How does scientific knowledge evolve1,2,3,4,5? How did it evolve in the past, for instance, during a specific period of time? How does knowledge transform? Which epistemic mechanisms make knowledge homogenous and standardized and which causes it to differentiate and diverge6,7,8? And finally, how are these transformations intertwined with the process of transmission and preservation of knowledge over time9,10,11? These relevant and fascinating questions can be approached by means of network study as it provides efficient and appropriate investigative tools12,13,14. By means of this approach, scholars have, for instance, studied how knowledge has been transferred among different disciplines or shared among scholars. Knowledge is considered to develop through scientific discussions and networks of interaction between books and papers15,16, academic disciplines, and researchers. For this type of study, therefore, citation networks have primarily been used17,18.

The aim of this paper is to investigate the process of development of scientific knowledge in the early modern period, a time in which scholars did not cite each other in the same way as in the current epoch. The source of this study is a collection of 356 university textbooks19, which is called, here, Sphaera corpus. These textbooks were used in introductory astronomy and cosmology classes in liberal arts faculties across Europe during the early modern period. The treatises have been collected on the basis of one historical condition, namely, that they contain a specific text compiled during the thirteenth century by Johannes de Sacrobosco, the Tractatus de sphaera. This text was written in Paris in the frame of the newly founded university, and it was used for a qualitative, non-mathematical introduction to geocentric cosmology. The treatise was new and original in its structure and did not have the typical design of the medieval commentary. Likely for these reasons, it became a mandatory textbook in all European universities and remained as such until the seventeenth century20. However, it was not just Sacrobosco’s Tractatus that was assigned to students. Over time, Sacrobosco’s treatise was enriched in a variety of ways. It was commented, or it was compiled with further treatises that were collectively considered knowledge “of the sphere.” In other words, the title of the original treatise evolved into a label for a specific field of scientific knowledge: geocentric cosmology. It is exactly this transformation from a single text into a multitude of treatises that allows us to extrapolate a dataset that we can then formally analyze.

The network of interaction between these books is built in six different layers based on their contents. In this approach, each book is represented as a node, and two books are connected if they share the same parts of texts according to a sophisticated ontology described in the next section.

In a recent publication, we focused on the same corpus. We considered five layers of interactions between these books and the influence of each book in the corpus was studied using normalized out-degree of each book in the corresponding aggregated graph (with all the layers collapsed into one), and the results are discussed mainly from the historical point of view21. We identified the emergence of a family of treatises—an epistemic community—produced in Wittenberg starting in the 1530 s. This group of treatises became a model to imitate. In the following years, a great number of treatises produced in other centers of Europe display the same textual additions, such as commentaries, that first appeared in the Wittenberg treatises. We further argued that these developing trends reflect a process of hegemony by a small group of book producers that explains the overall tendency of homogenization of scientific knowledge as taught at European universities during the early modern period. This latest study will not only further corroborate our earlier hypothesis, but it will also expand our previous understanding by considering different historical sources more closely that will allow us to determine mechanisms of the evolution of knowledge.

In this analysis, we structured the data differently by adding one more layer in order to better differentiate historical sources. This time, we emphasized a group of treatises that follow the scientific, geocentric tradition of the time but simultaneously include elements that depart from it. Such treatieses show that their authors and publishers declined to obsequiously follow the medieval textual tradition and increasingly engaged in a new structure of exposition, which, in our opinion, facilitated the introduction of innovations. After restructuring the network, we restarted here with the same out- and in-degree method of analysis. We identified the emergence of five different communities of books (epistemic communities) where each community corresponds to a branch in the normalized out-degree graph. Communities are recognized by the Louvain community detection algorithm22. The density of links in each community is much higher than the links between communities which means that books in each community are highly related to one another. Finally, we measure the average age of all the links approaching and stemming from each book, and the results are then compared with the same measurement on the fully connected graph. This comparison detects several significant books that have the role of passing knowledge from past periods to future publications, which we call great transmitters. One significant example of a great transmitter treatise is the Sphaera emendate. The 1561 edition was curated by Élie Vinet, the French reformer of the mathematical curriculum at the university of Paris, and was published by Guillaume Cavellat, who is called the first scientific publisher (

This analysis also reveals the most impactful books that are not influenced by the past (the average age of incoming links is very low) but have a very high impact on later publications (affecting almost all subsequently published books) collected in the corpus. Lastly, we will identify examples of “sleeping beauties.” Such books were not widely reprinted; therefore, we can assume they were not well received at the time of their initial publication. Over time, however, these books began to influence the field. One example of a sleeping beauty that highly impacted the tradition of treatises on geocentric cosmology is the Compendium on the Sphere. It was first published in Rome in 1537 by Piero Valeriano, famous in his lifetime for his pioneering research to decipher Egyptian hieroglyphs (, but the treatise remained effectively unknown for about twenty years.


As mentioned, we considered a corpus of 356 historical sources23. To keep consistency in the dataset24, only the printed versions of the textbooks are considered while the manuscripts are ignored as no census of them has ever been realized. Sacrobosco’s treatise was printed in 1472 for the first time. While this first printed version contained only the text of Sacrobosco, soon thereafter it was compiled with a variety of other texts that commented on, criticized, or enriched the original text either in part or in entirety. This process continued until the seventeenth century when the relevance of the original medieval tract in the university classes of Europe decreased. The last treatise collected in the corpus analyzed here was printed in 1650, meaning the corpus covers a period of 178 years and as such is the time span of our study, a temporal interval that includes the advent of heliocentrism, the calendar reform and closes at the beginning of the emergence of classical mechanics with the publication of Galileo’s Two new sciences (1642). Finally, though with very different rates of production, the textbooks were printed in 40 European cities25.

We collected all relevant pieces of information concerning all the texts that were printed together with the original treatise of Sacrobosco. In this way we “atomized” all the 356 editions into what we called text parts. Sacrobosco’s treatise, for instance, is a text part in and of itself while other text parts may be new, original scientific treatises, commentaries, translations, fragments, or paratexts of more literary nature21.

We developed a taxonomy of text parts that is comprised of the following categories: original text, commentary, and translation. The last two are referred to under the term adaption (part) as they relate to a text part. While an original text can be both a new text and a text that is being printed for the first time, a commentary is a text that expands on specific passages of an original text in positive or negative way. This method of producing scientific texts was the standard way to partake in scientific debates in terms of circulating publications. In the print of a commentary, the original text (in this case, also called text of reference) was printed alongside the commentary, eventually in a different font and font size and including a scientific illustration. The illustration itself also carried scientific knowledge, though perhaps not completely overlapping with the knowledge expressed in the text and can therefore to be interpreted as a form of commentary as well (Fig. 1).

Figure 1
figure 1

Demonstration of the spherical shape of the water around the element earth. From Sacrobosco, Johannes de, Pierre d'Ailly, Francesco Capuano, Robert Grosseteste, Jacques Lefèvre d'Etaples, Joannes Regiomontanus, Georg von Peurbach, and Bartolomeo Vespucci. Nota eorum quæ in hoc libro continenturTextvs Sphaerae Ioannis De Sacro Bvsto. Venice: Joannes Ruberus and Bernardinus Vercellensis for Giunta, 1508, p. 12r.

Because a subgroup of these text parts tends to reoccur in later editions, it was possible to build networks based on semantic relations between books in the corpus based on the fact that they were sharing the same content, at least partially. To correctly understand the semantic structures, we made use of while building the networks, however, it is first necessary to briefly recall the taxonomy according to which the editions and all the works (and not only their text parts) are organized. An extended exposition of the taxonomy can be found in25.

The corpus consists of five different sorts of textbook editions. The first is constituted of printed books that contain only the original treatise of Sacrobosco, the second of works that contain the original tract and a commentary (as shown in Fig. 1), the third of textbooks that contain the original texts and other texts that function as commentaries in the entire book but are added one after the other and not printed on the same page, and the fourth by a combination of the second and the third typology. Finally, the fifth consists of editions that we have classified as adaptions (book), and is the most relevant in this argument. This category denotes a relevant subgroup in terms of size because it includes 124 different editions. These books constitute a peculiar subgroup of editions within the corpus. They contain at least one text part that is considered to be strongly influenced by a reference text. In most cases, this is the same Tractatus de sphaera of Sacrobosco, but they significantly do not contain the treatise and do not comment directly on it. They are considered to be influenced by it because they discuss either all or a majority of the same subjects. Moreover, they discuss them by following either the same or a very similar order. Finally, they largely make use of the same visual apparatus26. Nevertheless, they often contain different scientific arguments and different views, though on the same subjects. These books therefore represent the first strong departure from the tradition of textbooks associated with Sacrobosco’s treatise. Yet, they still belong to this tradition because they do not change its identity and do not argue in favor of a structurally different science of cosmology. They are, in other terms, at the boundaries of the corpus from a content-related point of view.

When the corpus was analyzed in21 not all possible semantic relations were exploited, including those relations that concerned editions grouped under the label adaptions (book). They were identified but then ignored. Our current approach instead considers all possible semantic relations among text parts and correspondingly increases the number of layers of the network.

Based on both the taxonomy of the text parts and of the entire editions, a multiplex network with six different layers is therefore produced on the basis of the following semantic structure (Fig. 2):

Figure 2
figure 2

Multiplex network of the editions of the Sphaera corpus organized in six different layers. In each layer, books are connected on the basis of a specific semantic relation. Visualization realized by means of muxViz (

Layer Same Original Part (SaOrP) Two books are in relation to each other if they contain exactly the same original part, for instance the same dedication letter or the same treatise in the same language and by the same author.

Layer Same Adaption (part) (SaAdP) Two books are in relation to each other if they contain exactly the same part and this text part is an adaption, for instance a commentary on the Tractatus of Sacrobosco. For instance, the two books and are in relation to each other because they both contain Élie Vinet’s commentary on the Sphere of Sacrobosco.

Layer Translated Same Original Part (TrSaOrP) Two books are related to each other when they both contain a translation of the same original part. The translations do not have to be into the same language.

Layer Annotated Same Original Part (AnSaOrP) Two books are related to each other if they both contain commentaries that are not the same but are on the same original part, as for instance the commentary of Francesco Capuano, published in the source book and the commentary of Francesco Giuntini, published in the target book; both commentaries address the same original part, namely the Theorica novae planetarum by Peuerbach.

Layer Annotated Same Adaption (AnSaAd) Two books are related to each other if they both contain commentaries that are not the same but are on the same adaption, which is in turn a commentary on or a translation of an original text part. For instance, the source book is related to the target book. because they respectively contain Francesco Giuntini’s commentary and Alberto Hero’s commentary on Élie Vinet’s adaption of Sacrobosco’s Sphaera, the latter an original part. If two parts that are the same adaption (part) are present in two editions, then the corresponding relation between the two editions is listed in layer SaAdP, as it falls under the category same adaption.

Layer Adaption (Book) Influenced by Same Original Part (AdIn) Two books are related to each other if, first, these two books are adaptions in the sense described above and second, if they contain a text part which is strongly influenced by the same original text part. For instance, the source book is related to the target book because they are both adaptions (book). Furthermore, the first contains Kaspar Peucer’s four chapters on elementorum sphaeriricorum as a text part, and the second includes De Sphaera et primis Astronomiae rudimentis libellus by Cornelius Valerius also as a text part, and these two text parts are adaptions (strongly influenced by) the Tractatus de sphaera of Johannes de Sacrobosco.

The aggregated graph is built from the superposition of all the layers, and therefore contains all the editions of the corpus and all the semantic relations between them as described above. Table 1 shows the information concerned with the number of nodes and links in the different layers of the multiplex network and in the aggregated graph. Links in all layers and their superposition graph are directed, and directionality is based on chronological ordering from the older edition (source) to the newer one (target).

Table 1 Number of editions (nodes) and links (semantic relations) in each layer of the multiplex network and the corresponding aggregated graph.

Note that given our definition of the network, it is rather common that two books that are connected by a link (e.g., by sharing the same original part), can be both connected to an earlier edition (where that original part was introduced for the first time). We choose to consider all possible connections, both conditionally independent and conditionally dependent, since one of the main objectives of our study is revealing the existence of edition’s communities/families (defined as editions sharing a significant part of their content).


In this section we describe the main points of our analysis and the respective results. First, we describe the normalized out-degree and in-degree analysis in the aggregated graph to measure the influence of each edition on the other editions. As described in the last section, the aggregated graph is built by making a superposition of all the layers. The connections between books (nodes) are based on their semantic relations; there is a directed link (based on chronological ordering) between two books if they share at least one semantic part. Out-degree is the number of out-going links from each node and in-degree is the total number of incoming links to each node. We observe five different communities in the aggregated graph and study the properties of each community in "Emergence of communities" section. Finally, we investigate the depth of influence that each book gets from the past by measuring the average age of the incoming links and we study their corresponding impact on future editions by measuring the average age of out-going links.

Normalized out-degree and in-degree

We study the direct influence of each book in the corpus by computing the normalized out-degree, which is the ratio of the number of links that depart from a book to the total number of books published afterwards. As already mentioned, this procedure was applied in our previous publication, too21. Figure 3 shows the normalized out-degree versus the year of publication for every book in the corpus. The normalized in-degree of each book is the percentage of the books published in the previous years that are connected to that book by at least one link.

Figure 3
figure 3

Normalized out-degree of books versus the years of their publication. The color code is based on the normalized in-degree.

There are five different branches or families of books in Fig. 3, as labeled in the plot.

  • Branch 1 The first branch starts from the beginning in 1472 and has the lowest value of normalized out-degree (less than 15%) and a high value of normalized in-degree (some are around 90–100%). The low value of out-degree demonstrates the low impact of these books on books published afterwards. The first book of course has in-degree zero and the high value of in-degree of the other books in this branch implies that they are highly influenced by all the books published in earlier years.

  • Branch 2 There is a jump in the normalized out-degree value to 55% that happens in 1488 and creates the second branch. The first few books in this branch have a low value of normalized in-degree but high normalized out-degree, which signals to a new type of knowledge introduced by these books. They had a high impact on future books in the corpus but were hardly influenced by previous books. A few years after the beginning of this branch, the normalized in-degree increases.

  • Branches 3 and 5 The second jump happens around 1531, which is the start of two other new branches (branches 3 and 5). The value of normalized out-degree decreases from 48 to 34% and to 30% in the beginning of these branches, respectively. It is interesting that the behavior of these two branches is different. In one of them, the normalized out-degree decreases over time and in the other, it increases until the year 1574 when it shows a decreasing trend. Both branches have low values of normalized in-degree. They introduce new knowledge to the corpus and have a relatively high effect on future books, though they are less influenced by past works.

  • Branch 4 The last jump occurs in 1538, the beginning of branch 4, which has the highest normalized out-degree and a comparatively high value of normalized in-degree. Books from this branch are highly influenced from past books and also strongly impact future publications.

Emergence of communities

The structure of the aggregated graph is shown in Fig. 4.

Figure 4
figure 4

(a) Aggregated graph, different communities are visualized by Louvain community detection algorithm using visualization platform Gephi28. (b) Normalized out-degree versus years of publication colored according to the communities shown in (a). Community 1 includes editions with part ID 100, community 4 contains part ID 206 and community 3 includes both part ID 100 and 206. By comparing (a) and (b), it is clear that each branch in (b) is a community in aggregated graph in (a).

Six different communities23 are detected based on the Louvain community detection algorithm for directed network22,28,29. Nodes in each community are highly interconnected, and the density of links between communities is smaller than the one inside communities. The modularity coefficient for the communities is \(0.337\). And almost all the books inside each community are connected to eachother. Table 2 includes the number of the books an intra-connected links in each community.

Table 2 The number of nodes and intra-connected links inside each community show almost all the books inside each community are connected to each other.

The questions of interest concern the reasons behind the emergence and shaping of these communities, their common properties, the relations among them, and the role of each layer of the multiplex network in each community (Fig. 2, Tables 3 and 4). For this purpose, we looked first at the community structure of one of the layers and compared it with the aggregated graph. Layer SaOrP is the largest layer in terms of the number of nodes (321 editions), and nodes from this layer are distributed across all the communities in the aggregated network.

Table 3 Contribution of nodes from different layers in each community.
Table 4 Contribution of links from different layers in each community.

Layer SaOrP with its 28 connected components is shown in Fig. 5. By comparing the communities emerging from (i) the aggregated graph (Fig. 4) and (ii) the graph from layer SaOrP (Fig. 5), we observe that communities 1, 3, and 4 are mostly shaped by the connections present in layer SaOrP.

Figure 5
figure 5

Visualization of network structure in layer SaOrP with 321 nodes and 28 connected components. The colors of the corresponding nodes in this figure and Fig. 4 are the same.

This observation is based on the fact that those communities emerge from the connections described in layer SaOrP alone, in other words, without considering the other types of semantic relations acknowledged in the remaining layers.

The connection between editions in layer SaOrP is based on the taxonomy same original part, which means, as mentioned, that two books are connected to each other if they contain the same original text part and the connection is directed, namely temporally oriented. The number of original parts that play a role in layer SaOrP is 196. Two of them are recognized as the most important ones in terms of repetition and therefore have the highest frequency. One of these (part ID 100) is the main text of Johannes de Sacrobosco, Tractatus de sphaera. As previously mentioned, the whole corpus of historical sources is built by looking at printed books that contain that specific text part. Its relevance is therefore a consequence of the way the corpus and the dataset are built, and its high frequency does not have any general historical meaning here. The second part in terms of frequency (part ID 206) is the Propositio XXII ex libro tertio epitomae Ioannis de Regio monte in Almagestum Ptolemaei, namely a specific demonstration (Proposition 22) from the third book of the Abridgments of Johannes Regiomontanus to the Almagest of Ptolemy. This text part is the most interesting one, as will be discussed in more details in "Same original part" section, too.

All the nodes from community one (red) contain part Sacrobosco’s Tractatus (partID 100) and the nodes from community four (yellow) contain Regiomontanus’ Proposition 22 (part ID 206). Community three (orange), which is in between, includes nodes that have both parts. Although the nodes from community two (Fig. 4) also exist in layer SaOrP and are colored blue in Fig. 5 in separated components, this community is shaped mostly by the connections in layer AnSaOrP. Thus, semantic relation based on the annotation of the same original part is the reason behind community two’s shape.

The nodes from community five in the aggregated graph exist in layer SaOrP as well (which are shown in green in Fig. 5), but this community is dominated by the links coming from layer AdIn. Tables 3 and 4 show the contribution of each layer to each community in terms of nodes and links respectively. Since links could be repeated in different layers, the sum of the percentages in each row could be higher than 100%. As demonstrated in the tables, layer SaOrP solely shapes community 1 and community 3 contributing with all the nodes and links in those communities. Community 4 is mostly shaped also by layer SaOrP, which accounts for 100% of the links within community 1. However, in the case of Community 4, high percentages of links are also present in layer SaAdP and AnSaOrP. A closer examination of the links connecting nodes in community 4 with nodes in other communities reveals that SaOrP and layer SaAdP contribute more sparsely to the intercommunity links, while layer AnSaOrP accounts for more than 75% of those external links. Thus, we conclude that layers SaOrP and SaAdP mostly shape community 4.

Average age of the links to the past and future

Now we investigate the properties of each community by calculating the average of normalized age of the links departing from each book and the average of normalized age of the links coming from sources to each book. The purpose of this study is to investigate the length of each book’s influence in time. In particular, we define a method to discover (a) whether each book had an immediate impact after its publication or whether a period of time had to pass until it influenced the content of other editions; (b) from how far in the past a book was influenced, and (c) more generally, whether any edition in the corpus refers mostly to recent publications or to the older ones.

For this purpose, the average normalized age of all the links stemming from and entering into each book are calculated and plotted versus the years of publication in Fig. 6a,b. The age normalization has been calculated so that the maximum possible age for the links is 1.0. The different colors in the figures mirror the communities shown in Fig. 4.

Figure 6
figure 6

(a) Average age of the links entering into each book versus years of publication. For normalization, the age of the links into each book are divided by the difference between the publication year of the book and the year of the first book in the corpus, meaning the maximum possible age of a link is 1.0. (b) Average age of the links that depart from each book versus the publication years. For normalization, the age of the links from each book is divided by the difference between the year of the last publication in the corpus and the year of publication of the book.

The black dots in Fig. 6 refer to the fully connected graph. This graph was built by connecting each book in the aggregated graph to all the books published afterwards. In this way, we made a standard reference point for our calculations. The corresponding value of each book can therefore be compared with its value in the fully connected network.

If the average age of the links which are entering into each edition is smaller than its value in the complete graph, it means that the edition has “young” references and it is mostly influenced by the editions issued shortly before its own publication. On the other hand, if the value is greater than the one of the fully connected network (or if it is above the black dots in Fig. 6a), it means that the edition refers mostly to editions older than the recent previous ones. In Fig. 6b, if the average age of the links departing from a book is smaller than its average in the complete graph, it indicates that an edition influences the editions published shortly after it.

Figure 6a shows that community five and portions of communities two and four are below the black curve. Therefore, these books are influenced by recent publications. Contrarily, community three is above the black curve and therefore shows the deeper root of this community into the past. The books in community three are influenced by older publications. Books converging to the black curve behave like a fully connected graph and refer to books from almost all the periods in the past. Figure 6b shows the average age of the links that depart from each book and compares it with the complete reference graph (black dots). It shows, on average, how long the effect of each book remains in the future. In this figure, communities one and three, which are under the black curve, show that the departed links from these books target into near future, meaning that their impact lasted a shorter period of time. Parts of the branches which are above the black curve, however, include the books that mostly target the far future. A peculiarity concerning these types of books is that they are not recognized in the years right after their publication; it took a certain period of time to attract attention and be referred by other younger books.

The number of publications in each year is different, and we needed to remove the effect caused by the variable publication rate. Therefore, Fig. 7 is plotted on the basis of the books’ order (sorted by time). The black curve (for the fully connected reference graph) converges to the value 0.5 in both graphs and the qualitative behavior of the other curves does not change. This shows that the above-mentioned behavior of the different communities is the result of the network’s topology and not of the changing publication rate.

Figure 7
figure 7

(a) Average age of the links entering into each book from past versus the temporal book order in the Sphaera network. (b) Average age of the links that depart from each book versus the temporal book order.

In Fig. 7a,b there is a convergence to the black curve between years 1549 and 1562. There are around 25 books which match with the black line with value 0.5 in both plots. We argue that these books are significant since they refer to the books from almost all periods in past, and they were also referred to by the books from almost all future periods. The distribution of the age of the links coming from past and going to the future for one of these books (ID in the convergence period, is depicted in Fig. 8 and compared with the corresponding distribution in the fully connected graph. As it is shown in these figures, these two distributions have a significant overlapping match with the reference graph. The same plots have been tested for all the other books in the convergence period and show similar behavior. As will be shown in the next section, the books identified in this convergence period indeed behave like a bridge between past and future. All of them come from layer SaOrP (they share the same original part) and most of them also exist in layer AnSaOrP (they share the same adaption part). Moreover, we applied a null-model30 as another benchmark for statistical testing of our results (shown by grey stars in Fig. 7). We used a degree-preserving randomization procedure to construct the null model. In this method, 1000 random networks with the same degree distribution of the original network are built and for each book in every realization, the average age of the out-going and in-coming links are measured and averaged over these 1000 realizations. As it is shown in Fig. 7, the two methods (fully connected graph and the null model) overlap perfectly. Figure 9a, b shows the exceedance probability of the null model which is the probability of obseriving an average age of incoming (and outgoing) links in the 1000 realizations to be equal or larger than the actuall average value of the book in the real network. For an example of the comparing the null model with the actual data, consider part of community 2 in Fig. 7a,b for the first 60 . These books of community 2 have an average age of the incoming and out-going links much smaller than their corresponding values in the randomized realizations, showing the low impact of these books in time and having younger references. On the other hand the same set of books in Fig. 9a,b show the exceedance probability above 0.95, showing the high impact of these books in time and having older references in the randomized networks. Therefore, the different behaviour of the mentioned books in the community 2 with respect to the null model is statistically significant.

Figure 8
figure 8

(a) Distribution of the age of the links coming from sources referring to the edition ID 1903. (b) Distribution of the age of the links to targets referring to the edition ID 1903.

Figure 9
figure 9

Exceedance probability of the null model for the average age of the links which are (a) coming from the sources. (b) going to the targets. Exceedance probability is the probability that the average age of incoming (and outgoing) links for each book in the randomized 1000 realizations to be equal or larger than the actuall average value of the book in the real network.

Finally, we would like to highlight the following aspects concerning the different behavior of communities in terms of the average age of the sources/targets (Figs. 6 and 7).

  1. (1)

    Community five represents editions that refer to the most recent publications (they have younger references). Their influence to the future books, however, is high. As is shown in Fig. 7a,b, especially the first publications of community five have a very low value for the average age of the links from sources but a high value for the average age of the links to targets. This shows the disruptive behavior of the books of this community, where disruptive means that they contain innovations which executed a long-term significant impact (enduring innovations). They have low in-degree but high out-degree with links that go far into the future. This property is confirmed in Fig. 10 which shows the maximum age of the links from sources and to targets. As shown in Fig. 10a, the maximum age of the links from sources for all the books in community five is less than the ones for the other editions in the corpus, but the maximum age of the links to targets of these books is the highest in the corpus and shows the great influence of these books to the later publications, although they are not heavily influenced by past works. Editions from community five, therefore, introduce new knowledge into the corpus, which is highly influential during this period of study. Community five will therefore be discussed via close reading as an empirical test for our analysis in "Impactful publications: enduring innovations" section below.

  2. (2)

    Books in community three refer to the old publications, but their influence to the future does not last for a long time. This property can be easily captured in Fig. 10, which shows that the maximum age of the links from sources in these books is the highest, but the maximum age of the links to targets is very low.

  3. (3)

    Books in community two have two types of behaviors. The editions constituting the beginning period of the community show a disruptive behavior with low in-degree and high out-degree (Fig. 3), younger references but with a higher impact to the future (Fig. 7), and low maximum age of the links from sources but high maximum age of the links to targets (Fig. 10). Around the year 1562, this community changed its identity and was then built by editions with old references but that had a minor impact on the future publications.

  4. (4)

    Community one is constituted by editions published in early years covered by the corpus under examination in this paper, and their influence did not last long.

  5. (5)

    Books from community six were neither successful in the collection or transmission of the old tradition nor in the influence on the future books. The maximum age of the links from sources and maximum age of the links to targets of these editions are the smallest value of the corpus. They refer to very young publications and have very small impact on future books.

Figure 10
figure 10

(a) Maximum age of the links from sources. (b) Maximum age of the links to targets.


The following discussion will deepen three major historical phenomena, which the above analyses have illuminated: (a) the great transmitters, meaning the identification of books and editions able to bridge past knowledge into their “far” future; (b) the input of enduring innovations, which are particularly impactful, and its effects; (c) the fundamental mechanisms of formation of communities as exemplified by the analysis of layer SaOrP, which connects books according to the semantic principle same original part.

While the historical interpretation of the disclosed phenomena serves as empirical corroboration of our analysis, the discussion concludes with some remarks concerning the general process of homogenization of knowledge.

Great transmitters

Our analysis has shown that certain editions converge or even overlap with the line we interpret as a reference line which represent the behaviour of the fully connected graph. We further historically interpreted this result as the identification of treatises that, more than others, transmitted knowledge over time. They collected knowledge from older works and are moreover connected with works in their distant future. As mentioned above, this phenomenon realized historically between 1549 and 1562. The analysis of the sources responsible for such a phenomenon shows that Wittenberg as a center of production remained important for a long time after its peak in 1538. Two examples will show this aspect.

The first example is concerned with a group of treatises called Quaestiones, a scientific genre that is here considered for the very first time in the history of transmission of knowledge. Strictly speaking they were not course textbooks but were a means for students to prepare for the exam. They were organized as questions and answers with empty pages for notes, and as such, organized the scientific knowledge in a very schematic and practical way. This form of students’ book became very popular and it was particularly easy to update. In our corpus, this text tradition started in Frankfurt in 1549 with the Quaestiones authored by Hartmann Beyer and printed by Peter Braubach ( After it, they were adopted by Wittenberg by 1550 through an edition of Beyer’s Questiones printed by the Heirs of Peter I. Seitz (, an edition that made the genre international thanks to the dominance of Wittenberg, acquired through the formation of community four as explained in21. As Wittenberg was observed by the other book production centers, innovations originating there were sometimes adopted by the major centers of production of books on an international level. Indeed, only one year later, in 1551, Beyer’s Quaestiones was printed and published in Paris by the most active academic and scientific book publishers, Guillaume Cavellat ( The broad circulation of this treatise provided the right conditions for the knowledge codified in these specific sources to remain available for a very long time. This specific edition of the Quaestiones was indeed republished another 17 times until 1573.

The second example primarily concerns the production of one specific treatise, also in Wittenberg by the printer Johann Krafft the Elder in 1561, namely treatise ID 1903, mentioned above ( This work republished almost all of the text parts that were published in the 1538 edition that started the successful community four. The 1561 edition, however, shows two notable additions. First, a short work on spherical astronomy (Themata, Quae Continent Methodicam Tractationem de Horizonte rationali ac sensibili), originally published alone twenty years earlier, by the famous mathematical astronomer Erasmus Reinhold. In the corpus, Reinhold’s text part was published 12 times, the first in 1545 ( and the last in 1629 ( The second is a curious and somewhat long text entitled De ortu poetico. The text teaches students how to accurately date past events. In ancient Greek and Latin literature, events were dated by noting the specific location of constellations or single stars visible along the horizon either at sunrise or at sunset. Using the methods taught in De ortu poetico, students could date ancient events in the framework of their early modern calendar, assigning day, month, and year. Therefore it mainly appears as a collection of quotations concerning the rising and setting of the fixed stars from the classic literature (mainly ancient Latin literature). The collection is finally enriched by considerations of astrological nature declared to be the original formulations of the ancient author Proclus31. The author of the text is unknown and is declared as such in the original early modern editions also. This text part was republished 45 times in the corpus, the first time in 1543 ( and the last in 1629 (

The treatise just described and that overlaps with our converging line is accompanied by three further editions whose very short descriptions will be furnished in the following section in order to have enough data to demonstrate that these treatises, seen together, indeed transferred past knowledge into the far future.

The first edition is a treatise published in the same year (1561) but in Antwerp ( At that time, the city was on its way to becoming a very important center of book production in Europe, after Venice, Paris, and Wittenberg. From the scientific point of view, this treatise republished exactly the same 1538 Wittenberg edition, published by Joseph Klug, that gave birth to community four and mentioned already a few times. The only difference in this case is the addition of a paratext, namely a dedicatory letter of Jan Waen to Jérôme Ruffaut, abbot of St. Védaste24: This is a letter published in 1547 for the first time in an identical book printed by the same printer: Jean Richard. The other two texts were published in 1561 and in 1562, respectively, both in Paris by Guillaume Cavellat. These editions also republished the content of the 1538 Wittenberg edition, thereby connecting Wittenberg, Antwerp, and Paris, three major centers of production and distribution. Moreover, they also republished the collection of quotations entitled De ortu poetico. Finally, they added a commentary by the humanist and mathematician Élie Vinet on the treatise of Sacrobosco. This commentary was republished 23 times from 1549 ( to 1620 ( As shown by other research, not only did the text of Élie Vinet have considerable success over time, but he, as a scientist, was also a very central figure in the formation of scientific university textbook content25.

To conclude the discussion concerned with the convergence period, the editions identified thanks to the above analysis conjunct trajectories of text-part republications starting in 1531 in many cases and going well into the turn of the sixteenth century, almost to the end of the time interval covered by the corpus. It starts with the radical innovations of 1531, which became dominant in 153821, but then it continued so that, toward the mid-century, editions that first appeared in Wittenberg were responsible for the transmission of knowledge for almost the entire century, even when reprints and republications were operated in other places and by other printers and publishers. This apparently happened thanks to two phenomena. The first is the addition of further innovations in the same circle of publishers, namely in Wittenberg. This is the case, for instance, of the text part De ortu poetico. The second, is the adoption from the side of Wittenberg of a new genre, the Quaestiones, which became an international success. The transmission of knowledge in Europe is therefore realized through the geographic, institutional, economic, intellectual and, perhaps, confessional32 passage through Wittenberg beginning in the 1530 s and lasting at least another 30 years. As a side note, it is interesting to see how the transmitting editions were accumulating text parts printed for the first time between 1531 and 1549, which means that such text parts were able to historically play the role of grand transmitter of knowledge only thanks to the fact that they were reprinted or reissued many times so that they were published during the period identified by our analysis. This consideration is relevant in view of the general tendency of historians of science to only consider the first editions of new scientific treatises relevant, that is to say, the first mention of a possible new idea. In contrast to this view, we demonstrate here that a successful scientific idea is not only relevant because of its possible inherent excellent quality but also because of its repeated appearance in a specific time and place. Considering that the peak of production of the treatises relevant to this study started around 1545, we can assume that their general availability in Europe increased as did competitive texts. In spite of the fact that the practice of citation in the early modern period cannot be compared to today’s standards, we can nevertheless find evidence of the dynamics of citations similar to the one identified in contemporary scientific literature16,33. Further editions of the same treatises might be historically much more relevant than the first edition.

Coming finally to the discussion concerning the layers and their semantic meaning, it is interesting to notice that books on the convergence line mostly come from layers SaOrP and AnSaOrP, meaning that great transmitters are a) original texts, in this specific case, reference texts on which other people commented, and b) different but related commentaries related to each other because they refer to the same reference text. In conclusion, it is the mechanism that closely associates reference and commentary texts, as historically realized in sophisticated printing such as in Fig. 1, that provided the knowledge with a long temporal phase of circulation and transmission. This aspect is finally perfectly consistent with the distribution of common nodes and links (Tables 3 and 4). If, for instance community 4 is considered, it shows the relevance of layers SaOrP, SaAdP, and AnSaOrP which respectively point to original/reference texts and their commentaries.

Impactful Publications: Enduring innovations

Evaluating the different innovation adopted in terms of their influence to reshape the knowledge in the corpus is key to highlight particularly important books or parts. In fact, there are some metrics proposed in the literature of citation networks to evaluate, for example the disruptive capacity of a given publication within a particular field5,18. These metrics ideally relate to the ratio of new information introduced in a field by a publication (and therefore cited by future publications in that field) with respect to the information that publication compiles from its sources. In fact, an important phenomenon disclosed by our analysis is related to the input of new knowledge, which has a strong impact onto successive editions. In our case, our analysis classified a publication as impactful, when it introduces an innovation that endures over time, being referred for an extended period of time. We identified the knowledge introduced by these treatises as impactful (enduring innovations) and found their origin in community 5.

In this respect, the first relevant consideration is related to the layers of which community five is constituted. In particular we highlighted that all the editions of community five belong to layer SaOrP and layer AdIn which is the new layer introduced in this research for the first time. As mentioned, these editions show their adherence to the scientific tradition of the time but also depart from it as they try to produce new content within the frames of the traditional scientific arguments. As this study therefore shows, these scientific initiatives were successful, though not immediately. The analysis of the content of the treatises that appear to have had a long temporal range of influence shows, namely, that such treatises achieved this status not at their first editions, or not only, but after a reprint or reissue. In other words, they reflect the position of the so-called sleeping beauties in science, namely publications that remained unnoticed for a period and only later gained attention34,35,36. While the following examples show the necessary conditions during the sixteenth century for a sleeping beauty in science to “awaken,” it is worth remarking that such treatises are identified, at the same time, as works that were not only highly influential but also as ones that exerted their influence for a particularly long time.

It is interesting therefore to have a look at some of these editions, exemplarily selected, to understand which characteristics these texts had to let them have such an impact. One first relevant aspect that seems to be relevant is that they often are adaptions (book) that, at a certain point, have been translated into a vernacular language or were originally written in the vernacular. The editions that allowed this knowledge to become disruptive, however, are not necessarily the translations into vernacular. An interesting example is the first (Latin) edition of Oronce Fine’s Cosmographia in 1532 ( and its second edition ten years later38. These editions appear to have been disruptive, and indeed starting seven further editions were issued between 1551 and 1587, three of which were in French, one in Italian, and further two in Latin.

As it is well known, writing in vernacular was a way to reach a different audience, usually more technology oriented and less connected to the classic academic milieu. This shift in the content of the treatises also seems to have been a decisive characteristic38. The demonstration for this is the identification of an edition as disruptive that was published in Spanish in 1535 and authored by Francisco Faleiro ( Not only did this work contain the basic cosmological doctrine of the time but also, and more relevantly, a compact report about pressing issues of the time, such as the art of navigation and particularly the subject of the magnetic variations that made compass use on ships challenging on transoceanic travels during the sixteenth century39.

A last example of an adaption in vernacular that turned out to be a carrier of disruptive innovation is concerned with a book by the astronomer Alessandro Piccolomini and published for the first time in 1540 in Venice directly in Italian ( Both the first and the second edition (1548), appear to be particularly disruptive. The later seven editions (plus five editions of a revised version) include translations into French and ultimately into Latin. They show a dynamic that, according to our analysis, had a profound impact on the development of cosmology. In conclusion, editions turn out to have been disruptive (because they had a long-term impact) when their re-publication history displays translations between vernacular and academic Latin, eventually symptomatic of a broader scientific debate that exited the boundaries of the university. In other words, the capability of reaching a broader audience must have had a profound impact back into the academic milieu.

As the distrinution of common nodes and links shows (Tables 2 and 3), community five is constituted mostly by layer AdIn. As shown in Table 2, nodes from layer SaOrP also contributes to this community. In other terms, enduring and impactful innovations are semantically expressed by the capacity to create something new (SaOrP) that is distinct from the major line of traditional textbook production but still adherent to its specific subjects and knowledge schemes (AdIn).This gives the occasion to have a closer look at the results of the analysis of layer SaOrP above.

Same original part

Layer SaOrP plays a fundamental role in the general network because, as it has been shown, the communities one, three, and four can all be detected in layer SaOrP. This layer is made up of connections among editions when they contain reoccurrences of the same original text part. There are 196 original text parts that allow for the building of the graph, but especially two of them play the role of glue in these communities, as shown. Part ID 100, the Tractatus itself, does not generally have a historical meaning for the fact that the corpus itself has been built around this text part. However, books from community one contain only this part, as mentioned above. A very different situation is encountered when we approach part ID 206.

This text part is a specific demonstration (Proposition 22) from the third book of the Abridgments of Johannes Regiomontanus to the Almagest of Ptolemy. Ptolemy was one of the greatest mathematical astronomers of antiquity and the geocentric worldview as taught at the European universities in the later medieval and early modern period was based on his magnificent (and very complex) work, the Almagest, as it was named in the period analyzed here. Johannes Regiomontanus was one of the most prominent fifteenth-century mathematical astronomers. In spite of the title (Epitome-Abridgments), his work represented a fundamental change in comparison to the Almagest because Regiomontanus depicted three-dimensional models of planetary orbits in order to achieve a higher precision while calculating their positions. Such models were supposed to substitute Ptolemy’s geometric constructions based on eccentric and epicycles. Finally, Proposition 22 addresses the reasons for different lengths of the solar day from the temporal and spatial perspective. The subject is obviously discussed by Sacrobosco in his original treatise as well, therefore the addition of this text part—an addition decided by the publisher and printer Joseph Klug in Wittenberg21—has to be considered as a form of commentary and enrichment to the original text. The fact that this fragment of text was extracted from one of the greatest works on mathematical astronomy of the time was probably perceived as a major shift in the process that transformed the tradition related to Sacrobosco’s treatise into a more mathematically oriented research branch. In conclusion, we can say that the formation of epistemic communities took place during an era in which the spread of knowledge related to mathematical astronomy was enriching qualitative scientific background knowledge on cosmology at the educational level.

Conclusive remarks on knowledge economy

The historical phenomena just described can also be viewed from the perspective of knowledge economy in order to understand the process of homogenization of scientific knowledge as it was taking form during the early modern period.

First of all, we see that the most relevant text part in the formation of communities is a piece on mathematical astronomy, which indicates the relevance of the mathematization process of natural philosophy in the emergence of modern science.

Secondly, it has been shown how the most impactful innovations were those moving toward more technical aspects, which were simultaneously able to attract a larger audience of readers outside the usual institutional boundaries of the university.

These two changing aspects—math and technology—were embedded in a transmission of knowledge process that guaranteed a smooth and slow transformation along a temporal interval of over 80 years, characterized by both a continuous input of new original text parts and by a geographic (local) dominance connected to Wittenberg during the first 30 years.

Moreover, regarding production of knowledge mechanisms, we have seen that the most relevant layers are SaOrP, AnSaOrP, and AdIn. This means that two elements, reference text and commentary on one side and adaptions (book) on the other, were the major reason for the creation of a homogenous scientific community. Therefore, the practice of commenting—the most used mechanism of scientific knowledge production at that time—was decisive only if it was in connection to specific reference texts. Furthermore, the adaptions (book) were always in reference to a specific text, as strongly influenced by .

Historical studies are made not only to understand the past, but also to learn for the future. In terms of contemporary science and its dissemination, we clearly see similiar phenomena as in the sphaera corpus. Scientific papers differ in their degree of innovation and relevance, some knowledge might not spread across language barriers (this was particularly true during the Soviet Union when many relavant papers were published only in Russian and hence remained unread in Western countries), and there are sleeping beauties among scientific papers today33. The study of citation networks further reveals the existence of scientific sub-communities40.

Finally, the fact that the corpus consists of six communities gives us a clear indication of the path followed by the knowledge expressed in the treatises while becoming increasingly homogenous. The next step in our analysis will be to consider the how socioeconomic factors that determined the production and distribution of those treatises may have altered the path of knowledge transmission. In addition to this contextual data, we will also use machine learning techniques to expand the dataset to include other “knowledge atoms,” specifically scientific images and computational astronomic tables extracted from the same textbooks41.