Overview
AI muradiology inoshandisa kudzidza kwakadzama kuona, kuyera, uye mureza zvakawanikwa mumifananidzo yekurapa senge X-rays, CT, uye MRI scans. Inoita semuverengi asinganeti wechipiri iyo inowedzera chokwadi uye inomhanyisa madhipatimendi akawandisa eradiology.
AI muRadiology inoshandisa AI munharaunda-yakananga nharaunda umo mirau, mashandiro, uye kushivirira njodzi inogadzirisa zvakanyanya sarudzo dzekugadzira.
Deep Dive
Radiology inogadzira mavhoriyamu akakura emifananidzo, uye AI inobatsira nekuona zvisizvo zvisina kujeka izvo vanhu vanogona kupotsa kana kuyedza nyaya dzechimbichimbi. Convolutional neural network yakadzidziswa pane yakanyorwa scans inogona kuona mapapu nodule paCT, mureza intracranial hemorrhages, kuona chirwere cheshuga retinopathy, uye kuyera bundu kukura. Iyo FDA yakabvisa mazana eAI radiology zvishandiso, mazhinji ekuita triage, semuenzaniso kusundira ingangoita sitiroko kana pneumothorax kumusoro kweiyo worklist saka inoverengwa mukati memaminitsi. Zvidzidzo zvinoratidza AI inogona kuenzanisa kana kudarika radiologists pamabasa akamanikana senge mammography kuongorora, uye yakasanganiswa yemunhu-plus-AI kufambiswa kwebasa kunowanzo kurova chero yega. Nehurombo, maturusi mazhinji anobatsira pane kutsiva, radiologist inosaina chirevo chekupedzisira.
Technical Insight
Iyo workhorse ndiyo convolutional neural network, iyo inodzidza hierarchical yekuona maficha, mipendero, maumbirwo, ipapo maumbirwo, kubva kumamirioni emapikisi. Kune mabasa akaita sekutsanangudza bundu, segmentation zvivakwa zvakaita seU-Net nyora pixel yega yega. Mamodheru anodzidzisa pamaseti makuru akatsanangurwa, uye kuita kunotongwa nekunzwa, hunhu, uye AUC. Dambudziko guru nderekuita, modhi yakadzidziswa pama scanner echimwe chipatara inogona kudzikisira pane imwe nekuda kwekusiyana kwemidziyo, maprotocol, uye huwandu hwevarwere, hunonzi domain shift.
Kudzidzira AI muRadiology
AI muradiology inoshandisa kudzidza kwakadzama kuona, kuyera, uye mureza zvakawanikwa mumifananidzo yekurapa senge X-rays, CT, uye MRI scans. Inoita semuverengi asinganeti wechipiri iyo inowedzera chokwadi uye inomhanyisa madhipatimendi akawandisa eradiology. AI muRadiology inoshandisa AI munharaunda-yakananga nharaunda umo mirau, mashandiro, uye kushivirira njodzi inogadzirisa zvakanyanya sarudzo dzekugadzira. Kuvaka kunzwisisa kwakadzama, bata AI muRadiology semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa AI muRadiology inonanisa kugona kwehunyanzvi nedomendi mutemo, kutarisika, uye kumberi kwekuita sarudzo. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mamiriro eindasitiri anosarudza kana mazano eAI achirarama nekusangana neicho chaicho. Panguva imwecheteyo, Regulatory zvinodiwa zvinogona kusashanda neimwe nzira yakasimba prototypes. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mamiriro eindasitiri anosarudza kana mazano eAI achirarama nekusangana neicho chaicho.
Mamiriro eindasitiri anosarudza kana mazano eAI achirarama nekusangana neicho chaicho. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvisungo zveDomain zvinopesvedzera mwero wezvikanganiso zvinogamuchirika uye mamodheru etarisiro.
Zvisungo zveDomain zvinopesvedzera mwero wezvikanganiso zvinogamuchirika uye mamodheru etarisiro. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Kuendesa kwakabudirira kunonanisa kugona kwehunyanzvi nekumberi kwekufambiswa kwebasa.
Kuendesa kwakabudirira kunonanisa kugona kwehunyanzvi nekumberi kwekufambiswa kwebasa. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Chishandiso cheAI chekuyedza chinotarisa maCTs emusoro anouya uye ipapo anoisa mireza inofungidzirwa kuti uropi hunobuda ropa saka radiologist inovaverenga kutanga.
Mammography AI inosimbisa matunhu anofungidzirwa uye inoshanda semuverengi wechipiri kubata kenza yemazamu kare.
Algorithms inoyera otomatiki uye kuteedzera bundu saizi mukati mekutevera-up CT scans, kuchengetedza radiologists basa remanyorero.
AI inocherekedza retinal mafoto echirwere cheshuga retinopathy mumakiriniki pasina nyanzvi yemaziso yepasaiti, ichigonesa kutumirwa kwekare.
Maitiro Ekuita
AI muRadiology mukuita
Chishandiso cheAI chekuyedza chinotarisa maCTs emusoro anouya uye ipapo anoisa mireza inofungidzirwa kuti uropi hunobuda ropa saka radiologist inovaverenga kutanga.
Chishandiso cheAI chekuyedza chinotarisa maCTs emusoro anouya uye ipapo anomisikidza anofungidzirwa kuti huropi huchabuda ropa saka radiologist inovaverenga kutanga Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AI muRadiology mukuita
Mammography AI inosimbisa matunhu anofungidzirwa uye inoshanda semuverengi wechipiri kubata kenza yemazamu kare.
Mammography AI inosimbisa matunhu anofungidzirwa uye inoshanda semuverengi wechipiri kubata gomarara rezamu kare Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AI muRadiology mukuita
Algorithms inoyera otomatiki uye kuteedzera bundu saizi mukati mekutevera-up CT scans, kuchengetedza radiologists basa remanyorero.
Maalgorithms anoyera otomatiki uye kuteedzera saizi yebundu mukati mekutevera-up CT scans, kuchengetedza radiologists basa remaoko Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
AI muRadiology mukuita
AI inocherekedza retinal mafoto echirwere cheshuga retinopathy mumakiriniki pasina nyanzvi yemaziso yepasaiti, ichigonesa kutumirwa kwekare.
AI inoongorora retinal mafoto echirwere cheshuga retinopathy mumakiriniki asina ari-pa-saiti nyanzvi yeziso, zvichiita kuti ekare ekutumira Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Regulatory zvinodiwa zvinogona kukanganisa zvimwe zvakasimba prototypes.
Nhoroondo yenhoroondo inogona kubatanidza kurerekera kunokuvadza nharaunda dzakati.
Nhaka masisitimu anogona kugadzira mabhodhoro ekubatanidza uye mitengo yakavanzika.
Implementation Roadmap
Batanidza domain nyanzvi kubva pakugadzirisa dambudziko kusvika pakuongorora.
Batanidza domain nyanzvi kubva pakugadzirisa dambudziko kusvika pakuongorora. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Dhizaina nzira dzekuongorora uye zvinyorwa zvisati zvatanga.
Dhizaina nzira dzekuongorora uye zvinyorwa zvisati zvatanga. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirisa zvisungo zvekuteedzera uye kuchengetedza nekukurumidza.
Gadzirisa zvisungo zvekuteedzera uye kuchengetedza nekukurumidza. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Buritsa muzvikamu zvine kujeka kumira uye kudzoreredza maitiro.
Buritsa muzvikamu zvine kujeka kumira uye kudzoreredza maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.