Branches of science

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The branches of science , also referred to as sciences, scientificfields or scientific disciplines, are commonly divided into three major groups:

Contents

Scientific knowledge must be based on observable phenomena and must be capable of being verified by other researchers working under the same conditions. [2]

Natural, social, and formal science make up the fundamental sciences, which form the basis of interdisciplinarity - and applied sciences such as engineering and medicine. Specialized scientific disciplines that exist in multiple categories may include parts of other scientific disciplines but often possess their own terminologies and expertises. [3]

Formal sciences

The formal sciences are the branches of science that are concerned with formal systems, such as logic, mathematics, theoretical computer science, information theory, systems theory, decision theory, statistics.

Unlike other branches, the formal sciences are not concerned with the validity of theories based on observations in the real world (empirical knowledge), but rather with the properties of formal systems based on definitions and rules. Hence there is disagreement on whether the formal sciences actually constitute as a science. Methods of the formal sciences are, however, essential to the construction and testing of scientific models dealing with observable reality, [4] and major advances in formal sciences have often enabled major advances in the empirical sciences.

Logic

Logic (from Greek: λογική , logikḗ, 'possessed of reason , intellectual , dialectical , argumentative ') [5] [6] [note 1] is the systematic study of valid rules of inference, i.e. the relations that lead to the acceptance of one proposition (the conclusion) on the basis of a set of other propositions (premises). More broadly, logic is the analysis and appraisal of arguments. [7]

It has traditionally included the classification of arguments; the systematic exposition of the logical forms; the validity and soundness of deductive reasoning; the strength of inductive reasoning; the study of formal proofs and inference (including paradoxes and fallacies); and the study of syntax and semantics.

Historically, logic has been studied in philosophy (since ancient times) and mathematics (since the mid-19th century). More recently, logic has been studied in cognitive science, which draws on computer science, linguistics, philosophy and psychology, among other disciplines.

Data science

Information science

Information science is an academic field which is primarily concerned with analysis, collection, classification, manipulation, storage, retrieval, movement, dissemination, and protection of information. Practitioners within and outside the field study the application and the usage of knowledge in organizations in addition to the interaction between people, organizations, and any existing information systems with the aim of creating, replacing, improving, or understanding the information systems.

Mathematics

Mathematics, in the broadest sense, is just a synonym of formal science; but traditionally mathematics means more specifically the coalition of four areas: arithmetic, algebra, geometry, and analysis, which are, to some degree, the study of quantity, structure, space, and change respectively.

Statistics

Statistics is the study of the collection, organization, and interpretation of data. [8] [9] It deals with all aspects of this, including the planning of data collection in terms of the design of surveys and experiments. [8]

A statistician is someone who is particularly well versed in the ways of thinking necessary for the successful application of statistical analysis. Such people have often gained this experience through working in any of a wide number of fields. There is also a discipline called mathematical statistics , which is concerned with the theoretical basis of the subject.

The word statistics, when referring to the scientific discipline, is singular, as in "Statistics is an art." [10] This should not be confused with the word statistic, referring to a quantity (such as mean or median) calculated from a set of data, [11] whose plural is statistics ("this statistic seems wrong" or "these statistics are misleading").

Systems theory

Systems theory is the transdisciplinary study of systems in general, to elucidate principles that can be applied to all types of systems in all fields of research. The term does not yet have a well-established, precise meaning, but systems theory can reasonably be considered a specialization of systems thinking and a generalization of systems science. The term originates from Bertalanffy's General System Theory (GST) and is used in later efforts in other fields, such as the action theory of Talcott Parsons and the sociological autopoiesis of Niklas Luhmann.

In this context the word systems is used to refer specifically to self-regulating systems, i.e. that are self-correcting through feedback. Self-regulating systems are found in nature, including the physiological systems of the human body, in local and global ecosystems, and climate.

Decision theory

Decision theory (or the theory of choice not to be confused with choice theory) is the study of an agent's choices. [12] Decision theory can be broken into two branches: normative decision theory, which analyzes the outcomes of decisions or determines the optimal decisions given constraints and assumptions, and descriptive decision theory, which analyzes how agents actually make the decisions they do.

Decision theory is closely related to the field of game theory [13] and is an interdisciplinary topic, studied by economists, statisticians, psychologists, biologists, [14] political and other social scientists, philosophers, [15] and computer.[ clarification needed ]

Empirical applications of this rich theory are usually done with the help of statistical and econometric methods.

Theoretical computer science

Theoretical computer science (TCS) is a subset of general computer science and mathematics that focuses on more mathematical topics of computing, and includes the theory of computation.

It is difficult to circumscribe the theoretical areas precisely. The ACM's (Association for Computing Theory) Special Interest Group on Algorithms and Computation Theory (SIGACT) provides the following description: [16]

TCS covers a wide variety of topics including algorithms, data structures, computational complexity, parallel and distributed computation, probabilistic computation, quantum computation, automata theory, information theory, cryptography, program semantics and verification, machine learning, computational biology, computational economics, computational geometry, and computational number theory and algebra. Work in this field is often distinguished by its emphasis on mathematical technique and rigor.

Natural sciences

Natural science is a branch of science concerned with the description, prediction, and understanding of natural phenomena, based on empirical evidence from observation and experimentation. Mechanisms such as peer review and repeatability of findings are used to try to ensure the validity of scientific advances.

Natural science can be divided into two main branches: life science and physical science. Life science is alternatively known as biology, and physical science is subdivided into branches: physics, chemistry, astronomy and Earth science. These branches of natural science may be further divided into more specialized branches (also known as fields).

Physical science

Physical science is an encompassing term for the branches of natural science that study non-living systems, in contrast to the life sciences. However, the term "physical" creates an unintended, somewhat arbitrary distinction, since many branches of physical science also study biological phenomena. There is a difference between physical science and physics.

Physics

Physics (from Ancient Greek : φύσις, romanized:  physis , lit. 'nature') is a natural science that involves the study of matter [note 2] and its motion through spacetime, along with related concepts such as energy and force. [18] More broadly, it is the general analysis of nature, conducted in order to understand how the universe behaves. [19] [20] [note 3]

Physics is one of the oldest academic disciplines, perhaps the oldest through its inclusion of astronomy. [note 4] Over the last two millennia, physics was a part of natural philosophy along with chemistry, certain branches of mathematics, and biology, but during the Scientific Revolution in the 16th century, the natural sciences emerged as unique research programs in their own right. [note 5] Certain research areas are interdisciplinary, such as biophysics and quantum chemistry, which means that the boundaries of physics are not rigidly defined. In the nineteenth and twentieth centuries physicalism emerged as a major unifying feature of the philosophy of science as physics provides fundamental explanations for every observed natural phenomenon. New ideas in physics often explain the fundamental mechanisms of other sciences, while opening to new research areas in mathematics and philosophy.

Chemistry

Chemistry (the etymology of the word has been much disputed) [note 6] is the science of matter and the changes it undergoes. The science of matter is also addressed by physics, but while physics takes a more general and fundamental approach, chemistry is more specialized, being concerned by the composition, behavior (or reaction), structure, and properties of matter, as well as the changes it undergoes during chemical reactions. [21] [22] It is a physical science which studies various substances, atoms, molecules, and matter (especially carbon based). Example sub-disciplines of chemistry include: biochemistry, the study of substances found in biological organisms; physical chemistry, the study of chemical processes using physical concepts such as thermodynamics and quantum mechanics; and analytical chemistry, the analysis of material samples to gain an understanding of their chemical composition and structure. Many more specialized disciplines have emerged in recent years, e.g. neurochemistry the chemical study of the nervous system.

Earth science

Earth science (also known as geoscience, the geosciences or the Earth sciences) is an all-embracing term for the sciences related to the planet Earth. [23] It is arguably a special case in planetary science, the Earth being the only known life-bearing planet. There are both reductionist and holistic approaches to Earth sciences. The formal discipline of Earth sciences may include the study of the atmosphere, hydrosphere, lithosphere, and biosphere, as well as the solid earth. Typically Earth scientists will use tools from physics, chemistry, biology, geography, chronology and mathematics to build a quantitative understanding of how the Earth system works, and how it evolved to its current state.

Geology

Geology (from the Ancient Greek γῆ, ("earth") and -λoγία, -logia, ("study of", "discourse") [24] [25] ) is an Earth science concerned with the solid Earth, the rocks of which it is composed, and the processes by which they change over time. Geology can also include the study of the solid features of any terrestrial planet or natural satellite such as Mars or the Moon. Modern geology significantly overlaps all other Earth sciences, including hydrology and the atmospheric sciences, and so is treated as one major aspect of integrated Earth system science and planetary science.

Oceanography

Oceanography, or marine science, is the branch of Earth science that studies the ocean. It covers a wide range of topics, including marine organisms and ecosystem dynamics; ocean currents, waves, and geophysical fluid dynamics; plate tectonics and the geology of the seafloor; and fluxes of various chemical substances and physical properties within the ocean and across its boundaries. These diverse topics reflect multiple disciplines that oceanographers blend to further knowledge of the world ocean and understanding of processes within it: biology, chemistry, geology, meteorology, and physics as well as geography.

Meteorology

Meteorology is the interdisciplinary scientific study of the atmosphere. Studies in the field stretch back millennia, though significant progress in meteorology did not occur until the 17th century. The 19th century saw breakthroughs occur after observing networks developed across several countries. After the development of the computer in the latter half of the 20th century, breakthroughs in weather forecasting were achieved.

Astronomy

Space science is the study of everything in outer space. [26] This has sometimes been called astronomy, but recently astronomy has come to be regarded as a division of broader space science, which has grown to include other related fields, [27] such as studying issues related to space travel and space exploration (including space medicine), space archaeology [28] and science performed in outer space (see space research ).

Biological science

Life science, also known as biology, is the natural science that studies life such as microorganisms, plants, and animals including human beings, – including their physical structure, chemical processes, molecular interactions, physiological mechanisms, development, and evolution. [29] Despite the complexity of the science, certain unifying concepts consolidate it into a single, coherent field. Biology recognizes the cell as the basic unit of life, genes as the basic unit of heredity, and evolution as the engine that propels the creation and extinction of species. Living organisms are open systems that survive by transforming energy and decreasing their local entropy [30] to maintain a stable and vital condition defined as homeostasis. [31]

Biochemistry

Biochemistry, or biological chemistry, is the study of chemical processes within and relating to living organisms. [32] It is a sub-discipline of both biology and chemistry, and from a reductionist point of view it is fundamental in biology. Biochemistry is closely related to molecular biology, cell biology, genetics, and physiology.

Microbiology

Microbiology is the study of microorganisms, those being unicellular (single cell), multicellular (cell colony), or acellular (lacking cells). Microbiology encompasses numerous sub-disciplines including virology, bacteriology, protistology, mycology, immunology and parasitology.

Botany

Botany, also called plant science(s), plant biology or phytology, is the science of plant life and a branch of biology. Traditionally, botany has also included the study of fungi and algae by mycologists and phycologists respectively, with the study of these three groups of organisms remaining within the sphere of interest of the International Botanical Congress. Nowadays, botanists (in the strict sense) study approximately 410,000 species of land plants of which some 391,000 species are vascular plants (including approximately 369,000 species of flowering plants), [33] and approximately 20,000 are bryophytes. [34]

Zoology

Zoology ( /zˈɒləi/ ) [note 7] is the branch of biology that studies the animal kingdom, including the structure, embryology, evolution, classification, habits, and distribution of all animals, both living and extinct, and how they interact with their ecosystems. The term is derived from Ancient Greek ζῷον, zōion, i.e. "animal" and λόγος, logos, i.e. "knowledge, study". [35] Some branches of zoology include: anthrozoology, arachnology, archaeozoology, cetology, embryology, entomology, helminthology, herpetology, histology, ichthyology, malacology, mammalogy, morphology, nematology, ornithology, palaeozoology, pathology, primatology, protozoology, taxonomy, and zoogeography.

Ecology

Ecology (from Greek : οἶκος, "house", or "environment"; -λογία, "study of") [note 8] is a branch of biology [36] concerning interactions among organisms and their biophysical environment, which includes both biotic and abiotic components. Topics of interest include the biodiversity, distribution, biomass, and populations of organisms, as well as cooperation and competition within and between species. Ecosystems are dynamically interacting systems of organisms, the communities they make up, and the non-living components of their environment. Ecosystem processes, such as primary production, pedogenesis, nutrient cycling, and niche construction, regulate the flux of energy and matter through an environment. Organisms with specific life history traits sustain these processes.

Social sciences

Social science is the branch of science devoted to the study of societies and the relationships among individuals within those societies. The term was formerly used to refer to the field of sociology, the original "science of society", established in the 19th century. In addition to sociology, it now encompasses a wide array of academic disciplines, including anthropology, archaeology, economics, education, history, human geography, law, linguistics, political science, and psychology.

Positivist social scientists use methods resembling those of the natural sciences as tools for understanding society, and so define science in its stricter modern sense. Interpretivist social scientists, by contrast, may use social critique or symbolic interpretation rather than constructing empirically falsifiable theories. In modern academic practice, researchers are often eclectic, using multiple methodologies (for instance, by combining both quantitative and qualitative research). The term "social research" has also acquired a degree of autonomy as practitioners from various disciplines share in its aims and methods.

Applied sciences

Applied science is the use of existing scientific knowledge to achieve practical goals, like technology or inventions.

Within natural science, disciplines that are basic science develop basic information to explain and perhaps predict phenomena in the natural world. Applied science is the use of scientific processes and knowledge as the means to achieve a particularly practical or useful result. This includes a broad range of applied science-related fields, including agricultural science, engineering and medicine.

Applied science can also apply formal science, such as statistics and probability theory, as in epidemiology. Genetic epidemiology is an applied science applying both biological and statistical methods.

Relationships between the branches

The relationships between the branches of science are summarized by the table [37]

Science
Formal science Empirical sciences
Natural science Social science
Foundation
Application

Visualizations and metascience

Metascience refers to or includes a field of science that is about science itself. OpenAlex and Scholia can be used to visualize and explore scientific fields and research topics.

Locations of papers in a map of science and locations of the key papers for Nobel prizes.tif
Cluster network of scientific publications in relation to Nobel prizes [38]
Academic papers by discipline (visualization of 2012-2021 OpenAlex data; v2).png
A visualization of scientific outputs by field in OpenAlex. [39]
A study can be part of multiple fields and lower numbers of papers is not necessarily detrimental for fields.
Change of number of scientific papers by field (visualization of 2012-2021 OpenAlex data).png
Graph illustrating the recent development or history of scientific outputs based on data in OpenAlex.org [39]

See also

Notes

  1. Also related to λόγος (logos), "word, thought, idea, argument, account, reason, or principle." (Liddell and Scott, 1999).
  2. Richard Feynman begins his Lectures with the atomic hypothesis, as his most compact statement of all scientific knowledge: "If, in some cataclysm, all of scientific knowledge were to be destroyed, and only one sentence passed on to the next generations ..., what statement would contain the most information in the fewest words? I believe it is ... that all things are made up of atoms – little particles that move around in perpetual motion, attracting each other when they are a little distance apart, but repelling upon being squeezed into one another. ..." [17]
  3. The term 'universe' is defined as everything that physically exists: the entirety of space and time, all forms of matter, energy and momentum, and the physical laws and constants that govern them. However, the term 'universe' may also be used in slightly different contextual senses, denoting concepts such as the cosmos or the philosophical world
  4. Evidence exists that the earliest civilizations dating back to beyond 3000  BCE, such as the Sumerians, Ancient Egyptians, and the Indus Valley civilization, all had a predictive knowledge and a very basic understanding of the motions of the Sun, Moon, and stars.
  5. Francis Bacon's 1620 Novum Organum was critical in the development of scientific method.
  6. See Chemistry (etymology) for possible origins of this word.
  7. The pronunciation of zoology as /zuˈɒləi/ is typically regarded as nonstandard, though is not uncommon.
  8. In Ernst Haeckel's (1866) footnote where the term ecology originates, he also gives attribute to Ancient Greek: χώρας, romanized: khōrā, lit. 'χωρα', meaning "dwelling place, distributional area" —quoted from Stauffer (1957).

Related Research Articles

The following outline acts as an overview of and topical guide to chemistry:

<span class="mw-page-title-main">Outline of physical science</span> Hierarchical outline list of articles related to the physical sciences

Physical science is a branch of natural science that studies non-living systems, in contrast to life science. It in turn has many branches, each referred to as a "physical science", together is called the "physical sciences".

The following outline is provided as an overview of and topical guide to physics:

<span class="mw-page-title-main">Outline of space science</span> Overview of and topical guide to space science

The following outline is provided as an overview and topical guide to space science:

A theory is a rational type of abstract thinking about a phenomenon, or the results of such thinking. The process of contemplative and rational thinking is often associated with such processes as observational study or research. Theories may be scientific, belong to a non-scientific discipline, or no discipline at all. Depending on the context, a theory's assertions might, for example, include generalized explanations of how nature works. The word has its roots in ancient Greek, but in modern use it has taken on several related meanings.

<span class="mw-page-title-main">Natural science</span> Branch of science about the natural world

Natural science is one of the branches of science concerned with the description, understanding and prediction of natural phenomena, based on empirical evidence from observation and experimentation. Mechanisms such as peer review and reproducibility of findings are used to try to ensure the validity of scientific advances.

<span class="mw-page-title-main">Reductionism</span> Philosophical view explaining systems in terms of smaller parts

Reductionism is any of several related philosophical ideas regarding the associations between phenomena which can be described in terms of simpler or more fundamental phenomena. It is also described as an intellectual and philosophical position that interprets a complex system as the sum of its parts.

<span class="mw-page-title-main">Outline of academic disciplines</span> Academic fields of study or professions

An academic discipline or field of study is a branch of knowledge, taught and researched as part of higher education. A scholar's discipline is commonly defined by the university faculties and learned societies to which they belong and the academic journals in which they publish research.

<span class="mw-page-title-main">Theoretical computer science</span> Subfield of computer science and mathematics

Theoretical computer science is a subfield of computer science and mathematics that focuses on the abstract and mathematical foundations of computation.

<span class="mw-page-title-main">Outline of Earth sciences</span> Hierarchical outline list of articles related to Earth sciences

The following outline is provided as an overview of and topical guide to Earth science:

The history of the social sciences has its origins in the common stock of Western philosophy and shares various precursors, but began most intentionally in the early 18th century with the positivist philosophy of science. Since the mid-20th century, the term "social science" has come to refer more generally, not just to sociology but to all those disciplines which analyze society and culture, from anthropology to psychology to media studies.

<span class="mw-page-title-main">Branches of physics</span> Overview of the branches of physics

Physics is a scientific discipline that seeks to construct and experimentally test theories of the physical universe. These theories vary in their scope and can be organized into several distinct branches, which are outlined in this article.

The following outline is provided as an overview of and topical guide to biophysics:

The following outline is provided as an overview of and topical guide to social science:

The following outline is provided as an overview of and topical guide to natural science:

The following outline is provided as an overview of and topical guide to applied science:

The following index is provided as an overview of and topical guide to science: Links to articles and redirects to sections of articles which provide information on each topic are listed with a short description of the topic. When there is more than one article with information on a topic, the most relevant is usually listed, and it may be cross-linked to further information from the linked page or section.

References

Footnotes

  1. "social science | History, Disciplines, & Facts". Encyclopedia Britannica. Retrieved 2020-08-18.
  2. Popper 2002, p. 20.
  3. Editorial Staff (March 7, 2008). "Scientific Method: Relationships among Scientific Paradigms". Seed magazine. Archived from the original on March 10, 2007. Retrieved 2007-09-12.{{cite web}}: CS1 maint: unfit URL (link)
  4. Popper 2002, pp. 79–82.
  5. Liddell, Henry George, and Robert Scott. 1940. "Logikos." A Greek–English Lexicon , edited by H. S. Jones with R. McKenzie. Oxford: Clarendon Press. – via Perseus Project. Retrieved 9 May 2020.
  6. Harper, Douglas. 2020 [2001]. "logic (n.)." Online Etymology Dictionary . Retrieved 9 May 2020.
  7. Gensler, Harry J. (2017) [2002]. "Chapter 1: Introduction". Introduction to logic (3rd ed.). New York: Routledge. p. 1. doi:10.4324/9781315693361. ISBN   9781138910591. OCLC   957680480.
  8. 1 2 Dodge, Y. (2003) The Oxford Dictionary of Statistical Terms, OUP. ISBN   0-19-920613-9
  9. "statistics". TheFreeDictionary.com. Retrieved 25 August 2020.
  10. "Statistics". Merriam-Webster Online Dictionary.
  11. "Statistic". Merriam-Webster Online Dictionary. 29 March 2024.
  12. Steele, Katie and Stefánsson, H. Orri, "Decision Theory", The Stanford Encyclopedia of Philosophy (Winter 2015 Edition), Edward N. Zalta (ed.), URL =
  13. Myerson, Roger B. (1991). "1.2: Basic concepts of Decision Theory". Game theory analysis of conflict. Cambridge, Massachusetts: Harvard University Press. ISBN   9780674728615.
  14. Habibi I, Cheong R, Lipniacki T, Levchenko A, Emamian ES, Abdi A (April 2017). "Computation and measurement of cell decision making errors using single cell data". PLOS Computational Biology. 13 (4): e1005436. Bibcode:2017PLSCB..13E5436H. doi: 10.1371/journal.pcbi.1005436 . PMC   5397092 . PMID   28379950.
  15. Hansson, Sven Ove. "Decision theory: A brief introduction." (2005) Section 1.2: A truly interdisciplinary subject.
  16. "SIGACT" . Retrieved 2017-01-19.
  17. R.P. Feynman; R.B. Leighton; Matthew Sands (1963). The Feynman Lectures on Physics. Vol. 1. p. I-2. ISBN   0-201-02116-1.
  18. J.C. Maxwell (1878). Matter and Motion. D. Van Nostrand. p.  9. ISBN   0-486-66895-9. Physical science is that department of knowledge which relates to the order of nature, or, in other words, to the regular succession of events.
  19. H.D. Young; R.A. Freedman (2004). University Physics with Modern Physics (11th ed.). Addison Wesley. p. 2. Physics is an experimental science. Physicists observe the phenomena of nature and try to find patterns and principles that relate these phenomena. These patterns are called physical theories or, when they are very well established and of broad use, physical laws or principles.
  20. S. Holzner (2006). Physics for Dummies. Wiley. p. 7. ISBN   0-470-61841-8. Physics is the study of your world and the world and universe around you.
  21. "Definition of CHEMISTRY". www.merriam-webster.com. Retrieved 24 August 2020.
  22. "Definition of chemistry | Dictionary.com". www.dictionary.com. Retrieved 24 August 2020.
  23. "WordNet Search: Earth science". wordnetweb.princeton.edu. Retrieved 23 August 2020.
  24. Harper, Douglas. "geology". Online Etymology Dictionary .
  25. γῆ . Liddell, Henry George ; Scott, Robert ; A Greek–English Lexicon at the Perseus Project
  26. "space science". TheFreeDictionary.com. Retrieved 2020-08-23.
  27. National Space Science Data Center (NSSDC) – NASA Science
  28. "Space science | Define Space science at Dictionary.com".
  29. Based on definition from: "Aquarena Wetlands Project glossary of terms". Texas State University at San Marcos. Archived from the original on 2004-06-08.
  30. Davies, PC; Rieper, E; Tuszynski, JA (January 2013). "Self-organization and entropy reduction in a living cell". Bio Systems. 111 (1): 1–10. Bibcode:2013BiSys.111....1D. doi:10.1016/j.biosystems.2012.10.005. PMC   3712629 . PMID   23159919.
  31. Modell, Harold; Cliff, William; Michael, Joel; McFarland, Jenny; Wenderoth, Mary Pat; Wright, Ann (December 2015). "A physiologist's view of homeostasis". Advances in Physiology Education. 39 (4): 259–66. doi:10.1152/advan.00107.2015. ISSN   1043-4046. PMC   4669363 . PMID   26628646.
  32. "Biological/Biochemistry". acs.org.
  33. RBG Kew (2016). The State of the World's Plants Report – 2016. Royal Botanic Gardens, Kew. https://stateoftheworldsplants.com/report/sotwp_2016.pdf Archived 2016-09-28 at the Wayback Machine
  34. "Bryophytes (Mosses and liverworts) — The Plant List". www.theplantlist.org.
  35. "zoology". Online Etymology Dictionary .
  36. "the definition of ecology". Dictionary.com. Archived from the original on 21 February 2018. Retrieved 20 February 2018.
  37. Cohen, Eliel (2021). "The boundary lens: theorising academic actitity". The University and its Boundaries: Thriving or Surviving in the 21st Century 1st Edition. New York, New York: Routledge. pp. 14–41. ISBN   978-0367562984.
  38. Ioannidis, John P. A.; Cristea, Ioana-Alina; Boyack, Kevin W. (29 July 2020). "Work honored by Nobel prizes clusters heavily in a few scientific fields". PLOS ONE. 15 (7): e0234612. Bibcode:2020PLoSO..1534612I. doi: 10.1371/journal.pone.0234612 . ISSN   1932-6203. PMC   7390258 . PMID   32726312.
  39. 1 2 "Open Alex Data Evolution". observablehq.com. 8 February 2022. Retrieved 20 February 2022.

Works cited