Doctor Zhao, help!

Chapter 106: To write a paper, just open Word and do it!
Three in the morning.

doctor's office.

After dealing with a drunk emergency patient, Zhao Sheng returned to the doctor's office. Zong Bao had not yet come off the operating table, so Zhao Sheng had to continue to guard.

After thinking about it, Zong Bao has not yet left the operating table. This will be a good summary of his recent work. He has not published any papers during this period of time.

The attending doctor also has requirements for papers.

After creating a blank document, Zhao Sheng's thoughts surged. He quickly tapped on the keyboard with both hands, and soon decided on a title for the paper.

[Application value of death prediction model in patients with complex trauma]

When it comes to writing medical papers, Zhao Sheng feels that it is much better than writing novels. After all, his foundation is extremely solid, and it has been strengthened by several awakenings. It is called a burst of inspiration.

Now Zhao Sheng's brain is always in a state of burst of inspiration. Some things he has learned or just dabbled in now appear very clearly in his mind, as if a database has been formed in his mind. He can use the data at his disposal. This feeling is simply so refreshing for clinicians who are exhausted and unable to write papers at all!

The reason why I want to write this is also very particular. The reason is that recent work made Zhao Sheng feel that if you rely solely on experience to judge emergency patients, it is too dependent on the level of clinicians. If there is a prediction model As an auxiliary, will it be very helpful to the work of clinicians, especially emergency doctors?
Death prediction model + emergency department, is there any way forward?

There's something going on!
Very funny!

Especially with the advent of ChatGPT, the development of big data models has entered a new stage, and AI has penetrated into various fields.

In fact, medical care should be the best field for AI to be implemented, because in the medical field AI is a real need. AI may be the icing on the cake in other fields, but in the medical field it is a timely help.

Doctors spend a lot of time on case records and paperwork, and do not have much time to really pay attention to patients.With AI, doctors can be freed from heavy paperwork and equipment operations and focus more on patients. We can use AI technology to take over daily records and documents, allowing doctors to spend very little time outputting high-quality results. Treat cases and meet hospital needs.

In the field of model prediction, which relies purely on data and algorithms, AI can play an even greater role.

As he wrote, Zhao Sheng seemed to have entered a very special state of explosion. A steady stream of knowledge and inspiration were integrated in his mind at high speed and then output. At three o'clock in the morning, in the silent office, Zhao Sheng kept echoing. The sound of keyboard typing at high speed.

While Zhao Sheng was immersed in writing his thesis, Zong Bao finished the operation and came to the doctor's office. He saw that Zhao Sheng was concentrating on writing the thesis and did not even notice that he came in. Zong Bao also smiled slightly and just stood beside Zhao Sheng. After winning, I watched him write his thesis.

However, as he watched, Zong Bao's eyes slowly widened.

[Data preprocessing module, feature calculation module, model operation module, risk factor ranking module]

[Neurological function characteristics, vital sign characteristics, fluid output characteristics, laboratory examination characteristics, treatment information characteristics]

If you can barely understand this with Zong Bao’s clinical doctorate, then when you see content such as [xgboost operation sub-module, fairness algorithm sub-module, and order-preserving regression sub-module], Zong Bao Bao is a little numb.

Of course, even though he didn't understand the specific technology, he could barely tell that Zhao Sheng was working on some very professional computer algorithms.

Everyone is working, so why does Zhao Sheng still have time and energy to learn such professional things about computer algorithms?
I still don't work hard enough!

Zong Bao couldn't help but said in his heart.

At this time, Zhao Sheng had almost finished writing a rough outline. When he was about to stretch and take a rest, he found that Zong Bao had returned from surgery.

"Dr. Zong? Have you performed surgery?"

Zhao Sheng turned around and looked at Zong Bao who looked tired and said.

Penetrating chest injuries, multiple internal bleedings throughout the body, fractures, and multiple external injuries. Such large-scale compound trauma surgery is very time-consuming.No, Zong Bao, who entered the operating room around eight o'clock, did not leave the operating room until now, that is, at three o'clock in the morning.

This large-scale complex emergency surgery took seven hours.

"Ah."

Zong Bao nodded and found a stool next to him to sit down. Then he felt tired all over his body. Just now, he was too interested in the paper Zhao Sheng was writing, so he was attracted to it. Strength, and I don’t feel tired for a while.

Only now did he feel that after seven hours of surgery, he was almost exhausted.

Only then will Zong Bao remember that he is almost 40 years old.

"How about surgery?"

Zhao Sheng asked again.

"Both legs were comminutedly fractured, the spine was fractured, and there were multiple organ injuries. Now the person has been sent to the ICU. It's hard to say whether he can survive."

Zong Bao shook his head slightly and said.

With the kind of injury this young man had, if he could be rescued alive and sent to the hospital, and still be able to go to the operating table, and then get off the operating table alive, he was considered lucky.

"Dr. Zhao, it seems to me that you are working on computer algorithms. What are you going to use them for?"

After a pause, Zong Bao asked again with great interest.

"A predictive model of mortality in emergency department complex trauma patients."

Zhao Sheng said very briefly.

"what?"

When Zong Bao heard Zhao Sheng's explanation, he seemed a little confused as if he hadn't listened.

In terms of medicine, Zong Bao is a professional, but the combination of computers and medicine is a bit difficult to understand.

"To put it simply, the risk factor ranking module obtains the ranking and model of the patient's risk factors based on the processing results of the model operation module, and then conducts an interpretability analysis of the patient's individualized assessment, and gives the patient's in-hospital adverse events The risk value of the outcome.”

Zhao Sheng explained the final role of this model, so that it sounds relatively easy to understand.

"In other words, this is a procedure that can assist emergency doctors in diagnosis?"

Zong Bao understood now.

Zhao Sheng developed this program, which gave him a refreshing feeling. Other emergency doctors concentrated on writing papers such as "Analysis and Discussion of Cases of Multiple Emergency Rescue Patients", "Pre-hospital Treatment of Emergency Patients with Polytrauma", or some kind of first aid. Practical applications of drugs.

Even Zong Bao himself is writing a paper on something very specific, such as "Analysis of Clinical Characteristics of Patients with Acute Chest Pain and Risk Factors of Fatal Chest Pain."

What Zhao Sheng has done combines the most cutting-edge computer technology with some artificial intelligence (AI) functions. It can be said to be very forward-looking and promising.

(End of this chapter)