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Case study

Deep neural network based system generating medical documentation abstracts and voicebot-performed medical interviews abstracts supporting medical diagnostics during medical consultancy.

Challenge

Deep neural network based system generating medical documentation abstracts and voicebot-performed medical interviews abstracts supporting medical diagnostics during medical consultancy.

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Organisation profile

telDoc operates on the medical market as:

Non-public health care facility providing medical services in a stationary and remote manner using chatbots and / or voicebots
an entity that develops modern IT solutions dedicated to healthcare.

The most important projects implemented by telDoc:

  • Development, verification and implementation of a triage service based on artificial intelligence – integrated with medical teleconsultations and voice assistants and a virtual contact center (R&D project);
  • Complete SONAR system for mass testing of asymptomatic people for the presence of the Sars-Cov-2 virus,

    implemented and delivered at the request of the nencki institute of experimental biology (Instytut Biologii Doświadczalnej im. M. Nencki PAN); as part of the project, applications were developed to carry out mass tests for the presence of the SARS-CoV-2 virus using the SONAR method, i.e. (1) “covid” voicebots, (2) Mobile applications for scanners for collection points and laboratories, (3) SONAR portal, in which the user can check the test result and his visit history, integrating voicebots and mobile applications.

    telDoc conducts talks with many commercial entities (diagnostic laboratories, insurers, medical facilities or technological entities) for the implementation of medical voicebots.

Solution

The goal of the project is to develop a system for automatic generation of comprehensive medical synopses (in Polish) based on analysis of:

  • medical interview with the patient conducted by the voice bot
  • digital medical documentation available at the patients hospital/ medical facility

Tasks, methods of achieving goals, main functionalities of the project’s outcome -development of machine learning models generating the abstracts of the medical documentation containing critical, from the point of view of the medical diagnostics, information. The quality of the generated abstracts will be measured by calculating the ROUGE values – parameters measuring the similarity between the generated and the reference abstracts prepared by the qualified medical personnel.

  • ROUGE-1: 38, ROUGE-2: 23, ROUGE-L: 37 (abstractive and extractive abstracts, generated from the provided, digital medical document)
  • ROUGE-1: 40, ROUGE-2: 22, ROUGE-L: 36 (abstractive and extractive abstracts, generated from the provided, digital 5/1.1.1/2020 POIR.01.01.01-00-1204/20 medical document)

No other solution available on the market at present time achieves above mentioned qualities because of:

  • The Polish market – no tools available for synopses generation in Polish
  • The foreign market – all tools available are in English, their implementation is not possible due to the language differences.

The system will be dedicated in the first stage to 3 specializations:

  • General surgery
  • Neurosurgery
  • Orthopedics and motor organ traumatology

The primary focus groups are:

  • Hospitals (public and private), outpatient entities (direct recipients)
  • Doctors (indirect recipients – the main users of the new system), hospital/ outpatient clinic patients (indirect recipients)

Results

Project in progress.

The MIM Solutions service helped us to accomplish a very challenging project involving generative artificial intelligence in medicine. The MIM team consists of high-class AI specialists, ready to take on the most difficult challenges. I highly recommend collaborating with this team and look forward to future joint projects.
Mateusz PaprockiCOO – Neoteric
Mateusz Paprocki
I am very impressed with the quality of MIM Solutions’ services. The MIM Solutions team are definitely professionals. They don’t miss deadlines, working with them is smooth, and they are fully committed to what they do. They are world-class specialists in their field. Even the most difficult challenges in the field of algorithmics, data analysis and artificial intelligence are no obstacles for them.
Paweł BrachCEO Enzode
Paweł Brach
MIM Solutions has developed a state-of-the-art user behaviour model which, after 3 days of integration, increased turnover by 14.2% (keeping the same percentage of gross margin and reducing the amount of resources needed). Working with MIM Solutions has contributed to the rapid development of RTB House and our global success on the online advertising market!
Bartłomiej RomańskiCTO RTB House
Bartłomiej Romański
We would like to express our satisfaction working with MIM Solutions to create our web application. Piotr Wygocki and the development team did a very professional job. We are delighted with the solution they provided and the communication flow within the project. We would like to recommend the MIM Solutions team. We look forward to working with them on future projects.
Maciej ŁuczakCEO Smartkid SA
ML / AI projects with a production purpose require a very practical approach. Our collaboration with MIM Solutions has been a real pleasure; professionalism, high competence and diligence. That is why I recommend working with this team, both at the concept and implementation stage.
Wojciech WoziwodzkiCEO Givt SA
Wojciech Woziwodzki
We are very pleased with our collaboration with MIM Solutions on the medical document summarization system. The team is reliable, creative, and accurately addresses our needs, becoming an integral part of the telDoc ecosystem.
Marta Kalenska-JaskiewiczCEO telDoc
Marta Kalenska-Jaskiewicz
MIM Solutions supported us at every stage of our project - from the concept to the creation of an ML model perfectly suited to our needs. I sincerely recommend their commitment and professionalism.
Grzegorz JazurekCTO Sagenso
Grzegorz Jazurek
The MIM Solutions service helped us to accomplish a very challenging project involving generative artificial intelligence in medicine. The MIM team consists of high-class AI specialists, ready to take on the most difficult challenges. I highly recommend collaborating with this team and look forward to future joint projects.
Wojciech WoziwodzkiCOO – Neoteric
Wojciech Woziwodzki
I am very impressed with the quality of MIM Solutions’ services. The MIM Solutions team are definitely professionals. They don’t miss deadlines, working with them is smooth, and they are fully committed to what they do. They are world-class specialists in their field. Even the most difficult challenges in the field of algorithmics, data analysis and artificial intelligence are no obstacles for them.
Paweł BrachCEO Enzode
Paweł Brach
MIM Solutions has developed a state-of-the-art user behaviour model which, after 3 days of integration, increased turnover by 14.2% (keeping the same percentage of gross margin and reducing the amount of resources needed). Working with MIM Solutions has contributed to the rapid development of RTB House and our global success on the online advertising market!
Bartłomiej RomańskiCTO RTB House
Bartłomiej Romański
We would like to express our satisfaction working with MIM Solutions to create our web application. Piotr Wygocki and the development team did a very professional job. We are delighted with the solution they provided and the communication flow within the project. We would like to recommend the MIM Solutions team. We look forward to working with them on future projects.
Maciej ŁuczakCEO Smartkid SA
ML / AI projects with a production purpose require a very practical approach. Our collaboration with MIM Solutions has been a real pleasure; professionalism, high competence and diligence. That is why I recommend working with this team, both at the concept and implementation stage.
Wojciech WoziwodzkiCEO Givt SA
Wojciech Woziwodzki
We are very pleased with our collaboration with MIM Solutions on the medical document summarization system. The team is reliable, creative, and accurately addresses our needs, becoming an integral part of the telDoc ecosystem.
Marta Kalenska-JaskiewiczCEO telDoc
Marta Kalenska-Jaskiewicz
MIM Solutions supported us at every stage of our project - from the concept to the creation of an ML model perfectly suited to our needs. I sincerely recommend their commitment and professionalism.
Grzegorz JazurekCTO Sagenso
Grzegorz Jazurek

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