AUTOMATED SYSTEM-COGNITIVE ANALYSIS AND CLASSIFICATION OF ALL ARTICLES OF THE SCIENTIFIC JOURNAL KUBSAU FOR 20 YEARS IN THE SPECIALTIES OF THE HIGHER ATTESTATION COMMISSION OF THE RUSSIAN FEDERATION OF THE NEW NOMENCLATURE

Lutsenko Evgeny Veniaminovich

УДК 004.8

5.2.2. Математические, статистические и инструментальные методы экономики (физико-математические науки, экономические науки)

АВТОМАТИЗИРОВАННЫЙ СИСТЕМНО-КОГНИТИВНЫЙ АНАЛИЗ И КЛАССИФИКАЦИЯ ВСЕХ СТАТЕЙ НАУЧНОГО ЖУРНАЛА КУБГАУ ЗА 20 ЛЕТ ПО СПЕЦИАЛЬНОСТЯМ ВАК РФ НОВОЙ НОМЕНКЛАТУРЫ

Луценко Евгений Вениаминович д.э.н., к.т.н., профессор Web of Science ResearcherID S-8667-2018 Scopus Author ID: 57188763047 РИНЦ SPIN-код: 9523-7101

prof. [email protected] http://lc.kubagro.ru

https://www.researchgate.net/profile/Eugene Lutsenko

Кубанский Государственный Аграрный университет имени И. Т. Трубилина, Краснодар, Россия

Цель работы состоит в разработке интеллектуальной системы автоматизированной классификации публикаций по научным специальностями ВАК РФ новой номенклатуры. Для достижения этой цели применен известный метод искусственного интеллекта: автоматизированный системно-когнитивный анализ и его программный инструментарий -интеллектуальная система «Эйдос». В результате работы создано интеллектуальное облачное Эйдос-приложение, размещенное в полном открытом бесплатном доступе, которое может быть с успехом применено всеми желающими для достижения поставленной цели со своими текстами. В работе приводится подробный численный пример достижения поставленной цели, основанный на реальных публикациях в Научном журнале КубГАУ за 20 лет его работы: с 2003 по 2023 годы. Актуальность работы обусловлена тем, что для новой номенклатуры научных специальностей ВАК РФ интеллектуальная система классификации публикаций, находящаяся в полном открытом бесплатном доступе, создана впервые

Ключевые слова: АВТОМАТИЗИРОВАННЫЙ СИСТЕМНО-КОГНИТИВНЫЙ АНАЛИЗ, АСК-АНАЛИЗ, ИНТЕЛЛЕКТУАЛЬНАЯ СИСТЕМА «ЭЙДОС», СПЕЦИАЛЬНОСТИ ВАК РФ НОВОЙ НОМЕНКЛАТУРЫ, КЛАССИФИКАЦИЯ, НАУЧНЫЕ РАБОТЫ, ПУБЛИКАЦИИ

http://dx.doi.org/10.21515/1990-4665-189-007

UDC 004.8

5.2.2. Mathematical, statistical and instrumental methods of economics (physical and mathematical sciences, economic sciences)

AUTOMATED SYSTEM-COGNITIVE ANALYSIS AND CLASSIFICATION OF ALL ARTICLES OF THE SCIENTIFIC JOURNAL KUBSAU FOR 20 YEARS IN THE SPECIALTIES OF THE HIGHER ATTESTATION COMMISSION OF THE RUSSIAN FEDERATION OF THE NEW NOMENCLATURE

Lutsenko Evgeny Veniaminovich

Doctor of Economics, Candidate of Technical Sciences,

Professor

Web of Science ResearcherID S-8667-2018

Scopus Author ID: 57188763047

RSCI SPIN code: 9523-7101

[email protected] http://lc.kubagro.ru

https://www.researchgate.net/profile/Eugene Lutsenko

Kuban State Agrarian University named after I. T. Trubilin,

Krasnodar, Russia

The purpose of the work is to develop an intelligent system of automated classification of publications on scientific specialties of the Higher Attestation Commission of the Russian Federation of a new nomenclature. To achieve this goal, a well-known artificial intelligence method has been applied: automated system-cognitive analysis and its software tools - the intelligent system called "Eidos". As a result of the work, an intelligent cloud-based Eidos application has been created, placed in full open free access, which can be successfully used by everyone to achieve their goal with their texts. The paper provides a detailed numerical example of achieving this goal, based on real publications in the Scientific Journal KubGAU for 20 years of its work: from 2003 to 2023. The relevance of the work is due to the fact that for the new nomenclature of scientific specialties of the Higher Attestation Commission of the Russian Federation, an intelligent classification system of publications, which is in full open free access, was created for the first time

Keywords: AUTOMATED SYSTEM-COGNITIVE ANALYSIS, ASC-ANALYSIS, INTELLIGENT SYSTEM "EIDOS", SPECIALTIES OF THE HIGHER ATTESTATION COMMISSION OF THE RUSSIAN FEDERATION OF NEW NOMENCLATURE, CLASSIFICATION, SCIENTIFIC PAPERS, PUBLICATIONS

CONTENT

1. INTRODUCTION............................................................................................................................................2

2. GOALS, OBJECTIVES AND METHODS.............................................................................................................3

3. RESULTS.......................................................................................................................................................3

Task-1. Cognitive structuring of the subject area...........................................................................3

Task-2. Formalization of the subject area..........................................................................................4

Task-3. Synthesis of statistical and system-cognitive models........................................................6

Task-4. Model Verification.....................................................................................................................7

Task-5. Choosing the Most Reliable Model.........................................................................................7

Task-6. Solution of the problem of identification (classification).................................................8

4. DISCUSSION................................................................................................................................................25

5. CONCLUSION, CONCLUSIONS AND RECOMMENDATIONS...........................................................................26

BIBLIOGRAPHY...............................................................................................................................................27

1. Introduction

The formation of an academic and scientific school of economics and knowledge management involves the creation of an effective system of scientific publications in this field of science.

At the same time, authors, publishers (employees of the editorial offices of scientific journals), dissertation councils, scientific supervisors of final qualification works, master's, candidate and doctoral dissertations have a question about which scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature a certain publication or work belongs to, i.e. e. they test the hypothesis that the publication belongs to a certain specialty.

Traditionally, the answer to this question is given by experts who do it in a non-formalized way based on their intuition, experience, and professional competence.

The disadvantages of the traditional hike are:

- a certain subjectivity and incomparability of expert assessments;

- high costs of labor and time of experts, the high cost of their work;

- the danger of insufficient consideration of scientific specialties that are little known to experts (systemic problems);

- difficulties in finding and attracting experts to work due to their small number and very high workload.

The problem solved in the work is that, on the one hand, the classification of publications by scientific specialties of the Higher Attestation Commission of the Russian Federation is traditionally carried out by experts, and on the other hand, this approach has a number of fundamental shortcomings that make it relevant to search for or develop other new alternative approaches to the classification of scientific publications. without these shortcomings.

The purpose of the work is to develop an intelligent system for the

automated classification of publications according to the scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature.

To solve the problem and achieve the goal, appliedautomatedsystem-cognitive analysis (ASC-analysis) and its software tools - the intellectual system "Eidos".

Text ASC-analysis (Lutsenko, 2003-2023) llows you to solve a number of tasks for intelligent text processing, which you can read more about in the works [12, 13].

2. Goals, objectives and methods

As a result of the decomposition of the goal, the following sequence of research tasks, standard for ASC-analysis, was obtained, which are the stages of achieving the goal. You can read more about this sequence of tasks in [12, 13].

In this work, due to limitations on its volume, we will not consider in detail the solution of all these problems, but only very briefly consider the solution of the first 6 problems and in a little more detail the problem of classifying articles by scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature.

A detailed description and justification of the methodological apparatus used (quantitative and qualitative methods), as well as methods and techniques used to collect and analyze original data, is given in (Lutsenko, 2023). There are no strict restrictions in the methodological and technological apparatus of ASC-analysis and the Eidos system that could affect the integrity and validity of the results obtained.

3. Results

Task-1. Cognitive structuring of the subject area

At this stage of the ASC analysis, the task is set, i.e. solved:

- what is the object of modeling;

- what are the factors acting on it;

- and what are the results of the influence of these factors.

We will assume that in this work, the object of modeling is the passports of scientific specialties of the new nomenclature.

As factors, we will consider various words and scientific terms found in the passports of scientific specialties.

As the results of the influence of these factors, we will consider the degree of similarity of specific scientific texts: dissertations, scientific monographs and scientific articles, with the semantic cores of passports of scientific specialties of the new nomenclature, as well as groups of scientific specialties, scientific directions, and academic degrees.

Task-2. Formalization of the subject area

At this stage of the ASC analysis:

- the source of the initial data is determined, the data are prepared for input into the Eidos intellectual system, which is currently the only software tool for ASC analysis;

- classification and descriptive scales and gradations are being developed;

- classification and descriptive scales and gradations are used to encode the initial data, resulting in a training sample. The training sample, in fact, is the original data, normalized using classification and descriptive scales and gradations.

As inputto create a model, passports of scientific specialties of the nomenclature of scientific specialties were used, for which academic degrees are awarded, withVAK website, approved by order of the Ministry of Science and Higher Education of the Russian Federation of February 24, 2021 No. 118, which are in full open free access on many sites [1].

After downloading passports from the

site:https://phdru.com/laws/nomenklatura/they were converted to txt files in an online service:https://tools.pdf24.org/ru/pdf-to-txtand recoded to OEM866 encoding in an offline converter:https://anton-pribora.ru/recoder/.

To enter passports into the Eidos system, one of the 6 automated program interfaces (API) of the Eidos system was used, providing various options for entering textual, tabular and graphic data into the Eidos system, namely API-2.3.2.1 (Figure 1) , which provides data entry into the Eidos system from text files.

At the same time, the names of the files of scientific specialties were simply the cipher of the specialty and its name, and these files were located in the folder: c:\Aidos-X\AID_DATA\Inp_data.

As a result of API-2.3.2.1, classification (Table 1) and descriptive [1] scales and gradations were created, and then the initial data were encoded with their help and a training sample was obtained [1]:

Drawingl- Screen control form API-2.3.2.1 of the Eidos system with parameters for

formalizing the subject area

Tablel- Classification scales and gradations of scientific specialties of the Higher Attestation Commission of the Russian Federation (fragment)_

Code Name of the scientific specialty of the Higher Attestation Commission of the Russian Federation

1 CLASS-1 1.1. Real, complex and functional analysis

2 CLASS-1 1.10. Biomechanics and bioengineering

3 CLASS-1 1.2. Differential Equations and Mathematical Physics

4 CLASS-1 1.3. Geometry and topology

5 CLASS-1 1.4. Theory of Probability and Mathematical Statistics

6 CLASS-1 1.5. Mathematical logic, algebra, number theory and discrete mathematics

7 CLASS-1 1.6. Computational Mathematics

8 CLASS-1 1.7. Theoretical mechanics, machine dynamics

9 CLASS-1 1.8. Solid Mechanics

10 CLASS-1 1.9. Mechanics of liquid, gas and plasma

eleven CLASS-1 2.1. Artificial intelligence and machine learning

12 CLASS-1 2.2. Mathematical modeling, numerical methods and software packages

13 CLASS-1 2.3. Theoretical computer science, cybernetics

14 CLASS-1 2.4. cyber security

15 CLASS-1 3.1. Space physics, astronomy (branch of science - technical)

16 CLASS-1 3.1. Space physics, astronomy (branch of science - physical and mathematical)

17 CLASS-1 3.10. Physics of low temperatures (branch of science - technical)

18 CLASS-1 3.10. Physics of low temperatures (branch of science - physical and mathematical)

19 CLASS-1 3.11. Physics of semiconductors (branch of science - physical and mathematical)

20 CLASS-1 3.12. Physics of magnetic phenomena (branch of science - technical)

21 CLASS-1 3.12. Physics of magnetic phenomena (branch of science - physical and mathematical)

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22 CLASS-1 3.13. Electrophysics, electrophysical installations (branch of science - technical)

23 CLASS-1 3.13. Electrophysics, electrophysical installations (branch of science - physical and mathematical)

24 CLASS-1 3.14. Thermal physics and theoretical heat engineering (branch of science - technical)

25 CLASS-1 3.14. Thermal physics and theoretical heat engineering (branch of science - physical and mathematical)

26 CLASS-1 3.15. Physics of atomic nuclei and elementary particles, high energy physics (branch of science - technical)

27 CLASS-1 3.15. Physics of atomic nuclei and elementary particles, high energy physics (branch of science - physical and mathematical)

28 CLASS-1 3.16. Atomic and molecular physics (branch of science - technical)

29 CLASS-1.3.16. Atomic and molecular physics (branch of science - physical and mathematical)

thirty CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science - technical)

31 CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science - physical and mathematical)

32 CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science - chemical)

33 CLASS-1.3.18. Physics of beams of charqed particles and accelerator technology (branch of science - technical)

34 CLASS-1.3.18. Physics of beams of charqed particles and accelerator technology (branch of science - physical and mathematical)

35 CLASS-1.3.19. Laser physics (branch of science - technical)

36 CLASS-1.3.19. Laser physics (branch of science - physical and mathematical)

37 CLASS-1.3.2. Instruments and methods of experimental physics (branch of science - technical)

38 CLASS-1.3.2. Instruments and methods of experimental physics (branch of science - physical and mathematical)

39 CLASS-1.3.20. Crystallography, crystal physics (branch of science - physical and mathematical)

40 CLASS-1.3.21. medical physics

41 CLASS-1.3.3. Theoretical physics

42 CLASS-1.3.4. Radiophysics (branch of science - physical and mathematical)

43 CLASS-1.3.5. Physical electronics (branch of science - technical)

44 CLASS-1.3.5. Physical electronics (branch of science - physical and mathematical)

45 CLASS-1.3.6. Optics (branch of science - physical and mathematical)

46 CLASS-1.3.7. Acoustics (branch of science - physical and mathematical)

47 CLASS-1.3.8. Condensed state physics (branch of science - technical)

48 CLASS-1.3.8. Condensed state physics (branch of science - physical and mathematical)

49 CLASS-1.3.9. Plasma Physics (branch of science - technical)

50 CLASS-1.3.9. Plasma Physics (branch of science - physical and mathematical)

51 CLASS-1.4.1. Inorqanic chemistry

52 CLASS-1.4.10. colloid chemistry

53 CLASS-1.4.11. Bioinorqanic chemistry

54 CLASS-1.4.12. Petrochemistry

55 CLASS-1.4.13. Radiochemistry

56 CLASS-1.4.14. Kinetics and catalysis

57 CLASS-1.4.15. Solid State Chemistry

58 CLASS-1.4.16 Medical chemistry

59 CLASS-1.4.2. Analytical chemistry

60 CLASS-1.4.3. Orqanic chemistry

61 CLASS-1.4.4. Physical chemistry

62 CLASS-1.4.5. Chemoinformatics (branch of science - technical)

63 CLASS-1.4.6. Electrochemistry

64 CLASS-1.4.7. Macromolecular compounds

65 CLASS-1.4.8. Chemistry of orqanoelement compounds

66 CLASS-1.4.9. Bioorqanic chemistry

67 CLASS-1.5.12. Zooloqy

68 CLASS-1.5.13. Ichthyoloqy

69 CLASS-1.5.14. Entomoloqy

70 CLASS-1.5.16. Hydrobioloqy

71 CLASS-1.5.19. soil science

72 CLASS-1.5.2. Biophysics (tech.)

73 CLASS-1.5.2. Biophysics (physics and mathematics)

74 CLASS-1.5.21. Plant Physioloqy and Biochemistry

75 CLASS-1.5.3. Molecular bioloqy (branch of science - bioloqical, medical)

76 CLASS-1.5.3. Molecular bioloqy (branch of science - physical and mathematical)

77 CLASS-1.5.3. Molecular bioloqy (branch of science - chemical)

78 CLASS-1.5.4. Biochemistry (branch of science - bioloqical)

79 CLASS-1.5.4. Biochemistry (branch of science - chemical)

80 CLASS-1.5.6. Biotechnoloqy (branch of science - chemical, technical)

Table 1 is given in full in [12, 13].

Task-3. Synthesis of statistical and system-cognitive models

Synthesis and verification of models in the "Eidos" system is carried out in mode 3.5 (Figure 2).

The Eidos system has an adequate internal criterion for the reliability of solving the problems of identification, forecasting, decision making and research of the simulated subject area by studying its model. This criterion allows for an internal audit of the reliability of models, which can be used for many purposes, in particular, it allows you to set a filter for low-reliability results. Figure 2 shows that the option is set to leave 100% of the most recognition results in the output forms.

Drawing2- Screen form of the mode of synthesis and verification of models

Task-4. Model Verification

Model verification, i.e. assessment of their reliability, carried out by classifying the passports of scientific specialties for these specialties. Figure 3 shows that decisions about not belonging to a class are always true, and decisions about belonging are both true and false, and it is clear which decisions with which level of similarity it makes sense to pay attention to (these are decisions with a similarity level above 70%), and which ones it would be correct to ignore as most likely unreliable (Figure 3) [1].

Число TP,TN.FP,FN решений в модели: в. INF3. интегральный критерий - резонанс знаний

"АСК-вмлиэ и классификация статей по паспорта« научны« специальностей ВАК Р* новом номенклатуры"

Drawing3- Frequency distributions of the number of positive and negative true and false solutions depending on the level of similarity of training sample objects with classes

in the Inf3 model

Task-5. Choosing the Most Reliable Model

As the current model for solving the problem of identification (classification) in mode 5.6, we set the model Inf3(Lutsenko, 2023).

Task-6. Solution of the problem of identification (classification)

Directly from the website of the Scientific Journal of KubSAU:http://ej.kubagro.ru/using Website copied programMownloaded 8406 articles published in the journal for 20 years of its work for 2003-2023 (the 20th anniversary of the journal is celebrated in June 20232) (Figure 4):

Drawing4- Screen form with information about the program of the program Website

copied

This program was used because it made it possible to download from the journal's website a fairly large amount of necessary information (11.45 GB). Note that the popular Teleport Pro program did not allow this.

As a result of the work of the Website copied program with the preservation of the structure of the sitehttp://ej.kubagro.ru/directories were obtained by the years of the journal's work, inside of which there are subdirectories by journal numbers, inside which, in turn, there are various folders, incl. folders with pdf-files of articles (Figure 5).

After downloading all the journal articles, there was a problem copying them all into one folder for further processing. Doing it manually is very labor intensive. In addition, in each issue, the article files have the same names: the names of the article files are simply the serial numbers of the articles in the issue. Therefore, it was necessary not only to copy the articles from the subdirectories in which they are located, but also to rename the article files.

It would be convenient if the file name of the article consisted of the year of its publication, the issue number of the journal and the number of the article in this issue.

For example, the article file: c:\1\ej.kubagro.ru\2023\02\pdf\09.pdf should be named: Year2023_Numb02_Art09.pdf.

1 https://www.cvotek.com/cvotek-webcopv

2From the first editorial staff of the journal, this 20th anniversary of the journal will be celebrated only by its founder Prof. E.V. time as the head of the CIT KubGAU.

Drawing5- The structure of directories and subdirectories of the website of the Scientific Journal of KubGAU (http://ej.kubagro.ru/) obtained by the Website copied

program

In order to automate the copying and renaming of article files from the file structure shown in the figure, the author has written a small program, the source code of which is given below (programming language xBase ++, the developer of this language is the company:https://www.alaska-software.com/):

*******************************************************************************************

PROCEDURE Main()

LOCAL Getlist := {}, oProgress, oDialog LOCAL Disk_name := DISKNAME() LOCAL Cur_dir := CURDIR()

LOCAL Disk_dir := Disk_name+":\"+Cur_dir // Путь на папку с системой

LOCAL oScr, NumbYears

DC_IconDefault(1000)

aY := Directory("20*.*,,,,,D") aYears := {} IF LEN(aY) > 0

FOR j=1 TO LEN(aY)

AADD(aYears, aY[ j, F_NAME ])

NEXT ENDIF

NumbYears = LEN(aYears) IF NumbYears > 0

ZapDir('AllArticles', .T.)

IF FILEDATE("AllArticles",16) = CTOD("//")

DIRMAKE("AllArticles") ENDIF

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FOR y=1 TO NumbYears

oScr := DC_WaitOn('Копирование статей номеров журнала за период: '+aYears[1]+'-'+aYears[NumbYears]+' годы. Обрабатывается: '+aYears[y]+' год. Немного подождите!!!',,,,,,,,,,,^.)

DIRCHANGE(Disk_dir+'\'+aYears[y]) aNej := Directory("*.*","D") aJournalNumb := {} IF LEN(aNej) > 0

FOR j=1 TO LEN(aNej)

AADD(aJournalNumb, aNej[ j, F_NAME ])

NEXT ENDIF

NumbJournal = LEN(aJournalNumb)

IF NumbJournal > 0

FOR nJ = 1 TO NumbJournal

DIRCHANGE(Disk_dir+'\'+aYears[y]+'\'+aJournalNumb[nJ]+'\pdf\') aNpdf := Directory("*.pdf") aArticlePdf := {} IF LEN(aNpdf) > 0

FOR j=1 TO LEN(aNpdf)

AADD(aArticlePdf, aNpdf[ j, F_NAME ])

NEXT ENDIF

NArticlePdf = LEN(aArticlePdf)

IF NArticlePdf > 0

FOR j=1 TO NArticlePdf

Name_SS = aArticlePdf[j] Name_DD =

Disk_dir+'\AllArticles\Year'+aYears[y]+'_Numb'+aJournalNumb[nJ]+'_Art'+aArticlePdf[j]

COPY FILE (Name_SS) TO (Name_DD)

NEXT ENDIF

DC_Impl(oScr)

NEXT ENDIF

LB_Warning('Копирование статей с заменой имени завершено успешно !!!') RETURN

*******************************************************************************************

Then the pdf-files of articles were converted into DOS-TXT format. This is necessary for entering the texts of articles into the Eidos system in the automated programming interface 2.3.2.1 (API-2.3.2.1), which is one of the 6 APIs of the Eidos system and is used in this task.

The conversion itself was carried out offline in the PDF2TXT program.3, which, as it turned out as a result of numerous experiments conducted by the author, is almost the only program that converts such a huge number of files (8406) at a time, which is extremely convenient (Figure 6).

Drawing6- Screen form with program informationPDF2TXT

Note that numerous online services with which experiments were carried out did not provide this.

After converting PDF->TXT article files, it is necessary to recode txt-files into OEM866 encoding (DOS, Cyrillic). For this purpose, we used a very convenient converter Recoder v3.1.0¥ (picture 7):

Drawing7- Screen form with program informationRecoder v3.1.0

To enter classified articles into the Eidos system, we also use API-2.3.2.1 (Figure 1), but we will place the files with the texts of the articles in the folder: c:\Aidos-X\AID_DATA\Inp_rasp and in the API-2.3.2.1 options we will set:

3 https://www.pdf2txt.com/download

4 https://anton-pribora.ru/recoder/

"Formation of a recognizable sample with the available scales and gradations after mode 2.3.2.1" (Figure 8) /

It is necessary to pay attention to the fact that the input of a recognizable sample of 8406 txt-files with a total volume of 241 MB into the Eidos system took quite a long time: 8 hours.

As a result of the operation of API-2.3.2.1 with the specified parameters, a recognizable sample was formed (Figure 4):_

2.3.2.1. Импорт данных из текстовых файлов

(Hi

Укажите Формат текстовым Файлов: (* TXT Г DOC

Помощь

Укажите кодировку исходных Файлов: Г ANSI (Windows) (* ASCII-0EM866 (DOS)

Перекодировщик TXT-Файлов

В качестве признаков рассматривать:

(* Слова С" Мемы (сочетания слов) Кол-во симв.в словах >:

I- Проводить лемматизацию?

Задайте режим:

Г" Формирование классификационных и описательных шкал и градаций и обуч.выборки

(* формирование расп.выборки с имеющимися шкалами и градациями после реж.2.3.2.1; С' Формирование расп.выборки с имеющимися шкалами и градациями после реж.2.3.2.2

Исходные Файлы брать из папки распознаваемой выборки: c:^Aidos-XVyD_DATA\lnp_rasp\ I- Формировать БД lnp_data.dbf стандарта 2.3.2.2 для создания моделей продолжения Фраз?

В каком стандарте закодированы имена исходных Файлов:

С" В 1 -м стандарте 'Эйдос": "id1,... Jdn, Имя класса" брать из имени Файла (i Во 2-м стандарте "Эйдос": "Имя класса-ЙЙЙЙЙЙЙЙЙ.1хГ брать из имени Файла С" В стандарте "http://kaggle.com/"': "id. Class name" брать из текста Файла

□ к

Cancel

Drawing8- Screen control form API-2.3.2.1 of the Eidos system with parameters for

entering a recognizable sample

(£) 4.1,1. Ручной ввод-корректировка распознаваемой выборки (режим сисадмина), Текущая модель: "INF3"

И

Koa uirbeKTd Наименование объекта Дата Время

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8397 Yeai2023_N umb02_Art10. M 24.04.2023 10:55:57

8398 Yea[2023_Numb02_Arl11.M 24.04.2023 10:56:11

8399 Yeai2023_Numb02_Art14.txt 24.04.2023 10:56:12

8400 Year2023_N umb02_Art15. txt 24.04.2023 10:56:15

8401 Yeai2023_Numb02_Art17.txt 24.04.2023 10:56:1В

8402 Yeai2023_N umb02_Art18. tut 24.04.2023 10:56:24

8403 Yeai2023_N umb02_Arl19. M 24.04.2023 10:56:27

8404 Yeai2023_N umb02_Art20. tut 24.04.2023 10:56:30

8405 Year2023 Numb02 Art21.txt 24.04.2023 10:56:34

I

Код объекта Класс 1 Кпасс 2 Класс 3 Класс 4

8405 0 0 0 0

Коц о&ьекта Признак 1 Признак 2 Признак 3 Признак 4 Признак 5 Признак 6 Признак 7

8405 8910 12842 5832 7455 187 4778 12918

8405 6897 11377 6897 3280 4793 13388 8003

8405 12209 13505 6892 6152 10538 10077 5832

8405 10077 5832 2497 11033 11033 10239 1700

8405 4210 3281 4795 13387 10535 9875 9862

8405 13387 2843 12973 12268 12557 6124 12959 —

8405 6109 9862 10535 1700 11272 9626 10535

8405 9733 4210 13583 7816 4929 10061 10246

8405 2643 6110 6115 12946 10060 14233 6937

8405 4231 15060 3773 10061 1460 4210 12195

8405 3509 10542 1615 8957 5273 12605 3773

ОЛОЕ 1 ПОС1 1 1 ООО 07ГЮ G:i1 -1:7Г| 1 порт -и -|Г J!J

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Помощь

Скопировать расп.выб.в обуч.

Добавить объект

Добавить признаки

Удалить объект

Удалить классы

Удалить признаки

Очистить БД

Drawing9— Recognizable sample (fragment)

The upper window shows the name of the object of the recognizable sample (in this case, the classified article), and the lower right window shows the gradation codes of descriptive scales (codes of words that were found in the

passports of scientific specialties of the Higher Attestation Commission of the Russian Federation).

The classification itself is carried out in mode 4.1.2 (Figure 10).

Drawing10- Screen forms of recognition mode 4.1.2

It should be noted that a quantitative comparison of each of the 8406 articles published in the Scientific Journal of KubGAU over 20 years of its work with 361 classes corresponding to the scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature, according to 15101 signs (words) was carried out by the Eidos system on a graphic processor (GPU ) ASUS GeForce GTX770 graphics cards with NVIDIA GK104 graphics processor with 1536 shader processors in less than 36 minutes 32 seconds. According to the author, this is a good result, because getting it required 8406*361*15101= 45 824 981 166 summations of products and calculation of 11 output forms based on the results of recognition, moreover, the output forms were calculated on the central processor (CPU i7) and 99.9% of the time was spent on calculating the output forms.

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Some classification results are shown in figures 11, 12 and tables 2 and 3.

In the 1st screen form of Figure 10on the left we see the names of classified articles, and on the right - classes corresponding to the scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature, sorted in descending order of the degree of similarity with them of the article on which the field cursor is set in the left window.

On the 2nd screen form of Figure 10on the left we see the names of the classes corresponding to the scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature, and on the right the classified articles sorted in descending order of the degree of similarity with the class on which the field cursor is set in the left window.

^ 4.1.3.2. Визуализация результатов распознавания в отношении: "Класс-объекты". Текущая модель: "INF3"

Классы

Код I H сим класса

256 КЛАСС-3.3.5. Судебная медицина

257 КЛАСС-3.3.6. Фармакология, клиническая ...

258 КЛАСС-3.3.7. Авиационная, космическая и ...

259 КЛАСС-3.3.8. Клиническая лабораторная д. ..

260 КЛАСС-З.З.Э. Медицинская информатика

261 КЛАСС-3.4.1. Промышленная Фармация и т...

262 КЛАСС-3.4.2. Фармацевтическая химия, ф. .

263 КЛАСС-3.4.3. Организация Фармацевтичео...

264 КЛАСС-4.1.1. Общее земледелие и растени...

265 КЛАСС-4.1.2. Селекция, семеноводство и б...

266 КЛАСС-4.1.3. Агрохимия, агропочвоведение

267 КЛАСС-4.1.4. Садоводство, овощеводство,...

266 КЛАСС-4.1.5. Мелиорация, водное хозяйст...

26Э КЛАСС-4.1.6. Лесоведение, лесоводство, л...

270 КЛАСС-4.2.1. Патология животных, морфол...

271 КЛАСС-4.2.2. Санитария, гигиена, экология...

272 КЛАСС-4.2.3. Инфекционные болезни и им... —

273 КЛАСС-4.2.4. Частная зоотехния, кормлен...

274 КЛАСС-4.2.5. Разведение, селекция, генет...

275 КЛАСС-4.2.6. Рыбное хозяйство, аквакульт...

276 КЛАСС-4.3.1. Технологии, машины и обору...

277 КЛАСС-4.3.2. Электротехнологии, электроо...

276 КЛАСС-4.3.3. Пищевые системы

1 I I И

Интегральный критерий сходства: "Семантический резонанс знаний"

h Код Наименование объекта | Сходство |Ф... | Сходство

2109 Yeai2812 Numt.04 ArtG9.txt 64,50...

1336 Yeai2811 Numb04 Art08.txt 68,82...

7545 Yeai2810_N umb06_Art26. txt 58,57...

677 Yeai2007_Numb07_Art16. tat 58.63

7699 Yea[2819_N umb09_Att21 .tut 58,39... _

234 Yeai2805_Numb05_Art14. tut 56,32...

549 Year2807_N umb01 _Art08. txt 56.29

2333 Yea[2812_N umb08_Att78. tut 56,86...

7891 Year2820_N umbOO_Art1 5. tut 55,43...

1Э37 Yeai2012_N umb02_Art38. tat 55.15...

►

Интегральный критерий -:-пдгтп.т "Сумма знаний"

I Код Наименование объекта Сходство Сходство —

677 Year2807 Mumb07 Art16 txt 26.85

902 Year2009_N umb02_Art09. txt 22,89..

3264 Year2013_N umb09_Art65 tut 21.12

4805 Year2815_M umb05_Att25. tut 28,79..

4716 Year2015_N umb04_Art29. txt 28,76.. _

2554 Year2013_N umb01 _Art20 txt 28.71

53ЭЭ Year2815_N umbl 0_Artl 12. tut 28,66..

5119 Year2015_N umbOOArtl 02.txt 28,14..

2879 Year2813_N umb05_Art80 tut 18.81

5524 Year2016_N umbO! _Art38. txt 18,69.. -

-I I -I

Помощь Поиск объекта 0 начало БД 0 конец БД Предыдущая Следующая 9 записей Осе записи Печать XL9 Печать ТХТ Печать ALL

"LZlËLJ

4.1.3.1. Визуализация результатов распознавания б отношении: "Объект-классы . Текущая модель: "1ГЧРЗ"___ «..

Распознаваемые объекты Интегральный критерий сходства: "Семантический резонанс знаний"

2089 Year2012_N umb04_Arl59. M

2089 Year2012_N umb04_Art60. txt

2180 Year2012_N umb04_Art61. M

2101 Year2012_N umbB4_Arl62. M

2182 Year2012_N umb04_Art63. txt

2183 Year2012_N umb84_Art64 M

2184 Year2012_N umb04_Art65. txt

2185 Year2012_N umb04_Art66. txt

2186 Yea[2012_N umb04_Art67. txt

2187 Year2012_N umb04_Art69. txt

2188 Year2012_Numb04_Art69.txt

2189 Yea[2012_N umb04_Art70. txt

2110 Year2012_N umb04_Art71. txt

2111 Yea[2012_N umb04_Art72. txt

2112 Year2012_N umb04_Art73. txt

2113 Year2012_N umbB4_Arl74. M

2114 Year2012_N umb04_Art75. txt

2115 Year2012_N umb04_Art76. txt

2116 Year2012_N umb04_Art77. txt

2117 Year2012_N umb84_Art73. txt

2118 Yea[2012_N umb04_Art79. txt

2119 Year2012_Numb04_Arte0.txt

2120 Year2012_N umb04_Art91. txt

-I I -Г

Код Наименование класса Сходство Сходство

2641 КЛАСС-4.1.1. Общее земледелие и растениеводство 64,50...

165 КЛАСС-2.5.5. Технология и оборудование механической и физ... 27,18...

267 КЛАСС-4.1.4. Садоводство, овощеводство, виноградарство и л... 24,55...

269 КЛАСС-4.1.5. Мелиорация, водное хозяйство и агрофизика 19,26...

182 КЛАСС-2.6.4. Обработка металлов давлением 18,75... _

130 КЛАСС-2.3.1. Системный анализ, управление и обработка инФ... 14,57...

266 КЛАСС-4.1.3. Агрохимия, агропочвоведение 13,80...

167 КЛАСС-2.5.7. Технологии и машины обработки давлением 12,13...

265 КЛАСС-4.1.2. Селекция, семеноводство и биотехнология раст... 11,88...

1221 КЛАСС-2.2.16. Радиолокация и радионавигация 10,18...

^ | ш ► |

Интегральный критерий сходства: "Сумма знаний"

Кси Наименование класса Сходство Сходство

264 КЛАСС-4.1.1. Общее земледелие и растениеводство 11.73 IIIIIIIIIII

267 КЛАСС-4.1.4. Садоводство, овощеводство, виноградарство и л... 8,430... 1111 III

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263 КЛАСС-4.1.5. Мелиорация, водное хозяйство и агрофизика 6.364 llllll

266 КЛАСС-4.1.3. Агрохимия, агропочвоведение 4,032... llll

165 КЛАСС-2.5.5. Технология и оборудование механической и Физ... 2,871... _

182 КЛАСС-2.6.4. Обработка металлов давлением 2,472...

130 КЛАСС-2.3.1. Системный анализ, управление и обработка инФ... 2,403...

122 КЛАСС-2.2.16. Радиолокация и радионавигация 2.353...

265 КЛАСС-4.1.2. Селекция, семеноводство и биотехнология раст... 2,145...

167 КЛАСС-2.5.7. Технологии и машины обработки давлением 1,800... »

_LL_ Jj

1

'1

Э классов I Классы с МахМ1п УрСн 9 классов с МахМтУрСх ВСЕ классы! ВКЛ. фильтр по класс, шкале 8ЫКЛ фильтр по класс, шкале Граф.диаграммы

J

Drawing11- Examples of screen forms with detailed results of the classification of texts of articles on scientific specialties of the Higher Attestation Commission of the Russian

Federation in the Inf3 SC model

Both output forms in the upper right window show the results when using the integral criterion "Knowledge Resonance", and in the lower window - the integral criterion: "sum of knowledge".

Drawing12- Examples of screen forms with detailed results of the classification of texts of articles on scientific specialties of the Higher Attestation Commission of the Russian

Federation in the Inf3 SC model

Table2- Generalizing the results of the classification of texts of articles by scientific specialties of the Higher Attestation Commission of the Russian Federation in the system-cognitive model Inf3 (positive solutions, sorting by article number, fragment)

article numb er Name of the article in the format: year_journal numberjournal article number Scienti fic specia lty code Name of scientific specialty The similarity of the article with the passport special%

1 Year2003 Numb01 Art01.txt 118 CLASS-2.2.12. Devices, systems and products for medical purposes 30.673

2 Year2003 Numb01 Art02.txt 144 CLASS-2.4.5. Energy systems and complexes 32.743

3 Year2003 Numb01 Art04.txt 130 CLASS-2.3.1. System analysis, information management and processing, statistics 41.194

4 Year2003 Numb01 Art05.txt 135 CLASS-2.3.6. Information security methods and systems, information security 43.368

5 Year2003 Numb01 Art06.txt 205 CLASS-2.9.6. Air navigation and operation of aviation equipment 28.854

6 Year2003 Numb01 Art07.txt 203 CLASS-2.9.4. Transportation process management 35.801

7 Year2003 Numb01 Art08.txt 322 CLASS-5.4.7. Sociology of management 40.749

8 Year2003 Numb01 Art09.txt 134 CLASS-2.3.5. Mathematical and software support for computing systems, complexes and computer networks 29.833

9 Year2003 Numb01 Art10.txt 260 CLASS-3.3.9. Medical Informatics 33.728

10 Year2003 Numb01 Art11.txt 135 CLASS-2.3.6. Information security methods and systems, information security 34.461

eleve n Year2003 Numb01 Art12.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 38.853

12 Year2003 Numb01 Art13.txt 208 CLASS-2.9.9. Logistic transport systems 26.864

13 Year2003 Numb01 Art14.txt 1 CLASS-1.1.1. Real, complex and functional analysis 16.656

14 Year2003 Numb01 Art15.txt 24 CLASS-1.3.14. Thermal physics and theoretical heat engineering (branch of science - technical) 13.155

15 Year2003 Numb01 Art16.txt 130 CLASS-2.3.1. System analysis, information management and processing, statistics 30.806

16 Year2003 Numb01 Art17.txt 125 CLASS-2.2.4. Instruments and methods of measurement (by type of measurement) 16.844

17 Year2003 Numb01 Art18.txt 254 CLASS-3.3.3. pathological physiology 18.016

18 Year2003 Numb01 Art19.txt 199 CLASS-2.9.1. Transport and transport-technological systems of the country, its regions and cities, organization of production in transport 45.009

19 Year2003 Numb02 Art01.txt 3 CLASS-1.1.2. Differential Equations and Mathematical Physics 26.114

20 Year2003 Numb02 Art02.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 20.270

21 Year2003 Numb02 Art03.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 18.632

22 Year2003 Numb02 Art04.txt 3 CLASS-1.1.2. Differential Equations and Mathematical Physics 30.959

23 Year2003 Numb02 Art05.txt 273 CLASS-4.2.4. Private animal husbandry, feeding, feed preparation and livestock production technologies 22.126

24 Year2003 Numb02 Art06.txt 3 CLASS-1.1.2. Differential Equations and Mathematical Physics 17.958

25 Year2003 Numb02 Art07.txt 137 CLASS-2.3.8. Informatics and information processes 43.585

26 Year2003 Numb02 Art08.txt 135 CLASS-2.3.6. Information security methods and systems, information security 25.624

27 Year2003 Numb02 Art09.txt 273 CLASS-4.2.4. Private animal husbandry, feeding, feed preparation and livestock production technologies 23.792

28 Year2003 Numb02 Art10.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 27.841

29 Year2003 Numb02 Art11.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 38.406

thirt Year2003 Numb02 Art12.txt 137 CLASS-2.3.8. Informatics and information processes 35.209

31 Year2003 Numb02 Art13.txt 135 CLASS-2.3.6. Information security methods and systems, information security 13,740

32 Year2003 Numb02 Art14.txt 130 CLASS-2.3.1. System analysis, information management and processing, statistics 34.793

33 Year2003 Numb02 Art15.txt 284 CLASS-5.1.4. Criminal Law Sciences 57.120

34 Year2003 Numb02 Art16.txt 56 CLASS-1.4.14. Kinetics and catalysis 8.526

35 Year2003 Numb02 Art17.txt 284 CLASS-5.1.4. Criminal Law Sciences 27.893

36 Year2003 Numb02 Art18.txt 284 CLASS-5.1.4. Criminal Law Sciences 27.301

37 Year2003 Numb02 Art19.txt 16 CLASS-1.3.1. Space physics, astronomy (branch of science - physical and mathematical) 26.836

38 Year2004 Numb01 Art01.txt 284 CLASS-5.1.4. Criminal Law Sciences 20.389

39 Year2004 Numb01 Art02.txt 284 CLASS-5.1.4. Criminal Law Sciences 22.194

40 Year2004 Numb01 Art03.txt 284 CLASS-5.1.4. Criminal Law Sciences 40.092

41 Year2004 Numb01 Art04.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 44.322

42 Year2004 Numb01 Art05.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 35.121

43 Year2004 Numb01 Art06.txt 195 CLASS-2.8.6. Geomechanics, rock destruction, mine aerogasdynamics and mining thermal physics 14.614

44 Year2004 Numb01 Art07.txt 199 CLASS-2.9.1. Transport and transport-technological systems of the country, its regions and cities, organization of production in transport 21.346

45 Year2004 Numb01 Art08.txt 199 CLASS-2.9.1. Transport and transport-technological systems of the country, its regions and cities, organization of production in transport 28.123

46 Year2004 Numb01 Art09.txt 130 CLASS-2.3.1. System analysis, information management and processing, statistics 28.587

47 Year2004 Numb01 Art10.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 36.061

48 Year2004 Numb01 Art11.txt 302 CLASS-5.2.3. Regional and sectoral economy 22.089

49 Year2004 Numb01 Art12.txt 269 CLASS-4.1.6. Silviculture, forestry, forest plantations, agroforestry, landscaping, forest pyrology and taxation 16.427

50 Year2004 Numb01 Art13.txt 130 CLASS-2.3.1. System analysis, information management and processing, statistics 51.403

51 Year2004 Numb01 Art14.txt 276 CLASS-4.3.1. Technologies, machines and equipment for the agro-industrial complex 27.293

52 Year2004 Numb01 Art15.txt 273 CLASS-4.2.4. Private animal husbandry, feeding, feed preparation and livestock production technologies 14.073

53 Year2004 Numb01 Art16.txt 137 CLASS-2.3.8. Informatics and information processes 25.776

54 Year2004 Numb02 Art01.txt 142 CLASS-2.4.3. Power industry 11.502

55 Year2004 Numb02 Art02.txt 257 CLASS-3.3.6. Pharmacology, clinical pharmacology 8.157

56 Year2004 Numb02 Art03.txt 195 CLASS-2.8.6. Geomechanics, rock destruction, mine aerogasdynamics and mining thermal physics 20.956

57 Year2004 Numb02 Art04.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 21.770

58 Year2004 Numb02 Art05.txt 109 CLASS-2.1.4. Water supply, sewerage, building systems for the protection of water resources 22.124

59 Year2004 Numb02 Art06.txt 273 CLASS-4.2.4. Private animal husbandry, feeding, feed preparation and livestock production technologies 22.605

60 Year2004 Numb02 Art07.txt 257 CLASS-3.3.6. Pharmacology, clinical pharmacology 20.740

61 Year2004 Numb02 Art08.txt 302 CLASS-5.2.3. Regional and sectoral economy 21.572

62 Year2004 Numb02 Art09.txt eleven CLASS-1.2.1. Artificial intelligence and machine learning 24.739

63 Year2004 Numb02 Art10.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 29.195

64 Year2004 Numb02 Art11.txt eleven CLASS-1.2.1. Artificial intelligence and machine learning 24.931

65 Year2004 Numb02 Art12.txt 135 CLASS-2.3.6. Information security methods and systems, information security 36.612

66 Year2004 Numb02 Art13.txt 59 CLASS-1.4.2. Analytical chemistry 34.780

67 Year2004 Numb02 Art14.txt 247 CLASS-3.2.3. Public health, organization and sociology of health 32.734

68 Year2004 Numb02 Art15.txt 264 CLASS-4.1.1. General farming and crop production 29.590

69 Year2004 Numb02 Art16.txt 264 CLASS-4.1.1. General farming and crop production 20.705

70 Year2004 Numb02 Art17.txt 276 CLASS-4.3.1. Technologies, machines and equipment for the agro-industrial complex 35.378

71 Year2004 Numb02 Art18.txt 58 CLASS-1.4.16 Medical chemistry 11.527

72 Year2004 Numb02 Art19.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 17.023

73 Year2004 Numb02 Art20.txt 199 CLASS-2.9.1. Transport and transport-technological systems of the country, its regions and cities, organization of production in transport 29.631

74 Year2004 Numb02 Art21.txt 125 CLASS-2.2.4. Instruments and methods of measurement (by type of measurement) 20.187

75 Year2004 Numb03 Art01.txt 174 CLASS-2.6.13. Processes and apparatuses of chemical technologies 36.230

76 Year2004 Numb03 Art02.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 36.983

77 Year2004 Numb03 Art03.txt 135 CLASS-2.3.6. Information security methods and systems, information security 41.403

78 Year2004 Numb03 Art04.txt 130 CLASS-2.3.1. System analysis, information management and processing, statistics 35.321

79 Year2004 Numb03 Art05.txt 118 CLASS-2.2.12. Devices, systems and products for medical purposes 41.181

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80 Year2004 Numb03 Art06.txt 302 CLASS-5.2.3. Regional and sectoral economy 28.017

81 Year2004 Numb03 Art07.txt 165 CLASS-2.5.5. Technology and equipment for mechanical and physical-technical processing 19.558

82 Year2004 Numb03 Art08.txt 302 CLASS-5.2.3. Regional and sectoral economy 20.872

83 Year2004 Numb03 Art09.txt 1 CLASS-1.1.1. Real, complex and functional analysis 18.635

84 Year2004 Numb03 Art10.txt 1 CLASS-1.1.1. Real, complex and functional analysis 22.897

85 Year2004 Numb03 Art11.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 14.731

86 Year2004 Numb03 Art12.txt 204 CLASS-2.9.5. Operation of road transport 19.152

87 Year2004 Numb03 Art13.txt 302 CLASS-5.2.3. Regional and sectoral economy 20.835

88 Year2004 Numb03 Art14.txt 302 CLASS-5.2.3. Regional and sectoral economy 23.265

89 Year2004 Numb03 Art15.txt 264 CLASS-4.1.1. General farming and crop production 28.983

90 Year2004 Numb03 Art16.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 30.467

91 Year2004 Numb03 Art17.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 43,900

92 Year2004 Numb03 Art18.txt 302 CLASS-5.2.3. Regional and sectoral economy 27.205

93 Year2004 Numb04 Art01.txt 235 CLASS-3.1.32. Nephrology 20.747

94 Year2004 Numb04 Art02.txt 17 CLASS-1.3.10. Physics of low temperatures (branch of science - technical) 10.519

95 Year2004 Numb04 Art03.txt 313 CLASS-5.3.7. Age-related psychology 7.082

96 Year2004 Numb04 Art04.txt 17 CLASS-1.3.10. Physics of low temperatures (branch of science - technical) 8.576

97 Year2004 Numb04 Art05.txt thirty CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science -technical) 20.233

98 Year2004 Numb04 Art06.txt 264 CLASS-4.1.1. General farming and crop production 32.601

99 Year2004 Numb04 Art07.txt 279 CLASS-4.3.4. Technologies, machines and equipment for forestry and wood processing 14.508

100 Year2004 Numb04 Art08.txt 248 CLASS-3.2.4. Occupational medicine 9.170

101 Year2004 Numb04 Art09.txt 301 CLASS-5.2.2. Mathematical, statistical and instrumental methods in economics 11.877

102 Year2004 Numb04 Art10.txt 301 CLASS-5.2.2. Mathematical, statistical and instrumental methods in economics 34.128

103 Year2004 Numb04 Art11.txt 205 CLASS-2.9.6. Air navigation and operation of aviation equipment 24.640

104 Year2004 Numb04 Art12.txt 300 CLASS-5.2.1. Economic theory 35.280

105 Year2004 Numb04 Art13.txt 137 CLASS-2.3.8. Informatics and information processes 28.275

106 Year2004 Numb04 Art14.txt 157 CLASS-2.5.17. Ship theory and structural mechanics 15.774

107 Year2004 Numb04 Art15.txt 106 CLASS-2.1.16. Labor protection in construction 20.144

108 Year2004 Numb04 Art16.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 36.695

109 Year2004 Numb04 Art17.txt 247 CLASS-3.2.3. Public health, organization and sociology of health 26.104

110 Year2004 Numb04 Art18.txt 247 CLASS-3.2.3. Public health, organization and sociology of health 30.711

111 Year2004 Numb04 Art19.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 23.161

112 Year2004 Numb04 Art20.txt 308 CLASS-5.3.3. Labor psychology, engineering psychology, cognitive ergonomics 28.497

113 Year2004 Numb04 Art21.txt 137 CLASS-2.3.8. Informatics and information processes 17.146

114 Year2004 Numb04 Art22.txt 47 CLASS-1.3.8. Condensed state physics (branch of science - technical) 7,960

115 Year2004 Numb04 Art23.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 38.511

116 Year2004 Numb04 Art24.txt 3 CLASS-1.1.2. Differential Equations and Mathematical Physics 18.554

117 Year2004 Numb04 Art25.txt 276 CLASS-4.3.1. Technologies, machines and equipment for the agro-industrial complex 28.916

118 Year2004 Numb05 Art01.txt 264 CLASS-4.1.1. General farming and crop production 17.041

119 Year2004 Numb05 Art02.txt 264 CLASS-4.1.1. General farming and crop production 44.444

120 Year2004 Numb05 Art03.txt 137 CLASS-2.3.8. Informatics and information processes 71.803

121 Year2004 Numb05 Art04.txt thirty CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science -technical) 24.562

122 Year2004 Numb05 Art05.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 25.125

123 Year2004 Numb05 Art06.txt 302 CLASS-5.2.3. Regional and sectoral economy 35.586

124 Year2004 Numb05 Art07.txt 162 CLASS-2.5.22. Product quality management. Standardization. Organization of production 44.401

125 Year2004 Numb05 Art08.txt 344 CLASS-5.7.8. Philosophical anthropology, philosophy of culture 18.975

126 Year2004 Numb05 Art09.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 31.598

I 127 lYear2004_Numb05_Art10.txt I 344 ICLASS-5.7.8. Philosophical anthropology, philosophy of culture_I 14.058 I

I 128 lYear2004_Numb05_Art11.txt| 130 |CLASS-2.3.1. System' analysis, information management and processing, statistics I 36.971 "|

Author's development

Source:c: \Aidos-X\AID_DA TAA0000002 \System \Rsp_it1k. dbf

Table 1 can be sorted by the level of similarity of the article with the specialty passport. Then, at the beginning of the table, there will be articles classified most reliably, and at the end, on the contrary, articles related to which specialty it is not clear at all (Table 3).

Table3- Generalizing the results of the classification of texts of articles on scientific specialties of the Higher Attestation Commission of the Russian Federation in the system-cognitive model Inf3 (positive solutions, sorting by the similarity of the article _with the passport, fragment)_

articl e numb er Name of the article in the format: year_journal number_journal article number Scientifi c specialt y code Name of scientific specialty The similarity of the article with the passport special%

2759 Year2013 Numb04 Art50.txt 352 CLASS-5.8.7. Methodoloqy and technology of vocational education 100,000

4152 Year2014 Numb08 Art39.txt 352 CLASS-5.8.7. Methodoloqy and technology of vocational education 97.857

2955 Year2013 Numb06 Art67.txt 305 CLASS-5.2.6. Management 96.243

7126 Year2017 Numb07 Art74.txt 338 CLASS-5.7.2. History of philosophy 95.667

527 Year2006 Numb08 Art44.txt 352 CLASS-5.8.7. Methodoloqy and technology of vocational education 93.965

559 Year2007 Numb02 Art02.txt 352 CLASS-5.8.7. Methodology and technology of vocational education 93.004

4262 Year2014 Numb09 Art68.txt 286 CLASS-5.10.1. Theory and history of culture, art 92.574

6816 Year2017 Numb04 Art72.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 88.247

4997 Year2015 Numb07 Art09.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 86.505

1128 Year2010 Numb06 Art19.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 83.610

489 Year2006 Numb08 Art06.txt 352 CLASS-5.8.7. Methodology and technology of vocational education 82.738

3837 Year2014 Numb06 Art07.txt 12 CLASS-1.2.2. Mathematical modeling, numerical methods and software packages 82.061

1336 Year2011 Numb02 Art27.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 81.774

1064 Year2010 Numb04 Art10.txt 305 CLASS-5.2.6. Management 79.256

434 Year2006 Numb06 Art11.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 79.121

659 Year2007 Numb06 Art14.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 78.743

6945 Year2017 Numb06 Art07.txt 135 CLASS-2.3.6. Information security methods and systems, information security 77.992

3418 Year2014 Numb01 Art55.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 77.795

514 Year2006 Numb08 Art31.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 77.751

5892 Year2016 Numb05 Art14.txt 286 CLASS-5.10.1. Theory and history of culture, art 77.685

4489 Year2015 Numb01 Art57.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 77.509

590 Year2007 Numb03 Art08.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 77.379

7098 Year2017 Numb07 Art46.txt 106 CLASS-2.1.16. Labor protection in construction 77.307

3417 Year2014 Numb01 Art54.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 77.132

1929 Year2012 Numb02 Art80.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 77.107

1865 Year2012 Numb02 Art16.txt 272 CLASS-4.2.3. Infectious Diseases and Animal Immunology 76.968

1118 Year2010 Numb06 Art09.txt 300 CLASS-5.2.1. Economic theory 76.191

8368 Year2022 Numb10 Art18.txt 266 CLASS-4.1.3. Agrochemistry, agrosoil science 75.547

2424 Year2012 Numb09 Art31.txt 272 CLASS-4.2.3. Infectious Diseases and Animal Immunology 75.402

6343 Year2016 Numb09 Art120.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 75.002

2667 Year2013 Numb03 Art25.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 74.846

944 Year2009 Numb06 Art09.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 74.779

327 Year2006 Numb03 Art02.txt 12 CLASS-1.2.2. Mathematical modeling, numerical methods and software packages 74.617

776 Year2008 Numb04 Art01.txt 135 CLASS-2.3.6. Information security methods and systems, information security 74.438

2697 Year2013 Numb03 Art55.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 74.398

6178 Year2016 Numb07 Art50.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 74.144

7892 Year2020 Numb08 Art16.txt 267 CLASS-4.1.4. Horticulture, vegetable growing, viticulture and medicinal crops 74.041

6653 Year2017 Numb02 Art46.txt 338 CLASS-5.7.2. History of philosophy 72.714

2031 Year2012 Numb03 Art89.txt 305 CLASS-5.2.6. Management 72.387

3098 Year2013 Numb08 Art10.txt 305 CLASS-5.2.6. Management 72.387

3273 Year2013 Numb09 Art74.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 72.335

2037 Year2012 Numb03 Art95.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 72.083

3759 Year2014 Numb05 Art28.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 71.877

120 Year2004 Numb05 Art03.txt 137 CLASS-2.3.8. Informatics and information processes 71.803

7327 Year2017 Numb09 Art61.txt 286 CLASS-5.10.1. Theory and history of culture, art 71.515

5117 Year2015 Numb08 Art100.txt 110 CLASS-2.1.5. Building materials and products 71.301

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4475 Year2015 Numb01 Art43.txt 74 CLASS-1.5.21. Plant Physiology and Biochemistry 71.238

5021 Year2015 Numb07 Art13.txt 326 CLASS-5.5.4. International relationships 5.546

6072 Year2016 Numb06 Art84.txt 326 CLASS-5.5.4. International relationships 5.536

4801 Year2015 Numb05 Art21.txt 326 CLASS-5.5.4. International relationships 5,530

4755 Year2015 Numb04 Art72.txt 326 CLASS-5.5.4. International relationships 5.525

4547 Year2015 Numb02 Art52.txt 265 CLASS-4.1.2. Breeding, seed production and plant biotechnology 5.513

4819 Year2015 Numb05 Art39.txt 326 CLASS-5.5.4. International relationships 5.512

5443 Year2015 Numb10 Art51.txt 326 CLASS-5.5.4. International relationships 5.501

5316 Year2015 Numb09 Art36.txt 326 CLASS-5.5.4. International relationships 5,480

4839 Year2015 Numb05 Art63.txt 326 CLASS-5.5.4. International relationships 5.468

5305 Year2015 Numb09 Art25.txt 326 CLASS-5.5.4. International relationships 5.351

5388 Year2015 Numb10 Art102.txt 265 CLASS-4.1.2. Breeding, seed production and plant biotechnology 5.307

2822 Year2013 Numb05 Art33.txt 141 CLASS-2.4.2. Electrotechnical complexes and systems 5.296

6246 Year2016 Numb08 Art21.txt 306 CLASS-5.2.7. State and municipal administration 5.293

5562 Year2016 Numb01 Art76.txt 326 CLASS-5.5.4. International relationships 5.282

4928 Year2015 Numb06 Art38.txt 326 CLASS-5.5.4. International relationships 5.279

5203 Year2015 Numb08 Art46.txt 239 CLASS-3.1.5. Ophthalmology 5.278

5406 Year2015 Numb10 Art14.txt 326 CLASS-5.5.4. International relationships 5.240

4699 Year2015 Numb04 Art10.txt 253 CLASS-3.3.2. pathological anatomy 5.221

6858 Year2017 Numb05 Art16.txt 326 CLASS-5.5.4. International relationships 5.215

5884 Year2016 Numb05 Art06.txt 326 CLASS-5.5.4. International relationships 5.205

7414 Year2017 Numb10 Art44.txt 141 CLASS-2.4.2. Electrotechnical complexes and systems 5.203

1077 Year2010 Numb04 Art23.txt 103 CLASS-2.1.13. Urban planning, planning of rural settlements 5.196

8048 Year2021 Numb06 Art02.txt 353 CLASS-5.9.1. Russian literature and literature of the peoples of the Russian Federation 5.140

6602 Year2017 Numb01 Art53.txt 353 CLASS-5.9.1. Russian literature and literature of the peoples of the Russian Federation 5.106

4971 Year2015 Numb06 Art81.txt 326 CLASS-5.5.4. International relationships 5.079

4466 Year2015 Numb01 Art34.txt 141 CLASS-2.4.2. Electrotechnical complexes and systems 5.057

6512 Year2016 Numb10 Art60.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 5.013

6172 Year2016 Numb07 Art44.txt 285 CLASS-5.1.5. International legal sciences 4.979

7387 Year2017 Numb10 Art17.txt 80 CLASS-1.5.6. Biotechnology (branch of science - chemical, technical) 4.933

4512 Year2015 Numb02 Art16.txt 326 CLASS-5.5.4. International relationships 4,821

5602 Year2016 Numb02 Art22.txt 326 CLASS-5.5.4. International relationships 4.791

7006 Year2017 Numb06 Art71.txt 353 CLASS-5.9.1. Russian literature and literature of the peoples of the Russian Federation 4.774

5433 Year2015 Numb10 Art41.txt 203 CLASS-2.9.4. Transportation process management 4.615

4773 Year2015 Numb04 Art92.txt 326 CLASS-5.5.4. International relationships 4.341

7315 Year2017 Numb09 Art49.txt 326 CLASS-5.5.4. International relationships 4.312

5404 Year2015 Numb10 Art12.txt 299 CLASS-5.12.4. Cognitive modeling 4.302

6293 Year2016 Numb08 Art68.txt 320 CLASS-5.4.5. Political sociology 4.229

5758 Year2016 Numb03 Art80.txt 103 CLASS-2.1.13. Urban planning, planning of rural settlements 4.197

3617 Year2014 Numb04 Art05.txt 327 CLASS-5.6.1. National history 4.058

4205 Year2014 Numb09 Art09.txt 327 CLASS-5.6.1. National history 4.058

7086 Year2017 Numb07 Art30.txt 327 CLASS-5.6.1. National history 4.058

5633 Year2016 Numb02 Art53.txt 353 CLASS-5.9.1. Russian literature and literature of the peoples of the Russian Federation 3.855

7077 Year2017 Numb07 Art20.txt 326 CLASS-5.5.4. International relationships 3.117

3533 Year2014 Numb03 Art15.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 3.040

4108 Year2014 Numb07 Art94.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 3.031

3709 Year2014 Numb04 Art84.txt 327 CLASS-5.6.1. National history 2.993

5931 Year2016 Numb05 Art53.txt 281 CLASS-5.1.1. Theoretical and historical legal sciences 2.852

3714 Year2014 Numb04 Art89.txt 306 CLASS-5.2.7. State and municipal administration 2.473

Author's development

Table 2 contains information about which scientific specialty each article belongs to. Based on this information, using MS Excel, the number of articles published in each scientific specialty was calculated. For the calculation, the method described on the page was used:https://exceltip.ru/296/.

As a result of the calculation, Table 3 is obtained. Table 3 is created by adding three columns to Table 1 (class directory), in which the number of articles for each specialty is counted in different units of measurement: pieces,% of the total and in% cumulatively (cumulatively).

The essence of this method of calculating Table 3 is as follows:

- in the column: "Number of articles in this specialty, pcs." the formula is written: =COUNTIF(T!$C$2:T!$C$8406;A2), which counts the number of rows in table 2 with a specialty code that matches the specialty code in table 4, i.e. since the rows correspond to articles, it essentially sums up the number of articles published in each specialty;

- in the column: "Name of specialty" the formula is written: =IF(C2>0;INDEX('1'!$A$2:'1'!$D$8406;MATCH(A2;'1'!$C$2:'1'!$C$8406;0); 4) ;INDEX('2'! $A$2:'2'! $B$362;MATCH(A2;'2'! $A$2:'2'! $A$362;0);2))

If the number of articles in the specialty is greater than zero, then the MATCH() command searches table 2 for rows in which the class code corresponding to the scientific specialty matches the class code in table 3. If the number of articles in the specialty is zero, then the MATCH() command searches in table 1 for rows in which the code of the class corresponding to the scientific specialty matches the class code in table 3. Handling the situation

when the number of articles in the specialty is zero is necessary because table 2 is the output form of the Eidos system, generated by results of classification of articles by specialties. Therefore, in the case when no article corresponds to the class, its name is not displayed at all. For us, in this work, it is also of interest that for which specialties in the Scientific Journal of KubGAU not a single article has been published at all for 20 years of the journal's operation. These are the specialties listed at the end of Table 4 and highlighted with a light yellow background.

According to table 4, a pie chart is built, shown in Figure 13.

Table4- The results of the classification of texts of articles on scientific specialties of the Higher Attestation Commission of the Russian Federation in the Inf3 SC model (the _number of articles on specialties, in full) ___

No Specialty code Name of specialty Number of articles in this specialty, pcs. Number of articles in this specialty, % Number of articles in this specialty, % cumulativel y

1. 302 CLASS-5.2.3. Reqional and sectoral economy 490 5,830 5,830

2. 264 CLASS-4.1.1. General farminq and crop production 429 5.104 10.934

3. 74 CLASS-1.5.21. Plant Physioloqy and Biochemistry 328 3.902 14.836

4. 162 CLASS-2.5.22. Product quality manaqement. Standardization. Organization of production 324 3.855 18.691

5. 267 CLASS-4.1.4. Horticulture, veqetable qrowinq, viticulture and medicinal crops 299 3.557 22.249

6. 273 CLASS-4.2.4. Private animal husbandry, feedinq, feed preparation and livestock production technologies 231 2.748 24.997

7. 137 CLASS-2.3.8. Informatics and information processes 228 2.713 27.710

В. 353 CLASS-5.9.1. Russian literature and literature of the peoples of the Russian Federation 201 2.391 30.101

9. 130 CLASS-2.3.1. System analysis, information manaqement and processinq, statistics 199 2.368 32.469

10. 326 CLASS-5.5.4. International relationships 162 1.927 34.396

11. 305 CLASS-5.2.6. Manaqement 146 1.737 36.133

12. 327 CLASS-5.6.1. National history 138 1.642 37.775

13. 266 CLASS-4.1.3. Aqrochemistry, aqrosoil science 131 1.559 39.334

14. 2В1 CLASS-5.1.1. Theoretical and historical leqal sciences 128 1.523 40.857

15. 265 CLASS-4.1.2. Breedinq, seed production and plant biotechnoloqy 126 1.499 42.356

16. 313 CLASS-5.3.7. Aqe-related psycholoqy 125 1.487 43.843

17. 144 CLASS-2.4.5. Enerqy systems and complexes 119 1.416 45.259

1В. 270 CLASS-4.2.1. Animal patholoqy, morpholoqy, physioloqy, pharmacoloqy and toxicoloqy 94 1.118 46.377

19. 276 CLASS-4.3.1. Technoloqies, machines and equipment for the aqro-industrial complex 94 1.118 47.496

20. 135 CLASS-2.3.6. Information security methods and systems, information security 90 1.071 48.566

21. 3 CLASS-1.1.2. Differential Equations and Mathematical Physics 89 1.059 49.625

22. 165 CLASS-2.5.5. Technoloqy and equipment for mechanical and physical-technical processinq 88 1.047 50.672

23. 301 CLASS-5.2.2. Mathematical, statistical and instrumental methods in economics 84 0.999 51.672

24. 27В CLASS-4.3.3. food systems 80 0.952 52.623

25. 346 CLASS-5.8.1. General pedaqoqy, history of pedaqoqy and education 80 0.952 53.575

26. 2В0 CLASS-4.3.5. Biotechnoloqy of food products and bioloqically active substances 74 0.880 54.456

27. 203 CLASS-2.9.4. Transportation process manaqement 74 0.880 55.336

2В. 357 CLASS-5.9.5. Russian lanquaqe. Lanquaqes of the peoples of Russia 73 0.869 56.205

29. 2В4 CLASS-5.1.4. Criminal Law Sciences 73 0.869 57.073

30. 59 CLASS-1.4.2. Analytical chemistry 72 0.857 57.930

31. 134 CLASS-2.3.5. Mathematical and software support for computinq systems, complexes and computer networks 70 0.833 58.763

32. 2В6 CLASS-5.10.1. Theory and history of culture, art 65 0.773 59.536

33. 269 CLASS-4.1.6. Silviculture, forestry, forest plantations, aqroforestry, landscapinq, forest pyroloqy and taxation 62 0.738 60.274

34. 71 CLASS-1.5.19. soil science 59 0.702 60.976

35. 30В CLASS-5.3.3. Labor psycholoqy, enqineerinq psycholoqy, coqnitive erqonomics 58 0.690 61.666

36. 260 CLASS-3.3.9. Medical Informatics 57 0.678 62.344

37. 352 CLASS-5.8.7. Methodoloqy and technoloqy of vocational education 56 0.666 63.010

3В. 257 CLASS-3.3.6. Pharmacoloqy, clinical pharmacoloqy 56 0.666 63.676

39. eleven CLASS-1.2.1. Artificial intelliqence and machine learninq 54 0.642 64.319

40. 229 CLASS-3.1.28. Hematoloqy and blood transfusion 52 0.619 64.938

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41. 171 CLASS-2.6.10. Technoloqy of orqanic substances 51 0.607 65.544

42. 274 CLASS-4.2.5. Breedinq, selection, qenetics and biotechnoloqy of animals 49 0.583 66.127

43. 24 CLASS-1.3.14. Thermal physics and theoretical heat enqineerinq (branch of science - technical) 49 0.583 66.710

44. 204 CLASS-2.9.5. Operation of road transport 49 0.583 67.293

45. 322 CLASS-5.4.7. Socioloqy of manaqement 49 0.583 67.876

46. 109 CLASS-2.1.4. Water supply, seweraqe, buildinq systems for the protection of water resources 49 0.583 68.459

47. 307 CLASS-5.3.1. General psycholoqy, personality psycholoqy, history of psycholoqy 48 0.571 69.030

4В. 279 CLASS-4.3.4. Technoloqies, machines and equipment for forestry and wood processinq 46 0.547 69.578

49. 11В CLASS-2.2.12. Devices, systems and products for medical purposes 46 0.547 70.125

50. 10В CLASS-2.1.3. Heatinq, ventilation, air conditioninq, qas supply and liqhtinq 45 0.535 70.660

51. 41 CLASS-1.3.3. Theoretical physics 44 0.523 71.184

52. 247 CLASS-3.2.3. Public health, orqanization and socioloqy of health 40 0.476 71.660

53. 15 CLASS-1.3.1. Space physics, astronomy (branch of science - technical) 38 0.452 72.112

54. 253 CLASS-3.3.2. patholoqical anatomy 38 0.452 72.564

55. 303 CLASS-5.2.4. Finance 38 0.452 73.016

56. 5 CLASS-1.1.4. Theory of Probability and Mathematical Statistics 35 0.416 73.432

57. 2В3 CLASS-5.1.3. Private law (civilistic) sciences 35 0.416 73.849

58. 142 CLASS-2.4.3. Power industry 34 0.405 74.253

59. 300 CLASS-5.2.1. Economic theory 33 0.393 74.646

60. 34 CLASS-1.3.18. Physics of beams of charged particles and accelerator technology (branch of science - physical and mathematical) 31 0.369 75.015

61. 355 CLASS-5.9.3. Literary theory 31 0.369 75.384

62. 320 CLASS-5.4.5. Political sociology thirty 0.357 75.741

63. 86 CLASS-1.6.16. Land hydrology, water resources, hydrochemistry thirty 0.357 76.098

64. 98 CLASS-1.6.9. Geophysics (physics and mathematics) 29 0.345 76.443

65. 325 CLASS-5.5.3. Public administration and sectoral policies 28 0.333 76.776

66. 111 CLASS-2.1.6. Hydrotechnical construction, hydraulics and engineering hydrology 27 0.321 77.097

67. 343 CLASS-5.7.7. Social and political philosophy 27 0.321 77.418

68. 306 CLASS-5.2.7. State and municipal administration 26 0.309 77.728

69. 173 CLASS-2.6.12. Chemical technology of fuel and high-energy substances 26 0.309 78.037

70. 344 CLASS-5.7.8. Philosophical anthropology, philosophy of culture 25 0.297 78.334

71. 186 CLASS-2.6.7. Technology of inorganic substances 24 0.286 78.620

72. 336 CLASS-5.6.8. Documentary, documentation science, archiving 24 0.286 78.905

73. 358 CLASS-5.9.6. Languages of the peoples of foreign countries (indicating a specific language or group of languages) 24 0.286 79.191

74. 128 CLASS-2.2.8. Methods and devices for monitoring and diagnosing materials, products, substances and the natural environment 24 0.286 79.477

75. 195 CLASS-2.8.6. Geomechanics, rock destruction, mine aerogasdynamics and mining thermal physics 24 0.286 79.762

76. 199 CLASS-2.9.1. Transport and transport-technological systems of the country, its regions and cities, organization of production in transport 24 0.286 80.048

77. 183 CLASS-2.6.5. Powder metallurgy and composite materials 23 0.274 80.321

78. 200 CLASS-2.9.10. Technosphere safety of transport systems 23 0.274 80.595

79. 182 CLASS-2.6.4. Metal forming 22 0.262 80.857

80. 65 CLASS-1.4.8. Chemistry of organoelement compounds 21 0.250 81.106

81. 161 CLASS-2.5.20. Ship power plants and their elements (main and auxiliary) 21 0.250 81.356

82. 342 CLASS-5.7.6. Philosophy of science and technology 21 0.250 81.606

83. 163 CLASS-2.5.3. Friction and wear in machines 20 0.238 81.844

84. 106 CLASS-2.1.16. Labor protection in construction 20 0.238 82.082

85. 16 CLASS-1.3.1. Space physics, astronomy (branch of science - physical and mathematical) 20 0.238 82.320

86. 315 CLASS-5.3.9. Legal Psychology and Security Psychology 20 0.238 82.558

87. 1 CLASS-1.1.1. Real, complex and functional analysis 19 0.226 82.784

88. 54 CLASS-1.4.12. Petrochemistry 19 0.226 83.010

89. 141 CLASS-2.4.2. Electrotechnical complexes and systems 18 0.214 83.224

90. 350 CLASS-5.8.5. Theory and methodology of sports 18 0.214 83.438

91. 319 CLASS-5.4.4. Social structure, social institutions and processes 18 0.214 83.653

92. 112 CLASS-2.1.7. Technology and organization of construction 17 0.202 83.855

93. 160 CLASS-2.5.2. Machine learning 17 0.202 84.057

94. 6 CLASS-1.1.5. Mathematical logic, algebra, number theory and discrete mathematics 17 0.202 84.259

95. 100 CLASS-2.1.10. Environmental safety of construction and urban economy 17 0.202 84.462

96. 114 CLASS-2.1.9. Structural mechanics 17 0.202 84.664

97. 288 CLASS-5.10.3. Types of art (indicating specific art) 17 0.202 84.866

98. 14 CLASS-1.2.4. cyber security 16 0.190 85.057

99. 110 CLASS-2.1.5. Building materials and products 16 0.190 85.247

100 169 CLASS-2.5.9. Methods and control devices 16 0.190 85.437

101 333 CLASS-5.6.6. History of science and technology (branch of science - physical and mathematical) 16 0.190 85.628

102 177 CLASS-2.6.16. Technology for the production of textile and light industry products 16 0.190 85.818

103 252 CLASS-3.3.1. human anatomy 16 0.190 86.008

104 12 CLASS-1.2.2. Mathematical modeling, numerical methods and software packages 15 0.178 86.187

105 354 CLASS-5.9.2. Literature of the peoples of the world 15 0.178 86.365

106 166 CLASS-2.5.6. Engineering technology 15 0.178 86.544

107 262 CLASS-3.4.2. Pharmaceutical chemistry, pharmacognosy 14 0.167 86.710

108 309 CLASS-5.3.4. Pedagogical psychology, psychodiagnostics of digital educational environments 14 0.167 86.877

109 328 CLASS-5.6.2. General history 14 0.167 87.043

110 133 CLASS-2.3.4. Management in organizational systems 14 0.167 87.210

111 184 CLASS-2.6.6. Nanotechnologies and nanomaterials 13 0.155 87.365

112 304 CLASS-5.2.5. World economy 13 0.155 87.519

113 174 CLASS-2.6.13. Processes and apparatuses of chemical technologies 13 0.155 87.674

114 178 CLASS-2.6.17. Materials Science 13 0.155 87.829

115 298 CLASS-5.12.3. Interdisciplinary Language Studies 13 0.155 87.983

116 208 CLASS-2.9.9. Logistic transport systems 13 0.155 88.138

117 20 CLASS-1.3.12. Physics of magnetic phenomena (branch of science - technical) 12 0.143 88.281

118 119 CLASS-2.2.13. Radio engineering, including television systems and devices 12 0.143 88.424

119 148 CLASS-2.4.9. Nuclear power plants, fuel cycle, radiation safety 12 0.143 88.566

120 155 CLASS-2.5.15. Thermal, electric rocket engines and power plants of aircraft 12 0.143 88.709

121 176 CLASS-2.6.15. Membranes and membrane technology 12 0.143 88.852

122 202 CLASS-2.9.3. Railway rolling stock, train traction and electrification 12 0.143 88.995

123 259 CLASS-3.3.8. Clinical laboratory diagnostics 12 0.143 89.137

124 258 CLASS-3.3.7. Aviation, space and marine medicine 12 0.143 89.280

125 157 CLASS-2.5.17. Ship theory and structural mechanics 12 0.143 89.423

126 235 CLASS-3.1.32. Nephrology 12 0.143 89.566

127 268 CLASS-4.1.5. Land reclamation, water management and agrophysics 12 0.143 89.709

128 49 CLASS-1.3.9. Plasma Physics (branch of science - technical) eleven 0.131 89.839

129 99 CLASS-2.1.1. Building structures, buildings and structures eleven 0.131 89.970

130 201 CLASS-2.9.2. Railway track, survey and design of railways eleven 0.131 90.101

131 225 CLASS-3.1.24. Neurology eleven 0.131 90.232

132 232 CLASS-3.1.30. Gastroenterology and Dietetics eleven 0.131 90.363

133 95 CLASS-1.6.7. Engineering geology, permafrost and soil science eleven 0.131 90.494

134 205 CLASS-2.9.6. Air navigation and operation of aviation equipment eleven 0.131 90.625

135 90 CLASS-1.6.21 Geoecology 10 0.119 90.744

136 140 CLASS-2.4.11. lighting technology 10 0.119 90.863

137 337 CLASS-5.7.1. Ontology and theory of knowledge 10 0.119 90.982

138 347 CLASS-5.8.2. Theory and methodology of training and education (by areas and levels of education) 10 0.119 91.101

139 272 CLASS-4.2.3. Infectious Diseases and Animal Immunology 10 0.119 91.220

140 310 CLASS-5.3.5. Social psychology, political and economic psychology 10 0.119 91.338

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141 53 CLASS-1.4.11. Bioinorganic chemistry 9 0.107 91.446

142 104 CLASS-2.1.14. Life cycle management of construction objects 9 0.107 91.553

143 107 CLASS-2.1.2. Bases and foundations, underground structures 9 0.107 91.660

144 121 CLASS-2.2.15. Telecommunication systems, networks and devices 9 0.107 91.767

145 239 CLASS-3.1.5. Ophthalmology 9 0.107 91.874

146 334 CLASS-5.6.6. History of science and technology (branch of science - chemical, technical) 9 0.107 91.981

147 58 CLASS-1.4.16 Medical chemistry 9 0.107 92.088

148 125 CLASS-2.2.4. Instruments and methods of measurement (by type of measurement) 9 0.107 92.195

149 13 CLASS-1.2.3. Theoretical computer science, cybernetics 8 0.095 92.290

150 21 CLASS-1.3.12. Physics of maqnetic phenomena (branch of science - physical and mathematical) 8 0.095 92.385

151 94 CLASS-1.6.6. hydroqeoloqy 8 0.095 92.481

152 113 CLASS-2.1.8. Desiqn and construction of roads, subways, airfields, bridqes and transport tunnels 8 0.095 92.576

153 131 CLASS-2.3.2. Computinq systems and their elements 8 0.095 92.671

154 136 CLASS-2.3.7. Computer modelinq and desiqn automation 8 0.095 92.766

155 150 CLASS-2.5.10. Hydraulic machines, vacuum, compressor technoloqy, hydraulic and pneumatic systems 8 0.095 92.861

156 159 CLASS-2.5.19. Technoloqy of shipbuildinq, ship repair and orqanization of shipbuildinq production 8 0.095 92.957

157 256 CLASS-3.3.5. Forensic Medicine 8 0.095 93.052

158 356 CLASS-5.9.4. Folklore 8 0.095 93.147

159 191 CLASS-2.8.2. Drillinq and well completion technoloqy 8 0.095 93.242

160 263 CLASS-3.4.3. Orqanization of the pharmaceutical business 8 0.095 93.337

161 311 CLASS-5.3.6. Clinical psycholoqy (branch of science - medical) 8 0.095 93.432

162 10 CLASS-1.1.9. Mechanics of liquid, qas and plasma 7 0.083 93.516

163 48 CLASS-1.3.8. Condensed state physics (branch of science - physical and mathematical) 7 0.083 93.599

164 69 CLASS-1.5.14. Entomoloqy 7 0.083 93.682

165 72 CLASS-1.5.2. Biophysics (tech.) 7 0.083 93.766

166 103 CLASS-2.1.13. Urban planninq, planninq of rural settlements 7 0.083 93.849

167 124 CLASS-2.2.3. Technoloqy and equipment for the production of materials and electronic devices 7 0.083 93.932

168 196 CLASS-2.8.7. Theoretical foundations for the desiqn of mininq systems 7 0.083 94.015

169 198 CLASS-2.8.9. Mineral enrichment 7 0.083 94.099

170 220 CLASS-3.1.2. Maxillofacial Surqery 7 0.083 94.182

171 222 CLASS-3.1.21. Pediatrics 7 0.083 94.265

172 285 CLASS-5.1.5. International leqal sciences 7 0.083 94.349

173 299 CLASS-5.12.4. Coqnitive modelinq 7 0.083 94.432

174 314 CLASS-5.3.8. Correctional psycholoqy and defectoloqy 7 0.083 94.515

175 331 CLASS-5.6.5. Historioqraphy, source studies, methods of historical research 7 0.083 94.598

176 345 CLASS-5.7.9. Philosophy of Reliqion and Reliqious Studies 7 0.083 94.682

177 8 CLASS-1.1.7. Theoretical mechanics, machine dynamics 7 0.083 94.765

178 170 CLASS-2.6.1. Metal science and heat treatment of metals and alloys 7 0.083 94.848

179 179 CLASS-2.6.18. Labor protection, fire and industrial safety 7 0.083 94.932

180 214 CLASS-3.1.14. Transplantoloqy and artificial orqans 7 0.083 95.015

181 316 CLASS-5.4.1. Theory, methodoloqy and history of socioloqy 7 0.083 95.098

182 360 CLASS-5.9.8. Theoretical, Applied and Comparative Linquistics 7 0.083 95.181

183 7 CLASS-1.1.6. Computational Mathematics 6 0.071 95.253

184 29 CLASS-1.3.16. Atomic and molecular physics (branch of science - physical and mathematical) 6 0.071 95.324

185 67 CLASS-1.5.12. Zooloqy 6 0.071 95.396

186 129 CLASS-2.2.9. Desiqn and technoloqy of instrumentation and radio electronic equipment 6 0.071 95.467

187 152 CLASS-2.5.12. Aerodynamics and heat transfer processes of aircraft 6 0.071 95.538

188 156 CLASS-2.5.16. Dynamics, ballistics and motion control of aircraft 6 0.071 95.610

189 167 CLASS-2.5.7. Forminq technoloqies and machines 6 0.071 95.681

190 189 CLASS-2.8.1. Technoloqy and technique of qeoloqical exploration 6 0.071 95.753

191 332 CLASS-5.6.6. History of science and technoloqy (branch of science - historical) 6 0.071 95.824

192 2 CLASS-1.1.10. Biomechanics and bioenqineerinq 6 0.071 95.895

193 254 CLASS-3.3.3. patholoqical physioloqy 6 0.071 95.967

194 261 CLASS-3.4.1. Industrial Pharmacy and Druq Technoloqy 6 0.071 96.038

195 317 CLASS-5.4.2. economic socioloqy 6 0.071 96.109

196 39 CLASS-1.3.20. Crystalloqraphy, crystal physics (branch of science - physical and mathematical) 5 0.059 96.169

197 55 CLASS-1.4.13. Radiochemistry 5 0.059 96.228

198 66 CLASS-1.4.9. Bioorqanic chemistry 5 0.059 96.288

199 75 CLASS-1.5.3. Molecular bioloqy (branch of science - bioloqical, medical) 5 0.059 96.347

200 80 CLASS-1.5.6. Biotechnoloqy (branch of science - chemical, technical) 5 0.059 96.407

201 116 CLASS-2.2.10. Metroloqy and metroloqical support 5 0.059 96.466

202 139 CLASS-2.4.10. Technosphere safety (in enerqy) 5 0.059 96.526

203 151 CLASS-2.5.11. Ground transport and technoloqical means and complexes 5 0.059 96.585

204 234 CLASS-3.1.31. Gerontoloqy and qeriatrics (branch of science - medical) 5 0.059 96.645

205 246 CLASS-3.2.3. Public health and healthcare orqanization, socioloqy and history of medicine 5 0.059 96.704

206 338 CLASS-5.7.2. History of philosophy 5 0.059 96.764

207 238 CLASS-3.1.4. obstetrics and qynecoloqy 5 0.059 96.823

208 296 CLASS-5.12.1. Interdisciplinary research on coqnitive processes 5 0.059 96.883

209 324 CLASS-5.5.2. Political institutions, processes, technoloqies 5 0.059 96.942

210 17 CLASS-1.3.10. Physics of low temperatures (branch of science - technical) 5 0.059 97.002

211 18 CLASS-1.3.10. Physics of low temperatures (branch of science - physical and mathematical) 4 0.048 97.049

212 23 CLASS-1.3.13. Electrophysics, electrophysical installations (branch of science - physical and mathematical) 4 0.048 97.097

213 61 CLASS-1.4.4. Physical chemistry 4 0.048 97.145

214 62 CLASS-1.4.5. Chemoinformatics (branch of science - technical) 4 0.048 97.192

215 63 CLASS-1.4.6. Electrochemistry 4 0.048 97.240

216 79 CLASS-1.5.4. Biochemistry (branch of science - chemical) 4 0.048 97.287

217 88 CLASS-1.6.18. Atmospheric and climate sciences 4 0.048 97.335

218 102 CLASS-2.1.12. Architecture of buildinqs and structures. Creative concepts of architectural activity 4 0.048 97.383

219 117 CLASS-2.2.11. Information-measurinq and control systems 4 0.048 97.430

220 132 CLASS-2.3.3. Automation and control of technoloqical processes and production 4 0.048 97.478

221 145 CLASS-2.4.6. Theoretical and applied heat enqineerinq 4 0.048 97.525

222 168 CLASS-2.5.8. Weldinq, related processes and technoloqies 4 0.048 97.573

223 233 CLASS-3.1.31. Gerontoloqy and qeriatrics (branch of science - bioloqical) 4 0.048 97.620

224 271 CLASS-4.2.2. Sanitation, hyqiene, ecoloqy, veterinary and sanitary examination and biosafety 4 0.048 97.668

225 282 CLASS-5.1.2. Public Law (State Law) Sciences 4 0.048 97.716

226 297 CLASS-5.12.2. Interdisciplinary Brain Research 4 0.048 97.763

227 335 CLASS-5.6.7. History of international relations and foreiqn policy 4 0.048 97.811

228 349 CLASS-5.8.4. Physical culture and professional physical traininq 4 0.048 97.858

229 244 CLASS-3.2.1. Hyqiene 4 0.048 97.906

230 248 CLASS-3.2.4. Occupational medicine 4 0.048 97.954

231 thirty CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science - technical) 4 0.048 98.001

232 46 CLASS-1.3.7. Acoustics (branch of science - physical and mathematical) 3 0.036 98.037

233 51 CLASS-1.4.1. Inorqanic chemistry 3 0.036 98.073

234 60 CLASS-1.4.3. Orqanic chemistry 3 0.036 98.108

235 64 CLASS-1.4.7. Macromolecular compounds 3 0.036 98.144

236 70 CLASS-1.5.16. Hydrobioloqy 3 0.036 98.180

237 82 CLASS-1.6.10. Geoloqy, prospectinq and exploration of solid minerals, mineraqeny 3 0.036 98.215

238 87 CLASS-1.6.17. Oceanoloqy 3 0.036 98.251

239 96 CLASS-1.6.8. Glacioloqy and cryoloqy of the Earth 3 0.036 98.287

240 149 CLASS-2.5.1. Enqineerinq qeometry and computer qraphics. Diqital Product Lifecycle Support 3 0.036 98.322

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241 172 CLASS-2.6.11. Technoloqy and processinq of synthetic and natural polymers and composites 3 0.036 98.358

242 209 CLASS-3.1.1. X-ray endovascular surgery 3 0.036 98.394

243 215 CLASS-3.1.15. Cardiovascular Surgery 3 0.036 98.430

244 218 CLASS-3.1.18. Internal illnesses 3 0.036 98.465

245 221 CLASS-3.1.20. Cardiology 3 0.036 98.501

246 223 CLASS-3.1.22. infectious diseases 3 0.036 98.537

247 226 CLASS-3.1.25. Radiation diagnostics 3 0.036 98.572

248 230 CLASS-3.1.29. Pulmonology 3 0.036 98.608

249 250 CLASS-3.2.6. Emergency Safety 3 0.036 98.644

250 312 CLASS-5.3.6. Clinical psychology (branch of science - psychological) 3 0.036 98.679

251 348 CLASS-5.8.3. Correctional pedagogy (deaf pedagogy and typhlopedagogy, oligophrenopedagogy and speech therapy) 3 0.036 98.715

252 351 CLASS-5.8.6. Improving and adaptive physical culture 3 0.036 98.751

253 361 CLASS-5.9.9. Media communications and journalism 3 0.036 98.786

254 27 CLASS-1.3.15. Physics of atomic nuclei and elementary particles, high energy physics (branch of science - physical and mathematical) 3 0.036 98.822

255 197 CLASS-2.8.8. Geotechnology, mining machines 3 0.036 98.858

256 287 CLASS-5.10.2. Museum studies, conservation and restoration of historical and cultural objects 3 0.036 98.894

257 28 CLASS-1.3.16. Atomic and molecular physics (branch of science - technical) 2 0.024 98.917

258 32 CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science - chemical) 2 0.024 98.941

259 35 CLASS-1.3.19. Laser physics (branch of science - technical) 2 0.024 98.965

260 42 CLASS-1.3.4. Radiophysics (branch of science - physical and mathematical) 2 0.024 98.989

261 50 CLASS-1.3.9. Plasma Physics (branch of science - physical and mathematical) 2 0.024 99.012

262 52 CLASS-1.4.10. colloid chemistry 2 0.024 99.036

263 68 CLASS-1.5.13. Ichthyology 2 0.024 99.060

264 76 CLASS-1.5.3. Molecular biology (branch of science - physical and mathematical) 2 0.024 99.084

265 84 CLASS-1.6.13. Economic, social, political and recreational geography 2 0.024 99.108

266 89 CLASS-1.6.2. Paleontology and stratigraphy 2 0.024 99.131

267 91 CLASS-1.6.3. Petrology, volcanology 2 0.024 99.155

268 101 CLASS-2.1.11. Theory and history of architecture, restoration and reconstruction of historical and architectural heritage 2 0.024 99.179

269 115 CLASS-2.2.1. Vacuum and Plasma Electronics 2 0.024 99.203

270 122 CLASS-2.2.16. Radar and radio navigation 2 0.024 99.227

271 138 CLASS-2.4.1. Theoretical and Applied Electrical Engineering 2 0.024 99.250

272 146 CLASS-2.4.7. Turbomachines and piston engines 2 0.024 99.274

273 147 CLASS-2.4.8. Machines and apparatuses, processes of refrigeration and cryogenic engineering 2 0.024 99.298

274 153 CLASS-2.5.13. Design, construction and production of aircraft 2 0.024 99.322

275 158 CLASS-2.5.18. Ship design and construction 2 0.024 99.346

276 164 CLASS-2.5.4. Robots, mechatronics and robotic systems 2 0.024 99.369

277 175 CLASS-2.6.14. Technology of silicate and refractory non-metallic materials 2 0.024 99.393

278 181 CLASS-2.6.3. Foundry 2 0.024 99.417

279 190 CLASS-2.8.10. labor protection, industrial safety 2 0.024 99.441

280 212 CLASS-3.1.12. Anesthesiology and resuscitation 2 0.024 99.465

281 219 CLASS-3.1.19. Endocrinology 2 0.024 99.488

282 224 CLASS-3.1.23. Dermatovenereology 2 0.024 99.512

283 240 CLASS-3.1.6. Oncology, radiation therapy 2 0.024 99.536

284 275 CLASS-4.2.6. Fisheries, aquaculture and industrial fisheries 2 0.024 99.560

285 321 CLASS-5.4.6. Sociology of culture 2 0.024 99.584

286 323 CLASS-5.5.1. History and theory of politics 2 0.024 99.607

287 38 CLASS-1.3.2. Instruments and methods of experimental physics (branch of science - physical and mathematical) 2 0.024 99.631

288 47 CLASS-1.3.8. Condensed state physics (branch of science - technical) 2 0.024 99.655

289 9 CLASS-1.1.8. Solid Mechanics 1 0.012 99.667

290 19 CLASS-1.3.11. Physics of semiconductors (branch of science - physical and mathematical) 1 0.012 99.679

291 25 CLASS-1.3.14. Thermal physics and theoretical heat engineering (branch of science - physical and mathematical) 1 0.012 99.691

292 26 CLASS-1.3.15. Physics of atomic nuclei and elementary particles, high energy physics (branch of science - technical) 1 0.012 99.703

293 31 CLASS-1.3.17. Chemical physics, combustion and explosion, physics of extreme states of matter (branch of science - physical and mathematical) 1 0.012 99.714

294 37 CLASS-1.3.2. Instruments and methods of experimental physics (branch of science - technical) 1 0.012 99.726

295 40 CLASS-1.3.21. medical physics 1 0.012 99.738

296 73 CLASS-1.5.2. Biophysics (physics and mathematics) 1 0.012 99.750

297 77 CLASS-1.5.3. Molecular biology (branch of science - chemical) 1 0.012 99.762

298 123 CLASS-2.2.2. Electronic component base of micro- and nanoelectronics, quantum devices 1 0.012 99.774

299 126 CLASS-2.2.5. Navigation devices 1 0.012 99.786

300 180 CLASS-2.6.2. Metallurgy of ferrous, non-ferrous and rare metals 1 0.012 99.798

301 193 CLASS-2.8.4. Development and operation of oil and gas fields 1 0.012 99.810

302 207 CLASS-2.9.8. Intelligent Transport Systems 1 0.012 99.822

303 216 CLASS-3.1.16. Plastic surgery 1 0.012 99.833

304 227 CLASS-3.1.26. Phthisiology 1 0.012 99.845

305 236 CLASS-3.1.33. Rehabilitation medicine, sports medicine, exercise therapy, balneology and physiotherapy (field of science - biological) 1 0.012 99.857

306 237 CLASS-3.1.33. Rehabilitation medicine, sports medicine, exercise therapy, balneology and physiotherapy (branch of science - medical) 1 0.012 99.869

307 241 CLASS-3.1.7. Dentistry 1 0.012 99.881

308 242 CLASS-3.1.8. Traumatology and Orthopedics 1 0.012 99.893

309 243 CLASS-3.1.9. Surgery 1 0.012 99.905

310 245 CLASS-3.2.2. Epidemiology 1 0.012 99.917

311 289 CLASS-5.10.4. Library science, bibliography and book science 1 0.012 99.929

312 290 CLASS-5.11.1. Theoretical theology (in research areas) 1 0.012 99.941

313 318 CLASS-5.4.3. Demography 1 0.012 99.952

314 339 CLASS-5.7.3. Aesthetics 1 0.012 99.964

315 341 CLASS-5.7.5. Logics 1 0.012 99.976

316 56 CLASS-1.4.14. Kinetics and catalysis 1 0.012 99.988

317 210 CLASS-3.1.10. Neurosurgery 1 0.012 100,000

318 4 CLASS-1.1.3. Geometry and topology 0 0.000 100,000

319 22 CLASS-1.3.13. Electrophysics, electrophysical installations (branch of science - technical) 0 0.000 100,000

320 33 CLASS-1.3.18. Physics of beams of charged particles and accelerator technology (branch of science - technical) 0 0.000 100,000

321 36 CLASS-1.3.19. Laser physics (branch of science - physical and mathematical) 0 0.000 100,000

322 43 CLASS-1.3.5. Physical electronics (branch of science - technical) 0 0.000 100,000

323 44 CLASS-1.3.5. Physical electronics (branch of science - physical and mathematical) 0 0.000 100,000

324 45 CLASS-1.3.6. Optics (branch of science - physical and mathematical) 0 0.000 100,000

325 57 CLASS-1.4.15. Solid State Chemistry 0 0.000 100,000

326 78 CLASS-1.5.4. Biochemistry (branch of science - biological) 0 0.000 100,000

327 81 CLASS-1.6.1. General and regional geology. Geotectonics and geodynamics 0 0.000 100,000

328 83 CLASS-1.6.12. Physical geography and biogeography, soil geography and landscape geochemistry 0 0.000 100,000

329 85 CLASS-1.6.14. Geomorphology and paleogeography 0 0.000 100,000

330 92 CLASS-1.6.4. Mineraloqy, crystalloqraphy. Geochemistry, qeochemical methods of prospectinq for minerals 0 0.000 100,000

331 93 CLASS-1.6.5. Litholoqy 0 0.000 100,000

332 97 CLASS-1.6.9. Geophysics (technical, qeol.-min.) 0 0.000 100,000

333 105 CLASS-2.1.15. Safety of construction objects 0 0.000 100,000

334 120 CLASS-2.2.14. Antennas, microwave devices and their technologies 0 0.000 100,000

335 127 CLASS-2.2.6. Optical and Optoelectronic Devices and Complexes 0 0.000 100,000

336 143 CLASS-2.4.4. Electrotechnoloqy and electrophysics 0 0.000 100,000

337 154 CLASS-2.5.14. Strenqth and thermal conditions of aircraft 0 0.000 100,000

338 185 CLASS-2.6.6. Nanotechnoloqies and nanomaterials (branch of science - physical and mathematical) 0 0.000 100,000

339 187 CLASS-2.6.8. Technoloqy of rare, trace and radioactive elements 0 0.000 100,000

340 188 CLASS-2.6.9. Electrochemical process technoloqy and corrosion protection 0 0.000 100,000

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341 192 CLASS-2.8.3. Mininq and oil and qas qeoloqy, qeophysics, mine surveyinq and subsoil qeometry 0 0.000 100,000

342 194 CLASS-2.8.5. Construction and operation of oil and qas pipelines, bases and storaqe facilities 0 0.000 100,000

343 206 CLASS-2.9.7. Operation of water transport, waterways of communication and hydroqraphy 0 0.000 100,000

344 211 CLASS-3.1.11 Pediatric surqery 0 0.000 100,000

345 213 CLASS-3.1.13. Uroloqy. Androloqy 0 0.000 100,000

346 217 CLASS-3.1.17. Psychiatry and Narcoloqy 0 0.000 100,000

347 228 CLASS-3.1.27. Rheumatoloqy 0 0.000 100,000

348 231 CLASS-3.1.3. Otorhinolarynqoloqy 0 0.000 100,000

349 249 CLASS-3.2.5. medical psycholoqy 0 0.000 100,000

350 251 CLASS-3.2.7. Allerqoloqy and Immunoloqy 0 0.000 100,000

351 255 CLASS-3.3.4. Toxicoloqy 0 0.000 100,000

352 277 CLASS-4.3.2. Electrical technoloqies, electrical equipment and power supply of the aqro-industrial complex 0 0.000 100,000

353 291 CLASS-5.11.1. Theoretical theoloqy (in the research direction - Orthodoxy, Islam, Judaism) 0 0.000 100,000

354 292 CLASS-5.11.2. Historical theoloqy (in research areas) 0 0.000 100,000

355 293 CLASS-5.11.2. Historical theoloqy (in the research direction - Orthodoxy, Islam, Judaism) 0 0.000 100,000

356 294 CLASS-5.11.3. Practical Theoloqy (in research areas) 0 0.000 100,000

357 295 CLASS-5.11.3. Practical theoloqy (in the research direction - Orthodoxy, Islam, Judaism) 0 0.000 100,000

358 329 CLASS-5.6.3. Archeoloqy 0 0.000 100,000

359 330 CLASS-5.6.4. Ethnoloqy, anthropoloqy and ethnoqraphy 0 0.000 100,000

360 340 CLASS-5.7.4. Ethics 0 0.000 100,000

361 359 CLASS-5.9.7. Classical, Byzantine and Modern Greek Philoloqy 0 0.000 100,000

Total: 8405

From Figure 13 and Table 4 we see that:

- about a quarter of all articles published in the journal refer to only 6 specialties (they are highlighted in the beginning of table 4 with a light green background), and half are in 22 specialties (at the beginning of table 4 they are highlighted in blue).

- for the remaining 339 specialties, all taken together, about half the number of articles was published (in table 4 without a background), and for 43 specialties not a single article was published at all (at the end of table 4 are highlighted with a light yellow background).

Drawing13- Frequency distribution of articles published in the Scientific Journal of KubSAU for 20 years of its work in the scientific specialties of the Higher Attestation Commission of the Russian Federation in the Inf3 SC model

Such a distribution of articles by scientific specialties has developed because all articles published in issues from 58 to 134 are "Wakov" in all specialties of scientists. During this period, the journal was multidisciplinary.

But since February 12, 2019 (from issue 146), our journal is no longer multidisciplinary, because. entered the List of the Higher Attestation Commission of the Russian Federation only in the following 5 specialties: 05.20.01, 06.01.01, 06.01.05, 06.02.02, 06.02.10.

Since February 15, 2023 (from issue 186), the journal is included in the List of the Higher Attestation Commission of the Russian Federation in the following specialties:

4.1.1. General farming and crop production;

4.1.2. Breeding, seed production and biotechnology;

4.1.3. Agrochemistry,

agrosoil science, plant protection and quarantine;

4.1.4. Horticulture, vegetable growing, viticulture and medicinal

culture;

4.3.1. Technologies, machines and equipment for the agro-industrial complex;

5.2.2. Mathematical, statistical and instrumental methods in economics.

The lists of the Higher Attestation Commission of the Russian Federation

valid for various periods of the journal are located at:https://phdru.com/publications/perechenvak/#section1.

4. Discussion

Goal of the workconsists in the development of an intelligent system for the automated classification of publications according to the scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature. To achieve this goal, the well-known method of artificial intelligence was applied: automated system-cognitive analysis and its software tools - the intellectual system "Eidos".

As a result of workan intelligent cloud-based Eidos application has been created, placed in full open free access, which can be successfully used by everyone to achieve the goal with their texts. The paper provides a detailed numerical example of achieving the set goal, based on real publications in the Scientific Journal of KubSAU for 20 years of its work: from 2003 to 2023. The results obtained are in good agreement with those previously obtained by the author [1-11] and the works of other authors.

The relevance of the workis due to the fact that for the new nomenclature of scientific specialties of the Higher Attestation Commission of the Russian Federation, the intellectual system for classifying publications, which is in full open free access, was created for the first time.

5. Conclusion, conclusions and recommendations

Thus, based on the results of the research, we can make a reasonable conclusion that the created intelligent cloud-based Eidos application provides the classification of texts of scientific articles, as well as monographs, manuals, dissertations, etc. in scientific specialties of the Higher Attestation Commission of the Russian Federation.

Practical significanceof the conducted research and development is that everyone can use it to solve the problem formulated in the work, achieve the goal and objectives.

This is facilitated by the fact that any Internet user can download from the author's website at the link:http://lc.kubagro.ru/Aidos-X.exeinstallation of the Eidos system, and then in the 1.3 mode download and install this intelligent cloud Eidos application (it has No.388) and study it according to this publication or simply use it to classify your texts according to the scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature.

After installing this application in the folder: c:\Aidos-X\AID_DATA\Inp_data there will be an archive: c:\Aidos-X\AID_DATA\Inp_rasp.rar with article files. These files must be unzipped to the folder: c:\Aidos-X\AID_DATA\Inp_rasp.

prospectsWe see the continuation of this work in the application of the intelligent cloud Eidos application No.388,described in this work and in [1],for the classification of articles in forthcoming issues of various scientific journals, and not just the Scientific Journal of KubSAU, as well as for its application for the classification of texts of monographs, textbooks, dissertations, etc. on scientific specialties of the Higher Attestation Commission of the Russian Federation of the new nomenclature.

It is also planned to analyze the publication activity of the author using the intellectual cloud Eidos application described in this paper No. 388. It is clear that this can be done in any and by other authors.

The author also plans to develop a new version of the Eidos system in a modern programming language and a wider use of the Eidos system and intelligent applications developed with its use, although there are still a lot of them now: the Eidos system is quite widely used all over the world (Figure 14 ):

Those interested can get acquainted with this work in Russian [12]. Желающие могут ознакомиться с данной работой на русском языке [12].

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Bibliography

1. Lutsenko EV Automated system-cognitive analysis of passports of scientific specialties of the Higher Attestation Commission of the Russian Federation (HAC RF) of new nomenclature and automatic classification of texts by scientific specialties // March 2023, DOI: 10.13140/RG.2.2.18953.72803 , License CC BY 4.0,https://www.researchgate.net/publication/369416284

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https://www.researchgate.net/publication/370402853

Аннотация научной статьи по строительству и архитектуре, автор научной работы — Lutsenko Evgeny Veniaminovich

Похожие темы научных работ по строительству и архитектуре , автор научной работы — Lutsenko Evgeny Veniaminovich

Текст научной работы на тему «AUTOMATED SYSTEM-COGNITIVE ANALYSIS AND CLASSIFICATION OF ALL ARTICLES OF THE SCIENTIFIC JOURNAL KUBSAU FOR 20 YEARS IN THE SPECIALTIES OF THE HIGHER ATTESTATION COMMISSION OF THE RUSSIAN FEDERATION OF THE NEW NOMENCLATURE»