Ganh Nang Giay To
Hay hoi bat ky bac si chinh hinh nao ve phan cong viec ho it thich nhat. Cau tra loi hau nhu khong bao gio la phau thuat. Thuong thi do la:
"Viet benh an."
Ghi chep danh gia, tai lieu SOAP, bao cao theo doi, bao cao chat luong. Nhung cong viec nay tieu ton hang gio moi tuan, nhung moi muc ghi deu phai chinh xac. Ban khong duoc phep sai sot, nhung ban cung khong du thoi gian de viet moi thu tu dau.
Day la van de ma Doctor AI duoc xay dung de giai quyet.
Phase 1: AI Biet Doc
Dau nam 2026, chung toi ra mat Doctor AI Phase 1. Bac si ket noi cong cu AI ua thich cua minh (Claude Code, Gemini CLI, Codex CLI, hoac bat ky ung dung tuong thich MCP nao) thong qua API Token, va AI co the:
- Doc xu huong VAS cua benh nhan, ty le tuan thu va diem PROM
- Tao bao cao tong hop hang tuan va phan tich xu huong
- Tra loi cac cau hoi nhu "Benh nhan nao co ty le tuan thu giam?" hoac "Benh nhan nay phuc hoi co dung tien do khong?"
Phase 1 la chi doc (read-only). AI co the quan sat nhung khong the thay doi bat cu dieu gi. Thong tin ca nhan (so CMND, so dien thoai, email) duoc tu dong loai bo truoc khi den AI.
Dieu nay hoat dong tot. Nhung cac bac si bat dau hoi: "AI da co toan bo du lieu roi — no co the viet SOAP notes giup toi duoc khong?"
Phase 2: AI Biet Viet (Chi Luu Nhap)
Phase 2 mo quyen ghi. AI bay gio co the soan thao ghi chep danh gia lam sang (Assessment) cho bac si.
Nhung day la quyet dinh thiet ke then chot:
Nhung gi AI viet chi duoc luu dang nhap. Chung khong bao gio tu dong cong bo.Chung toi goi nguyen tac nay la draft-only enforcement (co che chi luu nhap).
Tai Sao Khong Cho AI Cong Bo Truc Tiep?
Boi vi trach nhiem ve quyet dinh lam sang thuoc ve bac si.
AI co the nhin vao xu huong VAS va goi y "dau dang giam, khuyen nghi nang cap giai doan." Nhung no khong biet rang benh nhan hom nay buoc vao phong kham trong co ve kho chiu. No khong biet benh nhan bi nga hom qua. No khong biet benh nhan co khang cu tam ly voi mot bai tap cu the.
Nhung tin hieu theo ngu canh nay chua hoan toan san co cho AI. Quy trinh dung la: AI cung cap ban nhap, bac si xem lai trong 30 giay, chinh sua khi can va xac nhan. Khong phai: AI viet truc tiep vao ho so chinh thuc.
Cach Hoat Dong Trong Thuc Te
Mot Tinh Huong Tai Kham
Benh nhan vua do ROM xong. Bac si go mot cau vao cong cu AI:
"Anh Nguyen, 6 tuan sau mo TKA, ROM 120/0, di lai it dau, san sang nang cap."
AI thuc hien ba viec:
- Tu dong doc du lieu benh nhan — lay xu huong VAS, diem PROM, ty le tuan thu bai tap va ban danh gia gan nhat
- Dien vao bieu mau — nhap ROM 120/0 vao cac truong gap/duoi, dat tien trinh thanh "nang cap," dien san ghi chep S/O/A/P tu du lieu xu huong
- Hoi ve nhung gi chua duoc de cap — "Ban chua de cap muc do tran dich hay VAS sau tap. Toi co nen dua vao khong? Lan danh gia truoc la tran dich nhe, VAS 3."
Bac si tra loi "tran dich da het, VAS 2." AI hoan thanh ban nhap va gui qua MCP Server.
Trong Doctor PWA
- Mot muc moi xuat hien trong danh sach danh gia voi huy hieu mau tim — co nghia la "ban nhap AI, can xac nhan"
- Bac si mo ra va thay bieu mau hoan chinh: S/O/A/P + ROM + VAS + tran dich + quyet dinh tien trinh
- Xac nhan nguyen trang (hoac chinh sua) -> nhan "Xac nhan" -> ban ghi tro thanh chinh thuc. Viec nang cap giai doan chi thuc hien tai thoi diem nay
Muc tieu thiet ke: bac si noi hai cau, AI dien hoan chinh bieu mau. Nhung gi truoc day can chon thu cong hang chuc truong tro thanh mot cuoc hoi thoai.
Kien Truc Ky Thuat
| Tang | Mo ta |
|---|---|
| MCP Server v2.0.0 | 2 cong cu ghi (draft_assessment, draft_prescription) + 6 cong cu doc (xu huong, canh bao, PROM, v.v.) |
| API mac dinh tu choi (Default-deny) | Dua tren danh sach cho phep — chi nhung endpoint duoc liet ke ro rang moi co the truy cap qua AI Token |
| Draft-only enforcement | Tai tang API: AI Token chi co the ghi ban ghi voi status=draft. Viec dat status=published bi tu choi |
| Quan ly pham vi (Scope) | Bac si cap quyen ghi ro rang trong giao dien Token Scope tren Doctor PWA |
Ranh Gioi An Toan
Chung toi xac dinh ro rang nhung gi Doctor AI co the va khong the lam:
AI Co The
- Doc du lieu phuc hoi cua benh nhan (VAS, PROM, nhat ky bai tap, lich su danh gia)
- Soan thao danh gia tu huong dan ngan cua bac si (SOAP notes + ROM + VAS + tran dich + tien trinh)
- Soan thao don bai tap (chon bai tap tu thu vien, dat so to/so lan)
- Hoi them ve cac truong con thieu (day la kha nang hoi thoai tu nhien cua cong cu AI, khong phai tinh nang server)
- Tao phan tich xu huong va bao cao hang tuan
AI Khong The
- Cong bo truc tiep bat ky ban ghi nao (can xac nhan cua bac si)
- Thuc hien nang cap giai doan truc tiep (hoan lai cho den khi bac si xac nhan ban nhap)
- Soan thao ho so phau thuat hoac muc tu phi (hien chi gioi han o danh gia va don bai tap)
- Truy cap thong tin ca nhan (so CMND, so dien thoai, email duoc tu dong loai bo)
- Truy cap benh nhan ngoai pham vi uy quyen cua bac si
- Tu chan doan hoac tu ke don
Neu AI Viet Sai Thi Sao?
Khong co gi xay ra — vi do chi la ban nhap. Neu bac si phat hien bat ky van de nao truoc khi xac nhan, ho chi can xoa hoac chinh sua. Ban nhap khong di vao ho so chinh thuc cua benh nhan, khong anh huong lich PROM va khong kich hoat bat ky quy trinh lam sang nao.
Chi phi cua mot ban nhap sai la bang khong. Chi phi cua mot ghi chep tu dong cong bo sai co the la nghiem trong. Su bat doi xung nay chinh la ly do draft-only enforcement ton tai.
BYO-LLM: Khong Rang Buoc, Khong Luu Tru Ho
Mot quyet dinh thiet ke co chu dich khac: iRehab khong nhung san giao dien chat AI cu the nao.
Chung toi cung cap MCP Server chuan va giao dien API Token. Bac si tu chon cong cu AI cua minh. Claude Code, Gemini CLI, Codex CLI, mo hinh cuc bo — deu hoat dong.
Ly do:
- Mo hinh AI thay doi moi 6 thang — rang buoc vao mot nha cung cap cu the la thieu tam nhin
- Chu quyen du lieu — bac si chon nha cung cap AI nao thi du lieu di qua may chu cua ho. Goi Enterprise thuong khong luu tru du lieu
- Chi phi — cac nha cung cap AI khac nhau co gia khac nhau. Bac si nen co quyen lua chon
Vai tro cua iRehab la cung cap mot lop truy cap du lieu an toan, khong phai tro thanh nha cung cap AI.
Chi Can Noi: Nhap Lieu Bang Giong Noi + AI Dien Bieu Mau
Mot cau hoi thuong gap: "Toi khong muon go phim. Toi co the chi noi duoc khong?"
Co, va khong can thiet lap them gi.
iPhone, Mac va Android deu co tinh nang doc chinh ta san — nhan phim micro tren bat ky ban phim nao. Bac si nhan micro trong o nhap lieu cua cong cu AI, noi, gui, va AI se anh xa ngon ngu tu nhien sang cac truong bieu mau co cau truc.
Khong can "huan luyen" mo hinh. MCP Server dinh nghia schema cho tung truong (ROM gap/duoi, VAS 0-10, muc do tran dich, v.v.). LLM doc schema nay va biet cach anh xa. Bac si noi "Gap mot tram hai muoi, duoi khong do" tro thanh kneeFlexion: 120, kneeExtension: 0 tu dong.
Dinh Nghia Phim Tat Voi CLAUDE.md
Neu ban dung Claude Code, ban co the viet cach noi tat cua minh trong file CLAUDE.md cua du an:
# Cach noi tat cua toi
- "nang cap" hoac "san sang tien" = progressionDecision: advance
- "lui lai" = progressionDecision: regress
- "sung" = effusionGrade — hoi toi muc do
- Neu toi khong de cap truong nao, luon hoi — khong bao gio doan
AI tuan theo cac quy tac nay moi phien — thuc chat la cac macro bang ngon ngu tu nhien. Cac cong cu AI khac cung co tuy chon cau hinh system prompt tuong tu.
Han Che Hien Tai
- Tinh nang doc chinh ta he thong xu ly ngon ngu hang ngay tot, nhung cac tu viet tat y khoa tieng Anh (ROM, VAS, TKA) doi khi co the bi nhan sai
- Khong co phat truc tiep theo thoi gian thuc — ban noi, gui, roi AI xu ly (khong phien am truc tiep vao cac truong)
- Chat luong nhap lieu bang giong noi phu thuoc vao thiet bi va moi truong cua ban, khong phai iRehab
Tin Tuong Nhung Xac Minh
Ten goi "draft-only enforcement" muon tu mot nguyen tac cu: tin tuong nhung xac minh (trust but verify).
Chung toi tin tuong kha nang cua AI — no thuc su tao ra nhung ban nhap danh gia lam sang hop ly dua tren du lieu benh nhan. Nhung chung toi cung xac minh — moi ban nhap deu phai qua mat va phan doan cua bac si truoc khi tro thanh chinh thuc.
Day khong phai la su khong tin tuong AI. Day la cam ket giu con nguoi trong vong lap (human in the loop) cho cac quyet dinh lam sang.
Khi do tin cay cua AI cai thien theo thoi gian, draft-only la diem khoi dau co the duoc noi long dan. Nhung khi ra mat, chung toi chon than trong. Lich su cong nghe y te day chung ta rang viec trien khai than trong voi ranh gioi an toan ro rang tao duoc nhieu long tin hon nhung lan trien khai manh me nhung doi khi that bai.
Hai Cau De Dien Mot Bieu Mau
Tro lai van de ban dau: ganh nang giay to.
Voi Doctor AI Phase 2, quy trinh tai kham thay doi tu "mo bieu mau, dien thu cong tung truong, luu" thanh "noi voi AI hai cau, tra loi mot cau hoi bo sung, xac nhan." Bac si khong can nho moi truong o dau hay viet SOAP notes tu dau. AI da biet xu huong cua benh nhan — no chi can nhung quan sat hom nay tu ban.
Thoi gian tiet kiem duoc danh cho nhung gi quan trong hon — nhu danh them mot phut noi chuyen voi benh nhan.
De thu Doctor AI, tao Token tu Doctor PWA -> Ho so -> API Token, va ket noi cong cu AI ua thich cua ban. Thiet lap mat 3 phut.
Huong dan thiet lap day du: denovortho.com/irehab/ai-setup