarn"},"content":{"rendered":"

Prematuritetsretinopati (ROP), en allvarlig \u00f6gonsjukdom som drabbar f\u00f6r tidigt f\u00f6dda barn, \u00e4r en viktig orsak till synneds\u00e4ttning och blindhet.\u00a0<\/b><\/p>\n

Tidig behandling kan mildra de v\u00e4rsta effekterna av ROP, men bristen p\u00e5 \u00f6gonl\u00e4kare f\u00f6r barn, s\u00e4rskilt i l\u00e5g- och medelinkomstl\u00e4nder, \u00e4r ett stort hinder.\u00a0<\/span><\/p>\n

I en studie <\/span>publicerad i The Lancet<\/span><\/a>utvecklade forskarna en kodfri AI-modell f\u00f6r att diagnostisera ROP fr\u00e5n n\u00e4thinnebilder. <\/span><\/p>\n

De tror att modellen kommer att hj\u00e4lpa \u00f6gonl\u00e4kare att diagnostisera tillst\u00e5ndet var som helst i v\u00e4rlden, eftersom den k\u00f6rs p\u00e5 Google Cloud och kr\u00e4ver minimal teknisk expertis f\u00f6r att fungera.<\/span><\/p>\n

Om prematuritetsretinopati (ROP)<\/span><\/h2>\n

ROP \u00e4r en onormal tillv\u00e4xt av blodk\u00e4rl i n\u00e4thinnan som vanligen ses hos sp\u00e4dbarn som f\u00f6ds f\u00f6re den 31:a graviditetsveckan eller med en kroppsvikt p\u00e5 under 3 pund.\u00a0<\/span><\/p>\n

Lindrig ROP kan f\u00f6rsvinna av sig sj\u00e4lv, men sv\u00e5ra fall kan leda till n\u00e4thinneavlossning, synneds\u00e4ttning och blindhet.<\/span><\/p>\n

Flera egenskaper hos n\u00e4thinnan anv\u00e4nds f\u00f6r att diagnostisera ROP, bland annat plus disease, som definieras som onormalt slingrande blodk\u00e4rl i n\u00e4thinnan. \"F\u00f6rekomsten av plus disease anses vara en mark\u00f6r f\u00f6r retinopati som kr\u00e4ver behandling\", f\u00f6rklarar forskarna i studien. <\/span>Rutinm\u00e4ssig screening hos barn\u00f6gonl\u00e4kare kan bidra till att f\u00f6rhindra att ROP utvecklas.<\/span><\/p>\n

Tidigare studier<\/span> har redan visat att AI-modeller kan st\u00e4lla en korrekt diagnos p\u00e5 sv\u00e5r ROP baserat p\u00e5 analys av n\u00e4thinnebilder.\u00a0<\/span>De flesta av dessa modeller kr\u00e4ver dock teknisk expertis och betydande h\u00e5rdvaruresurser, vilket \u00e4r en bristvara i vissa medicinska milj\u00f6er.\u00a0<\/span><\/p>\n

En tillg\u00e4nglig kodfri AI-modell l\u00f6ser dessa utmaningar och ger \u00f6gonl\u00e4kare tillg\u00e5ng till banbrytande n\u00e4thinnediagnostik var som helst med en internetanslutning.<\/p>\n

AI:s roll<\/span><\/h2>\n

I studien j\u00e4mf\u00f6rs en kodfri AI-modell som bygger p\u00e5 Google Cloud AutoML Vision Application Programming Interface (API) med en skr\u00e4ddarsydd modell som byggts fr\u00e5n grunden. <\/span><\/p>\n

\"Den kodfria AI-applikationen utvecklades med hj\u00e4lp av bilder fr\u00e5n nyf\u00f6dda fr\u00e5n olika etniska och socioekonomiska bakgrunder p\u00e5 ett sjukhus i Storbritannien\", beskriver forskarna.<\/span><\/p>\n

Eftersom den k\u00f6rs p\u00e5 Google Cloud AutoML kr\u00e4ver modellen minimal teknisk expertis och ingen h\u00e5rdvara f\u00f6rutom en internetanslutning - du matar helt enkelt in dina n\u00e4thinnebilder i den f\u00f6rtr\u00e4nade modellen.<\/span><\/p>\n

Studien visade att den kodfria Google Cloud AutoML-modellen presterade p\u00e5 samma s\u00e4tt som den skr\u00e4ddarsydda modellen, med liknande noggrannhet som erfarna \u00f6gonl\u00e4kare n\u00e4r det g\u00e4llde att uppt\u00e4cka plussjukdom.<\/span><\/p>\n

En av f\u00f6rfattarna, Dr. Konstantinos Balaskas, \u00e4r docent vid University College London, sa<\/a>\"Eftersom sjukdomen g\u00e5r att uppt\u00e4cka och behandla borde inget barn bli blint p\u00e5 grund av f\u00f6r tidig retinopati. Vi hoppas att v\u00e5r teknik f\u00f6r att automatisera diagnostiken av prematuritetsretinopati kommer att f\u00f6rb\u00e4ttra tillg\u00e5ngen till v\u00e5rd i underf\u00f6rs\u00f6rjda omr\u00e5den och f\u00f6rhindra blindhet hos tusentals nyf\u00f6dda \u00f6ver hela v\u00e4rlden.\"<\/span><\/p>\n

Dr Deepak Bhatt, MPH, chef f\u00f6r Mount Sinai Heart i New York, ber\u00f6mde studien och sa: \"Det h\u00e4r \u00e4r en smart studie som visar en potentiellt mycket anv\u00e4ndbar till\u00e4mpning av artificiell intelligens. F\u00f6rfattarna visade att deras AI-program presterade lika bra som erfarna \u00f6gonl\u00e4kare n\u00e4r det g\u00e4llde att identifiera en ledande orsak till blindhet hos barn genom att unders\u00f6ka n\u00e4thinnebilder.\"<\/span><\/p>\n

Bhatt betonade AI:s potential inom h\u00e4lso- och sjukv\u00e5rden: \"Maskininl\u00e4rning och AI har l\u00e4mnat science fiction till f\u00f6rm\u00e5n f\u00f6r m\u00f6jlig anv\u00e4ndning i klinisk praxis. Den h\u00e4r studien \u00e4r ett bra exempel p\u00e5 det. Det beh\u00f6vs fler studier av det h\u00e4r slaget i olika populationer.\"<\/span><\/p>\n

Kodfria molnbaserade modeller \u00e4r tillg\u00e4ngliga f\u00f6r alla med en internetanslutning. <\/span><\/p>\n

Det finns inga krav p\u00e5 h\u00e5rdvara och modellen \u00e4r f\u00f6rtr\u00e4nad, s\u00e5 du beh\u00f6ver bara en input (i det h\u00e4r fallet n\u00e4thinnebilder).\u00a0<\/span><\/p>\n

Forskarna medger att modellen fr\u00e4mst testades med hj\u00e4lp av bilder tagna med Retcam, en s\u00e4rskild typ av n\u00e4thinnekamera som tenderar att vara dyr. <\/span><\/p>\n

Med lite arbete kan den dock utvidgas till andra n\u00e4thinnebilder, vilket skulle hj\u00e4lpa v\u00e5rdgivare att f\u00e5 tillg\u00e5ng till toppmodern n\u00e4thinnediagnostik fr\u00e5n var som helst i v\u00e4rlden. <\/span><\/p>","protected":false},"excerpt":{"rendered":"

Prematuritetsretinopati (ROP), ett allvarligt \u00f6gonsjukdom som drabbar f\u00f6r tidigt f\u00f6dda barn, \u00e4r en viktig orsak till synneds\u00e4ttning och blindhet. Tidig behandling kan mildra de v\u00e4rsta effekterna av ROP, men bristen p\u00e5 \u00f6gonl\u00e4kare f\u00f6r barn, s\u00e4rskilt i l\u00e5g- och medelinkomstl\u00e4nder, \u00e4r ett stort hinder. I en studie publicerad i The Lancet har forskare utvecklat en kodfri AI-modell f\u00f6r att diagnostisera ROP utifr\u00e5n n\u00e4thinnebilder. De tror att modellen kommer att hj\u00e4lpa \u00f6gonl\u00e4kare att diagnostisera tillst\u00e5ndet fr\u00e5n var som helst i v\u00e4rlden, eftersom den k\u00f6rs p\u00e5 Google Cloud och kr\u00e4ver minimal teknisk expertis f\u00f6r att fungera. Om prematuritetsretinopati (ROP) ROP \u00e4r en onormal tillv\u00e4xt av blod<\/p>","protected":false},"author":2,"featured_media":1989,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[166,101],"class_list":["post-1988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-computer-vision","tag-medtech"],"yoast_head":"\nInnovative AI model detects retinal disease in infants | DailyAI<\/title>\n<meta name=\"description\" content=\"Retinopathy of prematurity (ROP), a severe eye condition affecting premature babies, is a leading cause of visual impairment or blindness.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2023\/06\/innovative-ai-model-detects-retinal-disease-in-infants\/\" \/>\n<meta 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