forked from cyclic-software/starter-express-api
-
Notifications
You must be signed in to change notification settings - Fork 0
/
index.js
413 lines (356 loc) · 14.5 KB
/
index.js
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
var express = require('express')
const axios = require('axios');
const multer = require('multer')
var app = express()
app.use(express.json());
const upload = multer({
storage: multer.memoryStorage(),
// dest: '/tmp',
limits: { fileSize: 1024 * 1024 * 8 } // limit file size to 10 MB
});
const sendTranscriptToApi = async (transcript, auth, format) => {
let formats = {
sbar: "clinical note using the SBAR format (situation, background, assessment, recommendation). Leave sections blank if they are unknown. Use headers like 'Situation:' to indicate the sections. Do not use bullet points.",
soap: "clinical note SOAP format (subjective, objective, assessment, plan). Leave sections blank if they are unknown. Use headers like 'Subjective:' to indicate the sections. Do not use bullet points.",
summary: "call summary",
}
let formatPhrase = formats[format | "sbar"]
try {
const response = await axios.post('https://api.openai.com/v1/chat/completions', {
model: "gpt-4",
messages: [
{ "role": "system", "content": "You are a medical call-taker." }, {
"role": "user", "content": `
Convert the following dialogue between a caller and a medical call-taker into a ${formatPhrase}.
${transcript}
` }]
}, {
headers: {
'Content-Type': 'application/json',
'Authorization': auth
}
});
const output = {
format: format,
content: response.data.choices[0].message.content
}
return output
} catch (error) {
console.error(error);
}
}
const sendAudioFileToApi = async (file, auth) => {
const url = 'https://api.openai.com/v1/audio/transcriptions';
const blob = new Blob([file.buffer])
try {
const formData = new FormData();
formData.append('model', 'whisper-1');
formData.append('prompt', 'Okay. Thank you for that. And right now, are you experiencing any chest pain that gets worse when you taken a deep breath or when you cough? No, not at all.');
formData.append('file', blob, file.originalname);
const headers = {
Authorization: auth
};
const response = await axios.post(url, formData, { headers });
const output = {
content: response.data.text
}
return output
} catch (error) {
console.error(error);
return "error"
}
}
const sendAudioFileToApiDA = async (file, auth) => {
const url = 'https://api.openai.com/v1/audio/transcriptions';
const blob = new Blob([file.buffer])
try {
const formData = new FormData();
formData.append('model', 'whisper-1');
formData.append('language', 'da');
formData.append('prompt', 'Der er gået tre dage, og han har fortsat bund trods behandling med Panodil og Ipren, der suppleres med tramadol over weekenden. RP, tramadol, 50 mg max. 3 gange dagligt, opfølgning næste uge ved manglende effekter.');
formData.append('file', blob, file.originalname);
const headers = {
Authorization: auth
};
const response = await axios.post(url, formData, { headers });
const output = {
content: response.data.text
}
return output
} catch (error) {
console.error(error);
return "error"
}
}
const getCodesFromApi = async (note, auth) => {
try {
const response = await axios.post('https://api.openai.com/v1/chat/completions', {
model: "gpt-4",
messages: [{
"role": "user", "content": `Return a bullet point list of any related ICD-10 and SNOMED codes from this note:
${note}`
}]
}, {
headers: {
'Content-Type': 'application/json',
'Authorization': auth
}
});
const output = {
content: response.data.choices[0].message.content
}
return output
} catch (error) {
console.error(error);
}
}
const getTriageSummary = async (note, auth) => {
try {
const response = await axios.post('https://api.openai.com/v1/chat/completions', {
model: "gpt-4",
messages: [{
"role": "user", "content": `Convert the following facts about a patient into a short summary that a nurse might write. Use the SBAR format. Leave sections blank that do not reflect the facts below:
${note}`
}]
}, {
headers: {
'Content-Type': 'application/json',
'Authorization': auth
}
});
const output = {
content: response.data.choices[0].message.content
}
return output
} catch (error) {
console.error(error);
}
}
const getMetadata = async (transcript, auth) => {
try {
const response = await axios.post('https://api.openai.com/v1/chat/completions', {
model: "gpt-4",
messages: [
{ "role": "system", "content": "You are an API that only returns JSON in response to requests." },
{
"role": "user",
"content":
`Convert the transcript of a telephone dialogue between a caller and a medical call-taker into a structured JSON that looks like the following:
{
\"title\": \"title of the call (max 32 characters)\",
\"category\": \"Medical/Scheduling/Complaint/General Inquiry/Other\",
\"patient\": {
\"name\": {
\"given\": \"given name\",
\"family\": \"family name\",
\"text\": \"full name\",
\"alternate_name\": \"e.g. a nickname. If unknown, leave as null\",
},
\"gender\": \"Male/Female/Other/Unknown\",
\"birthDate\": \"YYYY-MM-DD\",
},
\"customer_service\": {
\"rating\": \"High/Medium/Low\",
\"comment\": \"short feedback to the call-taker on customer service\"
},
\"caller_difficulty\": {
\"rating\": \"High/Medium/Low\",
\"comment\": \"short description of how the caller was difficult (if medium or low)\"
}
}
Transcript:
${transcript}`
}]
}, {
headers: {
'Content-Type': 'application/json',
'Authorization': auth
}
});
const output = response.data.choices[0].message.content
return JSON.parse(output)
} catch (error) {
console.error(error);
}
}
const getClinicalNotesCodes = async (transcript, format, auth) => {
let formats = {
sbar: "clinical note using the SBAR format (situation, background, assessment, recommendation). Leave sections blank if they are unknown. Use headers like 'Situation:' to indicate the sections. Do not use bullet points.",
soap: "clinical note SOAP format (subjective, objective, assessment, plan). Leave sections blank if they are unknown. Use headers like 'Subjective:' to indicate the sections. Do not use bullet points.",
summary: "call summary",
}
let formatPhrase = formats[format]
try {
const response = await axios.post('https://api.openai.com/v1/chat/completions', {
model: "gpt-4",
messages: [
{ "role": "system", "content": "You are an API that only returns JSON in response to requests." },
{
"role": "user",
"content":
`Convert the transcript of a telephone dialogue between a caller and a medical call-taker into a ${formatPhrase} and any relevant ICD-10 codes. Use the following JSON format:
{
\"situation\": \"concise statement of the patient's current condition\",
\"background\": \"pertinent and brief information related to the situation\",
\"assessment\": \"analysis and considerations of options — what the nurse found/thought\",
\"recommendation\": \"action requested/recommended - what the nurse wants to be done\",
\"ICD-10\": [
{\"code\": \"icd-10 code\", \"description\": \"name of ICD codes\"},
],
\"actions\": [
{\"action_description\": \"action to be taken\", \"due_date\": \"YYYY-MM-DD\"}
]
}
Transcript:
${transcript}`
}
]
}, {
headers: {
'Content-Type': 'application/json',
'Authorization': auth
}
});
const output = response.data.choices[0].message.content
return JSON.parse(output)
} catch (error) {
console.error(error);
}
}
const getNonClinicalSummary = async (transcript, auth) => {
try {
const response = await axios.post('https://api.openai.com/v1/chat/completions', {
model: "gpt-4",
messages: [
{ "role": "system", "content": "You are an API that only returns JSON in response to requests." },
{
"role": "user",
"content":
`Summarise the transcript of the call between a patient and a medical call-taker, and extract a list of any actions that need to be taken. Use the following JSON format:
{
\"summary\": \"concise summary of the reason for the call and actions taken\",
\"actions\": [
{\"action_description\": \"action to be taken\", \"due_date\": \"YYYY-MM-DD\"}
]
}
Transcript:
${transcript}`
}
]
}, {
headers: {
'Content-Type': 'application/json',
'Authorization': auth
}
});
const output = response.data.choices[0].message.content
return JSON.parse(output)
} catch (error) {
console.error(error);
}
}
const handleDocumentCreation = async (file, auth) => {
let note;
let transcript = await sendAudioFileToApi(file, auth);
if (transcript === "error") return "error";
const meta = await getMetadata(transcript.content, auth);
if (meta.category = "medical") {
note = await getClinicalNotesCodes(transcript.content, auth);
note.type = "Clinical Note"
} else {
note = await getNonClinicalSummary(transcript.content, auth);
note.type = "Call Summary"
}
return {
transcript,
...meta,
note
}
}
app.use((req, res, next) => {
res.setHeader('Access-Control-Allow-Origin', '*');
res.setHeader('Access-Control-Allow-Methods', 'GET, POST, PATCH, PUT, DELETE, OPTIONS');
res.setHeader('Access-Control-Allow-Headers', 'Content-Type, Authorization, Origin');
if (req.method === 'OPTIONS') {
return res.sendStatus(200);
}
next();
});
app.post('/summarize', async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
console.log(req.body)
let output = await sendTranscriptToApi(req.body.transcript, auth, req.body.format)
return res.send(output)
}
})
app.post('/summarize-nal', async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
console.log(req.body)
let output = await getTriageSummary(req.body.note, auth)
return res.send(output)
}
})
app.post('/code', async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
console.log(req.body)
let output = await getCodesFromApi(req.body.note, auth)
return res.send(output)
}
})
app.post('/transcribe', upload.single('audio'), async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
let output = await sendAudioFileToApi(req.file, auth)
return res.send(output)
}
})
app.post('/transcribe-da', upload.single('audio'), async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
let output = await sendAudioFileToApiDA(req.file, auth)
return res.send(output)
}
})
app.post('/document', upload.single('audio'), async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
let output = await handleDocumentCreation(req.file, auth)
return res.send(output)
}
})
app.post('/document-meta', async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
console.log(req.body)
let output = await getMetadata(req.body.transcript, auth)
return res.send(output)
}
})
app.post('/document-notes', async (req, res) => {
if (!req.header("Authorization")) {
return res.status(400).send('Missing Authorization: Bearer header');
} else {
let auth = req.header("Authorization")
console.log(req.body)
let output = await getNonClinicalSummary(req.body.transcript, auth)
return res.send(output)
}
})
app.listen(process.env.PORT || 3000)