Kukula kwa AI mu likulu - zotsatira za chaka choyamba cha kuyesa

Kuyesa kwa Moscow poyesa ntchito zatsopano zamankhwala kumatsegulira njira yodutsa matekinolokinoloje.

Maukadaulo a Ai akutukuka mwachangu ndikupereka mayankho a madera ambiri achuma komanso moyo wapadera. Kufunika kwapadera kwa othandizira digitol kunawonekera munthawi ya coronaviirus mu bizinesi yamankhwala. Ambiri opanga opanga amawatsogolera popanga ma projekiti ogwiritsa ntchito zipatala. Koma kuchokera pamaphunziro a chiphunzitso, malingaliro atsopano a "malingaliro atsopano" pansi "pansi," ndiko kuti, kugwiritsa ntchito bwino, madotolo nthawi zonse amakhala ndi mtunda wautali. Pakukula kwabwino kwa mankhwala digita, kunali kofunikira kuchepetsa nthawi imeneyi, kukulitsa mipata yabwino yoyesa malingaliro awo ndi akatswiri, pamaziko a data zenizeni pa odwala, poyang'anizana ndi chithandizo chamankhwala.

Upainiya popereka mwayi wobweretsa matekinoloje atsopano mu moscow.

Makina a Moscow azachipatala amaperekanso kuyesa kugwiritsa ntchito makompyuta m'mapulogalamu a pa Radiology. Oyambitsa ndi opanga zoyesererayo anali ovuta kusinthika kwa likulu la likulu la ndalama, dipatimenti ndi dipatimenti yathanzi. Zachipatala pamakhala chifukwa cha luntha lopanga (II) linathandiza akatswiri a radiologis powunikira zithunzi ndi kuzindikira.

A Algorithms idaphatikizidwa mu chidziwitso chimodzi ndi makina owunikira (EMias). Amasanthula maphunziro otsatirawa:

• Diagnastics X-Ray;
• Pakompyuta Tomography;
• Lukulo
• Mammography.

Makinawo adathandizira zingwezo mwachangu kwambiri, makamaka mphindi zochepa ndidamaliza ndikulemba zodziwika bwino. Zinathandiza kwambiri ntchito ya madotolo ndikuzitsitsa ku ntchito yokhudza zochitika. Panthawi ya nthawi ya Covic-19, kuchuluka kwa akatswiri azolowera kwa akatswiri ambiri. Ndipo thandizo la II lidapezeka ngati njira.

Sergey morozov, wamkulu wa likulu kuti azindikire matenda ndi Telemedicine, ananena kuti kuyesa kunali kwakukulu. Makampani opitilira 20 adatenga nawo mbali. M'magawo okwanira, zopitilira theka ndi theka Zithunzi ndi zithunzi zidakonzedwa ndikusanthula. Maphunziro a 1.5 miliyoni. Pakuyesera, njira zamankhwala zothandizira pazachipatala zidayendetsedwa.

Kwa kuyesa kwa mzinda wa mzinda, opanga mapangidwe apanga ntchito 38 zochokera ku AI powunikira mtundu wa 10. Makompyuta Oneretsa Makompyuta A Msamaliro AI (Carentoriai LLC). Zinthu ziwirizi zimagwiritsidwa ntchito kale pantchito ya zipatala za ku Moscow zipatala.

1. Ma radioscreening a matenda a ziwalo pachifuwa zimapangitsa kuti chibayo, khansa, chifuwa chachikulu. Awa ndi matenda owopsa kwambiri omwe ndi ofunikira kuti awone m'magawo oyambirirawo pambuyo pa chithandizo chothandiza. Utumiki umasanthula zithunzi zomwe zapezeka kuchokera ku zipatala za X-ray za chipatala. Kenako imaloza chiwembu cha matenda a matendawa, chikuwonetsa malo enieni ndi kukula kwa matenda. Zotsatirazi zimabwezeretsedwanso. Kukonza kumachitika m'masekondi 8 okha. Galimotoyo imawona zosintha zazing'ono mthupi, zomwe munthu sangathe kukonza. Imasiyanitsa zigawenga zambiri. Makinawa amapanga mtundu wa khungu pachithunzichi, chomwe ndi nsonga ya radiologist. Katswiri amawona malo am'mito komanso zochitika zina.
2. Ntchito "Ct Covid-19" imathandizira kuwona zotayika zoyambirira pazithunzi za CT. Ikusankha malowa, kukula kwa matenda ndi kuchuluka kwa zowonongeka zam'mapapo, kuphatikiza malinga ndi gulu la CT-0 zomwe zavomerezedwa ndi kuvomerezeka kwa Russia. Kampani yopanga mapulogalamuyi idapatsidwa mphotho ya Moscow a Moscow "ntchentche ya Moscow" mu kusankhidwa "luntha la" luso la ukadaulo ". Ntchito kwa mphindi 2-3 kusanthula ndi kumapangitsa zotsatira za mawonekedwe. Zimatanthawuzanso masks amitundu pa zithunzi pamlingo uliwonse. Dokotala amaphunzira maupangiri agalimoto ndipo amasankha komaliza pakuzindikira.

Ilya Plisci, disctor wamkulu wa Carentoriai Llc, akumbutsa kuti Aiwo siwolowa m'malo mwa dokotala. Amakhala wokangalika, amayang'ana kwambiri munthu pamunda wa kuwonongeka kwa matenda. Chisankho chomaliza pa matendawa ndi kusankha njira zochizira zotsalira kumbuyo kwa dokotala. Pogwira ntchitoyi, kampaniyo idachita zokambirana zowonjezera ndi akatswiri a kafukufuku wofufuza za Moscow ndi St. Petersburg. Popewa zolakwa pozindikiritsa mathithi, omwe amalembedwa pa kafukufuku aliyense wa neural neural neural amachitika akatswiri osachepera atatu omwe akumana ndi zaka zopitilira khumi kuchipatala ndi chipatala.

Kuphatikiza pa zochitika za Karentorialia, ntchito ya covid-ntillox yopangidwa ndi akatswiri ochokera kwa anthu omwe amagawidwe amagazi omwe amakhudzidwa ndi kuyesa kwa Moscow. Ndi thandizo lake, radio tuloologists pa zithunzi za CT Tengani matenda am'mapapu ku Covid-19.

Tekinoloje iyi imakupatsani mwayi kuti mudziwe gawo la minofu yamapapu yam'mapapo. Simapereka mavoliyumu, malo omwe amasintha matenda a matendawa. Makinawo amatha kuwerengetsa kuchuluka kwa kuwonongeka kwa minofu, ndikuwonetsa zolemba zotsatirazi: nsalu zowoneka bwino, galasi lodzaza matte, matte galasi. Izi zimakuthandizani kuti mupereke chithandizo chokwanira kwa aliyense payekhapayekha.

Mapulogalamu a Mapulogalamu a Gamtamed-omwe anali pa pulogalamu yautumiki mogwirizana ndi madotolo achipatala a mzindawo chipatala cha mzinda wachipatala chotchedwa D.v. Skobeelyna. Ntchitoyi idachitika nthawi yochepa, ndipo madokotala m'malo mosangalala adalangiza omwe akutukuka pakati pa ntchito yofiyira.

Poyamba, maziko a kafukufuku wa CT adapangidwa. Pamaziko ake, maofesi a neural adaphunzitsidwa bwino komanso amasiyanitsa kuti adziwe kuchuluka kwa matenda amitsempha. Zotsatira za makina posintha makina adapangidwira kwa iye. Amawonetsa madokotala Mphamvu ya kusintha kwa thanzi la wodwala. Kutengera ndi izi, katswiri wawondola kapena kusintha chithandizo chomwe chimaperekedwa.

AI Luntha limapereka dokotala ndi izi:

1. Vuto lotsala la nsalu zam'mapapo
2. Kuchuluka kwa matenda a thupi
3. Mulingo wogonjetsedwa ndi gawo lililonse la mapapu
4. Mphamvu yakusintha kwa ma voliyumu am'mimba komanso owonongeka a chiwalo
5. Kugwira ntchito kwa njira yamankhwala

Kuphatikiza apo, makinawo amapereka malingaliro kwa dokotala za kaya kuti ndikofunikira kumasulira wodwalayo ngakhale akuyenera kulumikizidwa ku zida za IVL.

Kuyeza kwa ntchito kumakhala kolondola kwambiri. Buku lalikulu la minofu yathanzi komanso lakhudzidwa limasonyezedwa m'chigawo cha cubic. Kukula kwa matenda kwa matenda kumayesedwa ngati gawo logwirizana ndi kuchuluka kwa mapapu. Atapeza zizindikiro zenizeni, kutha kwa matendawa kumatheka.

Maphunziro omaliza okhudza matendawa, pulogalamuyi imakhazikitsidwa pa CT-0 CT-4. Makinawo amapereka lipoti lofotokozera mwatsatanetsatane ndi ndemanga zazifupi. Zambiri zimasungidwa mu database, ndikuwonetsetsa kupitiliza kwa wodwala.

Kuyesa kwa ntchito kunachitika ku N.V. Ambulansi SKLIFOVSKS NDI MALO OGULITSIRA MALO OGULITSIRA MALO OGULITSIRA MUSONKHANJI YOSIVUDZA MA.v. Lomonosov, komanso zipatala zina za likulu. Galimoto imasanthula maphunziro oposa 120 CT. Zotsatira Zoyeserera zawonetsa kuti ntchitoyi itha kugwiritsidwa ntchito mu dongosolo la Dera la Federal la Telemedicine.

Andrei Gavririllav, oyang'anira chitukuko cha LLC Gambomed-soft, imatsimikiziridwa makamaka ndi luso la ntchitoyi. Nthawi yoyeserera yoyeserera ndi mphindi 10. AI amasanthula chithunzichi ndipo amapereka lipoti kwa dokotala 2 nthawi mwachangu - kwa mphindi 5-6.5. M'malo mwa maphunziro awiri pa ola limodzi mothandizidwa ndi ntchitoyi, makafuku 6 amatha kuchitika. Izi zimathandiza kuti madokotala azichita bwino kwambiri pantchito nthawi yayikulu ya coronavirus ndi miliri ena owopsa komanso nyengo. Panthawi ya zoyeserera za Moscow, olemba pulogalamuyi adatha kukonza, pangani dokotala wothandiza kwambiri pantchito yothandiza. Boma la Moscow lapereka thandizo lazachuma kwa opanga mapulani monga chiyamikiro chifukwa cha malonda awo.

Kuyesa kugwiritsa ntchito ukadaulo II ndikukonzekera kukwaniritsa zigawo zina zadzikolo. Mwachitsanzo, pamaziko a Instain Institute of wanzeru zojambula ku yunivesite "Innopolis" ku Republic of Aitarstic, kuyesa kwa ntchito ya Airadiology kunayamba.

Pulogalamuyi imasanthula radiography ya ziwalo zamatumbo, zimazindikira komanso zimayeza kukula ndi kuwonongeka kwa zowonongeka zam'mapapo. Makinawo amapereka dokotala lipoti lopangidwa ndi mafayilo awiri:

1. Kapangidwe kake ka kafukufuku amatanthauzira mwayi wokhala ndi kusintha kwa matenda a mul.
2. Gawo loyambirira la X-ray ndikuwonetsa map a mapu owombera pa icho, kuwonetsa madera omwe amasintha matenda a matendawa.

Makina amagwira sfashots m'masekondi 30 okha. Ndipo m'mawupoti amapereka zithunzi zomveka.

Ramil Kulelerel, woyang'anira Institute of University of Innicfolis, akutsindika kukhalapo kwa ziwerengero zazikulu, zomwe zikuwonetsa kuchuluka kwa akatswiri oyendetsa ndege. Ku Russia, pachaka, pafupifupi mamiliyoni mamiliyoni a ma radiological maphunziro a pachifuwa amachitika, tsiku lililonse zithunzi zoposa 220 zimapangidwa m'dziko lathu. Izi zonse ziyenera kuthandizidwa madokotala. Ngati ukadaulo uzigwiritsidwa ntchito pantchito yawo, zotsatira za zotsatira zake zidzachitika mwachangu komanso molondola. Kumasulidwa kwa adokotala kuchokera kuntchito kumathandizanso kuphunzira mozama milandu yovutayi, kugwiritsidwa ntchito kwa kugwiritsa ntchito maphunziro achangu.

Ramil Kulelerey adayamika ku Moscow Intersosysystem ngati imodzi yabwino kwambiri ku Europe. Ndiye mtsogoleri ku Russia ndipo amakupatsani mwayi wogwiritsa ntchito ntchito zatsopano, mapulogalamu ndi matekinoloji oyambitsa pambuyo potsatira ntchito ya mzinda wa Metropolitan ndi madera. Pakuti izi pali malamulo ndi maluso onse ofunikira. Anapangidwa ndi likulu kuti azindikire matenda ndi telementicine ndi chidziwitso ndi chowunikira muumoyo wa Moscow. Tsopano opanga ntchito zatsopano amatha kuyesa ntchito zawo pamalo oyenera omwe amapangidwa moyenerera.

Kutenga nawo mbali mu kuyesa kwa Moscow, khomo limatseguka ku ntchito zonse zazaumoyo kutengera matekinoloje apakompyuta. Ntchito zake potenga nawo mbali pamakampani zitha kuperekedwa ku likulu la matenda ndi telemedicine. Tsamba lake limakhala mndandanda wazofunikira za ntchito ndi mndandanda wa zikalata zothandizira.

Zinthu zomwe zimakumana ndi zomwe zanenedwazo zitenga nawo mbali pakuyesa ndi kuyesa pazomwe zimagwira ntchito komanso kulondola kwa algoritithms. Pankhaniyi, ntchito iliyonse iyenera kuphatikizidwa ndi Eris. Kulalikira bwino ntchito zoyeserera amalandila zopereka zochokera ku boma la Moscow. Zinthu zomwe zathetsa kuyesedwa zimaphatikizidwa mu gawo la mafakitale. Amapezeka kukachita zamankhwala.

Inna Frost, wamkulu wa chitukuko cha Karentoriaiaiai, kufunikira kwa kuyesedwa kwa kampaniyo mkati mwa kuyesa kwa Moscow kumayesedwa kwambiri. Kuyesedwa kunathandizira kuwunika kukhwima, magwiridwe antchito komanso ntchito yothandiza kwambiri. Malingaliro apamwamba adapatsidwa kukoka kwa kusaka kwatsopano ndikukonza zinthu zomwe zidapangidwa.

Gwero la Msru.