AI a cikin Kiwon Lafiyar Jama'a da Cututtuka
AI yana taimaka wa hukumomin kiwon lafiyar jama'a su gano barkewar cutar tun da farko, yin samfurin yadda cututtuka ke yaɗuwa, da kuma yin niyya a cikin jama'a gaba ɗaya maimakon marasa lafiya guda ɗaya.
Dubawa
Yana juya sigina tarwatse - tambayoyin bincike, ruwan sharar gida, bayanan motsi - zuwa faɗakarwa masu aiki.
Zurfafa nutsewa
Epidemiology yana nazarin yanayin cututtuka a cikin yawan jama'a, kuma AI ya cika wannan tare da tushen bayanai na rashin sa ido na gargajiya. Tsarin kamar BlueDot da rahotanni na labarai na HealthMap, tikitin jirgin sama, da labaran lafiyar dabbobi don gano barkewar cutar; BlueDot ta yi suna a matsayin gungu na COVID-19 a Wuhan a ƙarshen Disamba 2019. A lokacin bala'in, koyan na'ura ya ba da ikon yin hasashen yanayin, yayin da kwayar cutar AI ta bi diddigin fitowar bambance-bambancen. Salon ruwan sharar yanzu yana amfani da ƙididdigan ƙididdiga don ƙididdige matakan kamuwa da cuta na al'umma daga samfuran najasa - kama tudu kafin bayyanar asibiti. AI kuma tana goyan bayan 'cututtuka na dijital,' nazarin motsin wayar da ba a san su ba don ƙirar yaduwa, kuma yana taimakawa keɓance ƙarancin albarkatu kamar alluran rigakafi. Abubuwan kamawa: waɗannan kayan aikin suna da kyau kamar bayanansu, kuma ba da ra'ayi ko rashin cikar rahoto na iya yaudarar, kamar yadda Google Flu Trends suka yi ta hanyar ƙima da ƙima.
Fahimtar Fasaha
Matakan gano fashewa suna haɗa NLP akan labarai na yare da yawa da kuma ciyarwar hukuma tare da gano abubuwan da ba su dace ba don fallasa gungun cututtukan da ba a saba gani ba. Hasashen yana amfani da jeri-lokaci da ƙirar sashe (SIR/SEIR) wani lokaci ana ƙara su tare da hanyoyin sadarwa na jijiyoyi don ƙididdige lambar haifuwa R. Genomic sa ido yana aiki da algorithms na phylogenetic da tari zuwa samfuran jeri don bin saɓanin layin layi. Rikici mai maimaitawa shine ra'ayi ra'ayi: siginonin dabi'a kamar kalmomin bincike suna canzawa akan lokaci, don haka samfuran da aka horar akan abubuwan da suka gabata suna lalata sai dai idan an sake daidaita su akai-akai.
Dabarun Tasiri
Mahallin da dokoki
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya.
Kula da inganci
Matsakaicin yanki yana tasiri karɓaɓɓun ƙimar kuskure da ƙirar sa ido.
Gina zaɓuɓɓuka
Nasarar tura kayan aiki sun daidaita iyawar fasaha tare da ayyukan aiki na gaba.
Makomar AI a cikin Kiwon Lafiyar Jama'a da Cututtuka
Kiwon lafiyar jama'a yana tafiya zuwa ga haɗin kai, sa ido na kusa-kusa yana haɗa ruwan sharar gida, kwayoyin halitta, na asibiti, da sigina na dijital cikin haɗaɗɗun dashboards. Manyan nau'ikan harshe na iya taimakawa haɗa rahotannin duniya da daftarin kimanta haɗarin fashewa. Yi tsammanin ƙarin saka hannun jari na 'cututtukan annoba' da kuma sa ido kan ƙwayoyin cuta-agnostic metagenomic wanda ke gano duk wata barazana a cikin samfurin, ba kawai waɗanda aka sani ba. Tsarin keɓantawa da yarjejeniyar raba bayanai za su kasance masu yanke hukunci - fasahar galibi ta zarce mulkin da ake buƙata don amfani da bayanan motsi da bayanan kiwon lafiya cikin gaskiya.
Aiwatar da Gaskiyar Duniya
Tsarin NLP na BlueDot ya binciki labaran duniya da bayanan jirgin don nuna alamun barkewar COVID-19 a Wuhan kwanaki kafin faɗakarwar hukuma.
Shirye-shiryen sa ido kan ruwan sha suna amfani da tsarin ƙididdiga don kimanta COVID-19 da al'ummar cutar shan inna da ke yaɗuwa daga najasa kafin lamuran asibiti su tashi.
Bututun sa ido na genomic (kamar waɗanda ke bayan Nextstrain) suna amfani da algorithms na phylogenetic don bin sabbin bambance-bambancen SARS-CoV-2 a cikin ainihin lokaci.
An ƙirƙiri bayanan motsi na wayar hannu da ba a san su ba don hasashen yadda kulle-kulle da tsarin tafiye-tafiye ke shafar watsa cututtuka.
Hatsari & Tsare-tsare
Bukatun tsari na iya ɓata in ba haka ba ƙaƙƙarfan samfuri.
Bayanan tarihi na iya ɓoye son zuciya da ke cutar da takamaiman al'ummomi.
Tsarin gado na iya haifar da ƙullun haɗin kai da ɓoyayyun farashi.
Taswirar Hanya
Haɗa ƙwararrun yanki daga tsara matsala zuwa ƙima.
Zane hanyoyin duba da takaddun kafin ƙaddamarwa.
Tabbatar da yarda da wajibai na aminci da wuri.
Fitar a cikin matakai tare da bayyanannen ma'auni na tsayawa da juyawa.
Ci gaba da Bincike
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Jagora na gaba
AI a cikin Jirgin Jama'a
Tambayoyin da ake yawan yi
Menene AI a cikin Kiwon Lafiyar Jama'a da Cututtuka?
AI yana taimaka wa hukumomin kiwon lafiyar jama'a su gano barkewar cutar tun da farko, yin samfurin yadda cututtuka ke yaɗuwa, da kuma yin niyya a cikin jama'a gaba ɗaya maimakon marasa lafiya guda ɗaya. Yana juya sigina tarwatse - tambayoyin bincike, ruwan sharar gida, bayanan motsi - zuwa faɗakarwa masu aiki.
Menene ilimin annoba da farko ke nazari?
Epidemiology yana mai da hankali kan yadda cututtuka ke faruwa da yaɗuwa a cikin ƙungiyoyi da jama'a, suna sanar da manufofin kiwon lafiyar jama'a da shiga tsakani.
Me yasa BlueDot ta shahara yayin farkon cutar ta COVID-19?
Ayyukan sarrafa harshe na BlueDot sun bincika labarai da bayanan jirgin sama kuma sun ba da alama ga gungu mai tasowa a Wuhan a ƙarshen Disamba 2019, gabanin gargaɗin hukuma.
Me yasa sa ido kan sharar gida ke taimakawa lafiyar jama'a?
Matakan ƙwayoyin cuta a cikin najasa suna nuna kamuwa da cuta a cikin al'umma kuma yana iya tashi kafin mutane su nemi gwaji, suna ba da siginar faɗakarwa da wuri.
Wane darasi Google Flu Trends ya koyar game da AI a cikin ilimin cututtuka?
Google Ciwon mura ya ƙididdige yawan kamuwa da mura saboda siginonin ɗabi'a suna yaɗuwa cikin lokaci, suna nuna cewa irin waɗannan samfuran suna ƙasƙantar da kai ba tare da sake daidaitawa ba.
A cikin ƙirar cuta, menene lambar haifuwa R ke wakilta?
R yana ƙididdige adadin lokuta na biyu kowane mai kamuwa da cuta ya haifar a matsakaici; R sama da 1 yana nuna alamar fashewa mai girma.