Three o'clock in the morning.

Doctor's office.

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

After thinking about it, Zong Bao hasn't gotten off the operating table yet, so this will just make a summary of his recent work, and he hasn't had any papers since then.

The attending physician also has requirements for the thesis.

Creating a blank document, Zhao Shengwen's thoughts flowed, his hands quickly tapped on the keyboard, and soon, he decided on the title of a 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 anything, after all, his foundation is extremely solid, and it has been strengthened by several awakenings, which is called a burst of inspiration.

Now Zhao Sheng's brain is always in a state of inspiration, and some things that he has learned or just dabbled in are now very clearly in his mind, as if a database has been formed in his mind, and all the data can be called by him.

The reason for writing this is that Zhao Sheng feels that if he relies solely on experience to judge emergency patients, then it is too dependent on the level of clinicians, and if there is a prediction model as an aid, will it be very helpful for clinicians, especially emergency doctors?

Death prediction model + emergency, is there a head?

There's a head!

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 where AI can be implemented, because in the medical field, AI is just needed, and AI may be the icing on the cake in other fields, but in the medical field, it is a send-off.

Doctors spend a lot of time on case records, paperwork, and don't really have much time to really pay attention to the patient. With AI, doctors can be freed from heavy paperwork and equipment operation and pay more attention to patients, and we can use AI technology to undertake daily records and documents, so that doctors can spend little time to output, high-quality case treatment, and meet the needs of hospitals.

In a field like model prediction, which relies solely on data and algorithms, AI can play an even greater role.

Writing and writing, Zhao Sheng seemed to have entered a very special state of explosion, a steady stream of knowledge and inspiration, high-speed integration in his mind, and then output, at three o'clock in the morning, in the quiet office, the sound of Zhao Sheng tapping the keyboard at high speed kept echoing.

Just when Zhao Sheng was immersed in writing his thesis, Zong Bao finished the operation, came to the doctor's office, and saw that Zhao Sheng was concentrating on writing his thesis, and he didn't even notice him coming in, Zong Bao also smiled slightly, just stood behind Zhao Sheng, watching him write his paper.

However, looking at it, Zong Bao's eyes slowly widened.

[Data Preprocessing Module, Feature Calculation Module, Model Calculation Module, Risk Factor Ranking Module]

[Neurological features, vital signs, fluid output characteristics, laboratory test characteristics, treatment information characteristics]

If you can barely understand it with the knowledge of Dr. Zongbao's clinical doctor, then when you see content such as [xgboost operation submodule, fairness algorithm submodule, and order-preserving regression submodule], Zongbao is a little numb.

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

Everyone is at work, why does Zhao Sheng still have the time and energy to learn these professional things about computer algorithms?

I still haven't tried hard enough!

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

At this time, Zhao Sheng had almost finished writing a rough outline, and when he wanted to stretch his waist and take a break, he found that Zong Bao had returned from surgery.

"Doctor Zong? Surgery? ”

Zhao Sheng looked back at Zong Bao with a tired face and said.

Thoracic penetrating injuries, multiple internal bleeding throughout the body, fractures, and multiple traumatic injuries can be very time-consuming.

No, Zong Bao, who entered the operating room at about eight o'clock, has not left the operating room until now, that is, at three o'clock in the morning.

This large-scale compound emergency surgery took seven hours.

"Hmm."

Zong Bao nodded, found a stool next to him and sat down, only then did he feel the exhaustion all of a sudden, just now, he was too interested in the paper that Zhao Sheng was writing, so he was attracted to attention, and he didn't feel tired for a while.

Now he felt that after seven hours of surgery, the whole person was about to collapse.

Only then would Zong Bao remember that he was already almost forty years old.

"How's the surgery?"

Zhao Sheng asked again.

"There are comminuted fractures of both legs, spinal fractures, and multiple organ injuries, and now that the person has been sent to the ICU, it is hard to say whether he can survive it."

Zong Bao shook his head slightly and said.

With the guy's kind of injury, being able to be rescued alive and sent to the hospital, and he can still go to the operating table and get off the operating table alive, which is already fate.

"Doctor Zhao, I think you seem to be working on computer algorithms, what are you going to do with this?"

After a pause, Zong Bao asked with great interest.

"A Model for Predicting Death in Complex Trauma Patients in the Emergency Department."

Zhao Sheng said very briefly.

"Huh?"

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

In terms of medicine, Zongbao is a professional, but the combination of computer 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 according to the processing results of the model operation module, and then conducts an interpretability analysis of the patient's individualized assessment, and gives the risk value of the patient's adverse outcomes in the hospital."

Zhao Sheng explained the role that this model can play in the end, so that it sounds more easy to understand.

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

Zong Bao understood now.

Zhao Sheng's development of this program gave him a refreshing feeling, other emergency doctors, writing papers are focused on "Analysis and Discussion of Multiple Emergency Rescue Patients" and "Pre-hospital Treatment of Emergency Patients with Multiple Injuries", or the application of a certain emergency drug in practice.

Even Zong Bao himself is writing a very specific paper like "Analysis of Clinical Characteristics and Risk Factors for Fatal Chest Pain in Patients with Acute Chest Pain".

And Zhao Shenglong, which combines the most cutting-edge computer technology and some artificial intelligence AI functions, can be said to be very forward-looking and promising.

(End of chapter)