Riba:
- Samun damar bambance inda hankali na wucin gadi ke adana ainihin lokaci a cikin ayyukan asibiti (tsari, hasashen, rahoto) da kuma inda aka bar yanke shawara irin su rarraba albarkatu da fifikon asibiti ga mutane, dangane da matakin haɗarin aiki.
- Ikon yin amfani da horo wanda ke tabbatar da kowane fitowar bayanan sirri ta hanyar matakan haɗa shi zuwa tushen, sake ƙididdige shi da wucewa ta hanyar tacewa na gudanarwa.
- Bayar da majiyyaci da bayanan aiki a cikin iyakokin KVKK/ keɓewa da samun al'adar zabar abin hawa mai aminci.
Ana yin ɗaruruwan yanke shawara kowace safiya a asibiti. Mara lafiya nawa ne suke zuwa dakin gaggawa yau? Waɗanne guraben alƙawura nawa ne ya kamata su rage a cikin wace asibiti? Za a buɗe gadaje a cikin kulawa mai zurfi? Wane magani ne zai kare a mako mai zuwa? Me yasa gamsuwar haƙuri ta ragu a watan da ya gabata? Me yasa SSI ta ƙi wannan lissafin? Wasu daga cikin waɗannan hukunce-hukuncen na maimaitawa ne, masu ɗaukar bayanai, kuma suna ɗaukar lokaci; Wasu kai tsaye suna yin tasiri ga samun majiyyaci, aminci, ko kwanciyar hankali na cibiyar kuɗi. Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙadda tọn ne (AI, ko AI na da aka yi a takaice-tsarin kwamfuta wanda zai iya samar da rubutu, gane alamu, yin tsinkaya, da kuma taƙaita bayanai kamar mutane) ya dace daidai a tsakiyar wannan hoton: lokacin da aka yi amfani da shi daidai, zai iya samar da rahotanni, tsinkaya, da zane-zane a cikin minti maimakon sa'o'i; An yi amfani da shi ba daidai ba, yana iya haifar da alama mai aminci amma kuskuren fitarwa zuwa yanke shawara na gudanarwa.
Naúrar farko na wannan ƙirar ba gabatarwar software ba ce. Manufarta ita ce bayyana inda za a saka AI a cikin kasuwancin ku da kuma inda ba za ku saka shi kwata-kwata ba. Saboda kula da kiwon lafiya duka biyun "aiki-mahimmanci" kuma, a kaikaice, "haƙuri-lafiya-mahimmanci" yanki: yanke shawara mai ƙarfi da kuka yanke yana ƙayyade ko majiyyaci na iya samun alƙawari; Shawarar hannun jari tana shafar ko yakamata a jinkirta tiyata ko a'a. Let's lay out the basic principle from the beginning: Artificial intelligence is an assistant, not a manager. Hakki da amincewa na ƙarshe na yanke shawara da suka shafi rabon albarkatu, fifikon asibiti, biyan kuɗi, da amincin majiyyaci suna tare da ƙwararren ƙwararren da manajan alhakin.
Yadudduka na kula da kiwon lafiya da wurin AI
Don fahimtar ƙungiyar kiwon lafiya, yana da amfani a raba kasuwancin zuwa matakai uku. Layer na aiki shine aikin yau da kullun: alƙawura, kwararan gado, sauyawa, haja. Tsarin dabara shine shirin kowane mako-wata: hasashen buƙatu, daidaita ƙarfin aiki, bin diddigin kasafin kuɗi. Tsarin dabarun yana ƙayyade alkiblar cibiyar: saka hannun jari, fayil ɗin sabis, ingantattun manufofi. AI na iya taɓa duk matakan uku; amma tare da iko daban-daban a kowace. A Layer na aiki, AI yana samar da zayyana da sauri da faɗakarwa; A tsarin dabarun, yana ba da shigarwa kawai kuma gudanarwa yana yanke shawara.
Bari mu ayyana ƴan asali kalmomi daga farko. Mai nuna alama (KPI) lamba ce da ke auna aikin tsari (kamar yawan zama na gado). Ƙarfi shine adadin aikin da naúrar zata iya ɗauka a cikin wani ɗan lokaci. Hasashen buƙatu shine hasashen mai haƙuri/nauyin aiki na gaba. Tsarin kudaden shiga shine tsarin kuɗi daga rajistar majiyyaci zuwa tattara lissafin kuɗi. Za mu yi bayanin waɗannan ra'ayoyi ɗaya bayan ɗaya a cikin raka'a masu zuwa; A yanzu, san wannan: A cikin duk waɗannan ra'ayoyin, AI yana ba ku jita-jita da bincike, amma ba ya yanke shawara.
Tebur mai zuwa yana taƙaita rawar da matakin haɗari na AI ta manufa:
nema
Matsayin AI
Matsayin haɗari
Wanda ya yarda
Rubutun daftarin rahoto/takaitaccen labari
sketch janareta
ƙananan
Manajan sashin
Hasashen buƙatu/ iya aiki
Hasashe, janareta na labari
matsakaici
manajan kasuwanci
Ba-nuna hadarin zura kwallaye
Ƙimar ƙididdiga
matsakaici
Polyclinic Manager
Bada fifikon gado/fitarwa
Generator mai ba da shawara, ba kalma ta ƙarshe ba
babba
Likita + ma'aikacin jinya
Ba da shawarar lambar lissafin kuɗi
Doka ta tabbatar da daftarin
babba
Kwararrun hanyoyin shiga/coded
Rarraba albarkatu / fifiko na asibiti
shigarwar taimako
mai girma
Manajan da ke da alhakin + likita
Ka tuna layi ɗaya a cikin wannan ginshiƙi: yayin da haɗarin ke ƙaruwa, aikin AI yana raguwa, amincewar ɗan adam yana girma.
Me yasa "tabbaci" shine zuciyar wannan kasuwancin
Samfuran yaren basirar ɗan adam da alama suna da tabbaci ga amsarsu, amma ƙila ba za su tabbata ba. A cikin harshe na fasaha, ana kiran wannan hallucination: shine ƙirar ƙirƙira na bayanan da ba su wanzu a cikin jimla mai kyau, kamar dai gaskiya ne. Wannan babban tarko ne ga manajan kula da lafiya: samfurin na iya samar da lamba yana cewa "zaman gado a wannan watan shine kashi 82 cikin dari", amma bai taɓa ganin bayanan ku ba kuma wannan lambar ta cika gaba ɗaya. Ko kuma yana iya bayyana dokar maida kuɗaɗe kamar yadda "an canza a 2023"; Duk da haka, babu irin wannan canji. Tunda ya faxi duka da iyawa ɗaya, abin da ke raba nagarta da mugunta shine iliminka da ɗabi'ar tantancewa.
Horon tabbatarwa ya ƙunshi matakai guda uku:
- Haɗi zuwa tushen: Dogaro da tsarin ku (HBYS/HIS, lissafin kuɗi, rikodin inganci) da tushe na hukuma (SGK/SUT communiqués, Ma'aikatar Lafiya ta Ma'aikatar Lafiya, hanyoyin hukumomi) don lambobi, rates, labarai na doka da dokoki, ba ƙwaƙwalwar AI ba. Yi amfani da AI don yin sharhi kan wannan bayanan, ba don tunawa da shi ba.
- Sake ƙididdigewa/kwatanta: bincika kowane sakamakon ƙididdiga, ƙididdigewa da yanayin dawowar AI. Tabbatar da kanku kashi, jimi, matsakaita.
- Tace mai gudanarwa: Gwaji daga hangen nesa ko abin da aka fitar ya saba wa gaskiyar da ke ƙasa (kasafin kuɗi, doka, ma'aikata, amincin haƙuri).
Hankali: Gabatarwa ko aiwatar da rahoto ko shawarwarin da AI ta samar ga kwamitin gudanarwa ba tare da tabbatar da shi ba kamar yanke shawarar gudanarwa ba tare da sanya hannu ba. Don kawai abin da aka fitar yana da kyau ba gaskiya ba ne.
Sirri: bayanan haƙuri da aiki bayanan sirri ne
Bayanan mara lafiya (bincike, jiyya, lambar yarjejeniya, bayanan sirri) ana kiyaye su azaman bayanan sirri na musamman a cikin iyakar KVKK (Dokar Kariyar Bayanai) a Turkiye da GDPR a Turai. Babban laifi ne a liƙa sunan majiyyaci, lambar ID na TR, lambar yarjejeniya da ganewar asali cikin kayan aikin AI na jama'a. Hankali iri ɗaya ya shafi bayanan aiki (bayanin kudin shiga, farashin kaya, bayanan ma'aikata) waɗanda sirrin kasuwanci ne. Ƙa'idar ta kasance mai sauƙi: ɓoye bayanan kuma kar a raba wanda ba dole ba. "Mace mai shekaru 68 mai haƙuri" maimakon "Ayşe Yılmaz, 68, yarjejeniya 2024-114523"; Maimakon "Dr. Mehmet Kaya ma'aikacin dindindin", rubuta "babban likitan likita". Idan zai yiwu, zaɓi kayan aikin kamfanoni waɗanda ke da yarjejeniyar sarrafa bayanai kuma kar a yi amfani da bayanan ku a cikin horon ƙira.
uku mini lokuta
Case 1 - Amintaccen amfani. Wani jami'in inganci ya shafe sa'o'i 3 yana shirya taƙaitaccen bayanin gudanarwa na kowane wata na alamomi 14. Ya ba da bayanan ba tare da suna ba (babu sunan mai haƙuri, lambobi kawai) ga AI kuma ya nemi daftarin fassarar. AI ta samar da zane kowane minti 10; majiɓincin ya kwatanta kowace lamba da allon allo, ya gyara kashi biyu kuskure, kuma ya sake yin amfani da furucin dalili. Duration: 40 minutes maimakon 3 hours. AI ya ba da daftarin, alhakin ya kasance tare da ɗan adam.
Case 2 - Tarkon lambar da ba a tantance ba. Wani manajan kasuwanci ya tambayi AI, "Aikace-aikacen gaggawa nawa muka yi a bara?" AI cikin aminci ya ba da adadin "kusan 92,000" duk da cewa ba shi da damar yin amfani da kowane bayanai. Shugaban makarantar ya bayyana haka a cikin jawabinsa; ainihin adadin shine 78,400. Bambancin ya gurbata tsarin kasafin kuɗi. Kuskure: tsammanin lambobi daga AI ba tare da ba da bayanai ba.
Shari'a ta 3 - Cin zarafin sirri. Wani ma'aikaci ya ɗora fayil ɗin Excel wanda ke ɗauke da cikakkun sunaye da kuma bincikar marasa lafiya da za a fitar da su a cikin kayan aikin AI na jama'a kuma ya ce "fito da shirin fitarwa." Bayanan sun tafi zuwa ga uwar garken waje kuma an fara binciken KVKK. Hanyar da ta dace ita ce cire sunan da ganewar asali kuma a raba filayen da ba a san su ba kamar lambar gado da ƙididdigar ranar fitarwa.
Rauni mai ƙarfi / Ƙarfi mai ƙarfi
Rawanin faɗakarwa:
Ku yi tsokaci kan ayyukan asibitinmu a wannan watan kuma ku gaya mana adadin mazaunin.
Wannan da'awar ba ta da lahani: ba a ba da AI ba bayanai, don haka kawai zai iya amsa tambayar "yawan zama" tare da lambar da aka yi. Babu lokacin, ko raka'a, ko mahallin da ba a bayyana ba.
Ƙarfi mai ƙarfi:
Matsayinku: mataimaki na taimakawa masanin harkokin kasuwanci na asibiti. A ƙasa akwai bayananmu na wata-wata da ba a san su ba (babu suna/bayyanai). Yawan gadaje: 240. Kwanaki na gado: 5,760. Watan: kwanaki 30. Aiki: (1) ƙididdige adadin zama na gado da nuna dabarar, (2) zayyana sharhin sarrafa sakin layi ɗaya, (3) bayyana a sarari inda ba ku da tabbas, kada ku ƙidaya lambobi waɗanda ba na son bayanai.
A cikin wannan buƙatar, bayanan, tsammanin dabara, rawar da "ƙira" hani sun bayyana a sarari. Har yanzu kuna tabbatar da fitarwa da kanku (240 × 30 = 7,200 ƙarfin kwanakin gado; 5,760 / 7,200 = 80%).
Tebur mai zuwa yana taƙaita ƙa'idodin jumla ɗaya a cikin wannan darasi:
ka'ida
Me ake nufi
AI mataimaki ne
Hukunci da alhaki na mutane ne
Hanyar haɗi zuwa tushe
Lambar / ka'ida ta fito ne daga cibiyar, ba daga ƙwaƙwalwar AI ba
A boye sunansa
Ba a raba ainihi da bayanan da ba dole ba
tabbatar
Ana bincika kowane fitarwa, an ƙi dacewa
Kuskuren gama gari
- Ana tsammanin lambobi daga AI ba tare da bada bayanai ba. Samfurin ba zai iya samun damar bayanan ba; Lambar da ya bayar na bogi ne. Koyaushe samar da bayanai.
- Kuskuren fitar da kyau kamar daidai. Sakin da aka rubuta da kyau ba yana nufin daidai ba ne.
- Raba bayanan ainihi. Suna, lambar ID na Turkiyya da lambar yarjejeniya ba su taɓa shigar da motar da ke buɗe ba.
- Tambayoyi ba tare da bayar da mahallin ba. Idan ba a kayyade lokacin, naúrar, bayanin ba, fitarwar zata zama kuskure.
- Bayar da shawarar ga AI. AI yana ba da shawara; Amincewa da alhaki na mai sarrafa ne.
Tukwici: Haɗa ɗan gajeren "layin doka" a cikin kowane zaman AI: "Kada ku sanya kowane lambobi waɗanda ban samar da bayanai ba; bayyana 'ba tabbata' inda ba ku da tabbas." Wannan jumla guda ɗaya tana rage haɗarin hasashe sosai.
A takaice
Hankali na wucin gadi shine mataimaki mai ƙarfi a cikin kula da lafiya: yana haɓaka rahotanni, hasashen da zayyana. Amma yanke shawara, alhakin da amincewar ƙarshe koyaushe suna tare da mutum. Yayin da haɗarin ke ƙaruwa, rawar AI ya zama ƙarami. Halaye guda uku sune tushen komai: sifa, tabbatarwa, da ɓoyewa. Da zarar kun shigar da waɗannan ukun, kowane kayan aiki a cikin sauran tsarin ya zama amintaccen mai haɓakawa a gare ku.
Aikin aikace-aikace
Samo alamar alama guda ɗaya da ba a bayyana sunanta ba daga cibiyarku (ko a zato): misali, adadin gadaje da kwanakin kwana. Yin amfani da samfurin "Ƙarfin faɗakarwa" a sama, sa AI ta ƙididdige yawan zama kuma a nemi daftarin sharhin gudanarwa. Sannan tabbatar da fitarwa da kanku: yi lissafin da hannu, bincika lambobin ƙirƙira, duba ko an fitar da takaddun shaida. Rubuta bincikenku a cikin abubuwa 5.
jerin abubuwan dubawa
- [ ] Shin na ɓoye bayanan da na ba AI (babu suna/TC/protocol)?
- [ ] Shin na tantance kowace lamba da kanta a cikin abin da ake fitarwa?
- [ ] Shin na ƙara "maida lambar da ban ba da bayanai ba" zuwa ga faɗakarwa?
- [ ] Shin na ƙayyade matakin haɗarin aikin kuma na ayyana ikon amincewa?
- [ ] Shin na dangana yanke shawara da alhakin ƙarshe ga ɗan adam?