I'm a scientist, why can't I have faith?

With Lan Ce's help, Wang Dong quickly organized the design ideas for the entire interpretable system chain, and all he needed to do next was write the code according to those ideas.

Did you think Wang Dong would use his two-finger technique?

No, no, no, his two-finger typing has long since made a qualitative leap. Now he can finally type with all ten fingers like a normal person.

After all, it's an international competition. If I used two fingers, wouldn't I be laughed at to death?

Lan Ce: Actually, the awesome two-finger technique is pretty impressive too.

Although copying and transferring code was not allowed during the competition, Wang Dong still started writing the system on his own laptop first.

After all, he possesses [Memory: 0.2]. As long as he writes it down in his notebook once, he can remember it almost perfectly, which will make it easier to reproduce it later.

Otherwise, while the model is currently undergoing learning and training, after I've finished organizing my design ideas, I can only sit idly by, waiting until Senior Su Yuran calls me to switch shifts.

Other teams opted to use a Grad-CAM heatmap to meet the interpretability requirements for the sake of convenience, but Wang Dong and his team chose to build a full-chain evidence-based interpretability system.

Compared to heatmaps, their system is more in line with the requirements for engineering implementation, and clinicians can immediately see the results of the algorithm.

Moreover, every output of the algorithm strictly conforms to clinical guidelines.

Sipping what looked like the umpteenth can of coffee, Wang Dong had unknowingly made it to five in the morning. In a little while, the hotel restaurant would start serving breakfast.

However, it seems he isn't very good at eating breakfast.

Su Yuran dragged her tired body to find Wang Dong, who had written the system.

"Your learning and training are almost complete. Now it's your turn, junior."

"You don't need to wake me up when you're done. You can ask Wei Linfeng or Senior Lan Ce for help; they'll take care of the final touches."

After explaining everything, Su Yuran yawned and went back to her room to catch up on sleep.

Actually, I also want to go back to my room and sleep...

Wang Dong suddenly realized that although Senior Wei Linfeng had assigned him the easiest part, it seemed like he was the most capable person in the team.

While they were all sound asleep, he had to stay up all night on an empty stomach to finish the final interpretability module.

Thinking of this, Wang Dong angrily brewed a bucket of pickled cabbage.

He definitely wouldn't be able to eat the breakfast provided by the hotel; he couldn't possibly write code on an empty stomach.

Wang Dong had almost finished writing the system code by now. The next task was to embed it into the algorithm model for end-to-end integration, clinical compliance testing, and the writing of ethical documentation.

Although his understanding of the entire algorithm is not yet at the level of its designer, Wei Linfeng, he is more than capable of completing his own work.

He might not be very good at clearing wasteland, but he can still do simple things like loosening the soil and pulling weeds.

Having already written the code beforehand, Wang Dong was still much faster than others, even with the full integration with the algorithm model, completing all the work in less than four hours.

"Next comes testing and algorithm integration. Once everything is fine, we can submit it..."

Wang Dong suddenly remembered what Su Yuran had told him before going to sleep, and after hesitating for a moment, he knocked on the doors of Lan Ce and Wei Linfeng's rooms.

However, there was no response.

Wang Dong patiently knocked several times, but there was still no response.

A deafening snoring sound came from the room.

The two senior students' sleep quality is comparable to that of a dead pig...

With no other option, Wang Dong had to clean up the mess himself.

Actually, it's not that he can't finish the final work independently, but he's been working for a whole day and night. Even an iron man needs rest...

I originally wanted to pretend to be Tang and let my senior do the C, and he did indeed do the C, but why am I the one who is the most awesome?

Wang Dong reluctantly accepted this reality.

He began the final test, and the results were as excellent as expected.

With an FPR of only 3.2%, the screening sensitivity reached 94.2%, and the specificity reached 96.8%.

With only 86M model parameters, a single-instance full-process inference takes only 3.2 seconds on a single RTX 5090 graphics card, far exceeding the 10-second threshold required by the competition group, and fully supporting offline deployment in grassroots hospitals.

Package and upload, then submit.

The system then begins scoring and evaluating their algorithms.

The evaluation criteria involved inputting 10 blind samples of T1 stage early pancreatic cancer that were missed during the initial clinical diagnosis, prepared by the competition organizers, for verification, and scoring was based on accuracy and recognition rate.

As expected, all 10 samples were accurately identified with no missed diagnoses. At the same time, the false positive rate for chronic pancreatitis and pancreatic cystic tumors was as high as 100%.

The system gave them an indisputable perfect score, and their team's 24-hour countdown had just ended with a little over an hour remaining; the competition was only in its second day.

However, Wang Dong and his team had already completed all the work, submitted their papers, and received a perfect score from the system.

Their journey in this competition can be considered over, but we still need to wait for other teams to submit their algorithms to know their final results.

Next up is the holiday time for Wang Dong and his three friends.

But first, I need to get some sleep.

After submitting the application and receiving the results, Wang Dong could no longer keep his eyes open and returned to his room like a walking corpse.

He even forgot to inform his teammates that they had finished the race.

However, the organizing committee did not forget.

Soon, other teams that had also stayed up all night in the answering area discovered that the information of the teams that had finished the race was already being displayed on the big screen in the answering area.

It includes not only the name and the time taken, but also the final system score.

The news spread quickly, and restaurants naturally remained the fastest-spreading venues.

"Have you heard? Some teams have already finished the race and even got a perfect score."

"Is it true? Or is it just a rumor spread by that schemer to demoralize the other teams?"

"It's true. I went to the answer area before coming to the restaurant, and the names and scores were genuinely displayed on the big screen."

"The tournament organizers have this kind of stunt going on..."

The most shocked were Lan Ce and Wei Linfeng, who had just woken up.

Wait, what happened? Someone beat us to it?

Shouldn't they be number one?

They subconsciously assumed that Wang Dong was still working on the full-link integration of the interpretive module and the algorithm model.

Because in the plan, one of the two of them was to do the final finishing touches.

The two saw the puzzled look in each other's eyes, and without having time to think about breakfast, they ran together towards the answer area.

There's nothing we can do about being robbed of our first place; the most important thing now is to finish the algorithm as soon as possible and try to get second place.

However, when the two arrived at the answering area, they realized that they had been worrying unnecessarily.