Incamake
AI muri patologiya ikoresha iyerekwa rya mudasobwa kumashusho yerekana imibare, ifasha abapologiste kumenya kanseri, kubara selile, nindwara zo murwego byihuse kandi bihoraho. Ihindura imikorere ya microscope imaze ibinyejana byinshi mubikorwa bikungahaye cyane, bipimwa, kandi binini.
AI muri Pathology ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, hamwe no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo.
Kwibira cyane
Indwara ya Pathologiya isanzwe isobanura umuganga usuzuma ingirangingo zanditseho ibirahuri munsi ya microscope. Digital pathology isikana ayo mashusho muri gigapixel amashusho yose (akenshi miriyari ya pigiseli imwe), kandi moderi ya AI irabisesengura. Icyerekezo cyerekana icyerekezo hamwe na transformateur cyerekanwe kumashusho yanditseho ibendera ryibibyimba, kumenya imibare ya mitoto, gupima biomarkers nka Ki-67 cyangwa HER2, no gutanga amanota ya kanseri nka amanota ya Gleason kuri prostate. Kuberako amashusho ari manini, moderi ikora mubice bito kandi bidoda ibisubizo mubushyuhe. FDA yahanaguye sisitemu nka Paige Prostate kugirango ifashe gutahura kanseri ya prostate, kandi laboratoire ikoresha AI muburyo bwa triage, kugenzura ubuziranenge, no kugereranya byaba birambiranye cyangwa bidashoboka mumaso.
Ubushishozi
Ishusho-shusho yose ni nini cyane kuburyo itagaburira icyarimwe icyarimwe, bityo igabanijwemo ibihumbi bito. Buri tile inyura mu iyerekwa rya kodegisi, kandi tekinike yitwa ingero nyinshi yo kwiga ituma icyitegererezo cyiga igipimo cyo kwisuzumisha nubwo mugihe ikirango rusange (kanseri na sibyo) kizwi, ntabwo ari ahantu nyaburanga. Ubushyuhe noneho bugaragaza ahantu hakekwa. Icyitegererezo cyibanze kuri miriyoni zidafite amabati ubu zitanga ibimenyetso byongeye gukoreshwa neza neza kuri kanseri idasanzwe.
Kumenya AI muri Pathology
AI muri patologiya ikoresha iyerekwa rya mudasobwa kumashusho yerekana imibare, ifasha abapologiste kumenya kanseri, kubara selile, nindwara zo murwego byihuse kandi bihoraho. Ihindura imikorere ya microscope imaze ibinyejana byinshi mubikorwa bikungahaye cyane, bipimwa, kandi binini. AI muri Pathology ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, hamwe no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo. Kugira ngo usobanukirwe byimbitse, fata AI muri Pathologiya nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubikorwa, amatsinda akomeye akoresha AI muri Pathology ahuza ubushobozi bwa tekiniki na politiki ya domaine, kugenzura, no gufata ibyemezo imbere. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mugihe kimwe, ibisabwa byubuyobozi birashobora gutesha agaciro ubundi prototypes ikomeye. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Paige Prostate, igikoresho cyahanaguwe na FDA, gishyira ahabona ahantu hakekwa kanseri ya prostate kumurongo wa biopsy kugirango ifashe abapologiste.
AI ihita ibara Ki-67-nziza yibibyimba kugirango tumenye uburyo kanseri yihuta.
Algorithms itahura kanseri ikwirakwizwa (metastase) muri lymph node slide, ifata uduce duto byoroshye kubura amaso.
AI igenera cyangwa ibanziriza-amanota prostate Gleason amanota kugirango atezimbere ubudahwema hagati yindwara zitandukanye.
Uburyo bwo Gushyira mu bikorwa
AI muri Pathologiya mubikorwa
Paige Prostate, igikoresho cyahanaguwe na FDA, gishyira ahabona ahantu hakekwa kanseri ya prostate kumurongo wa biopsy kugirango ifashe abapologiste.
Paige Prostate, igikoresho cyahanaguwe na FDA, ibendera ahantu hakekwa kanseri ya prostate kumurongo wa biopsy kugirango ifashe abahanga mu bumenyi bw'indwara Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI muri Pathologiya mubikorwa
AI ihita ibara Ki-67-nziza yibibyimba kugirango tumenye uburyo kanseri yihuta.
AI ihita ibara Ki-67 nziza yibibyimba kugirango igaragaze uburyo kanseri yihuta Amakipe akunze kubona umusaruro mwiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
AI muri Pathologiya mubikorwa
Algorithms itahura kanseri ikwirakwizwa (metastase) muri lymph node slide, ifata uduce duto byoroshye kubura amaso.
Algorithms itahura kanseri ikwirakwizwa (metastase) mumashusho ya lymph node, gufata uduce duto byoroshye kubura n'amaso Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byanduye, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
AI muri Pathologiya mubikorwa
AI igenera cyangwa ibanziriza-amanota prostate Gleason amanota kugirango atezimbere ubudahwema hagati yindwara zitandukanye.
AI igenera cyangwa ibanziriza-amanota ya prostate amanota ya Gleason kugirango atezimbere ubudahwema hagati y’abahanga mu bumenyi bw'indwara zitandukanye Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Emeza kubahiriza inshingano z'umutekano hakiri kare. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.