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    Biodiversity and Conservation

    ISSN 0960-3115

    Biodivers Conserv

    DOI 10.1007/s10531-013-0560-y

    Knowledge of Colombian biodiversity:ublished and indexed

    Enrique Arbelez-Corts

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    Your article is protected by copyright and all

    rights are held exclusively by Springer Science

    +Business Media Dordrecht. This e-offprint

    is for personal use only and shall not be self-

    archived in electronic repositories. If you wishto self-archive your article, please use the

    accepted manuscript version for posting on

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    the accepted manuscript version in any

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    available 12 months after official publication

    or later and provided acknowledgement is

    given to the original source of publication

    and a link is inserted to the published article

    on Springer's website. The link must be

    accompanied by the following text: "The final

    publication is available at link.springer.com.

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    O R I G I N A L P A P E R

    Knowledge of Colombian biodiversity: published

    and indexed

    Enrique Arbelaez-Cortes

    Received: 27 January 2013 / Accepted: 29 August 2013 Springer Science+Business Media Dordrecht 2013

    Abstract Documenting patterns of published studies on the biodiversity of megadiverse

    countries can offer valuable insights on global biodiversity knowledge. Here, I present

    results from a bibliometric analysis of 5,264 indexed publications on biodiversity in

    Colombia published during the period 19902011 and gathered by searching the Web of

    Knowledge database. I classified studies into six overlapping subjects: taxa lists, new

    taxa, new records, conservation, genetic diversity, and other. Publications were also

    classified by geographic location and the taxonomic group studied. I found variation inthe number of studies per year, which presented a long-term trend of increasing volume.

    The 31 continental departments of Colombia and both the Atlantic and the Pacific oceans

    were represented in the studies, which included 98 taxonomic classes from 47 phyla.

    However, there were strong biases in taxonomic, geographic, and subject coverage. For

    instance, 75 % of studies focused on animals; and the Atlantic Ocean showed the highest

    number of studies, followed by Antioquia and Valle del Cauca departments. Genetic

    diversity and conservation were the least-studied subjects. I also found that Colombian

    researchers and Colombian institutions have played an important role in documenting the

    countrys outstanding biodiversity. However, Colombian biologists still prefer to publish

    in domestic or Latin American journals, which are mainly regional and have low inter-national visibility. The patterns I present here can have important implications for opti-

    mizing and guiding research on Colombian biodiversity, and the paper concludes with

    some recommendations.

    Keywords Bibliometrics Colombia Conservation Data base South

    America Species Taxon

    E. Arbelaez-Cortes (&)Museo de Zoologa, Departamento de Biologa Evolutiva, Facultad de Ciencias and Posgrado enCiencias Biologicas, Universidad Nacional Autonoma de Mexico, Ciudad Universitaria, 04510Mexico, DF, Mexicoe-mail: [email protected]

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    Biodivers ConservDOI 10.1007/s10531-013-0560-y

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    Introduction

    For more than 250 years, scientific information about biodiversity has been archived in

    scientific collections and published in diverse media, but only now is it becoming available

    digitally through several databases (e.g., Biodiversity Heritage Library 2012; Encyclopediaof Life 2012; Global Biodiversity Information Facility 2012). This relative ease of

    accessing biodiversity information is opening a new approach in the study of biodiversity

    (Soberon and Peterson 2004; Smith et al. 2009; Liu et al. 2011; Wheeler et al. 2012). One

    field of study that bridges this new approach is bibliometrics, which uses several quanti-

    tative procedures to analyze scientific publications, and is a useful tool for evaluating

    scientific output and identifying gaps in knowledge (Pritchard 1969; Broadus 1987;

    Glanzel et al. 2006; Liu et al. 2011; Caputo et al. 2012). For example, a recent bibliometric

    analysis revealed that global biodiversity studies became an important and dynamic field of

    environmental and ecological research in 1990, with a strong emphasis on conservation

    and a high volume of publications from institutions in the United States (Liu et al. 2011).Biodiversity is a broad unifying concept, encompassing all forms and combinations of

    natural variation at all levels of biological organization (Gaston and Spicer 2004), yet this

    variation is not randomly distributed across the globe; for example, Latin America makes a

    disproportionately large contribution to global biodiversity (Myers et al. 2000; Orme et al.

    2005; Kier et al. 2009). Latin American countries also have a bio-environmental publi-

    cation profile that focuses mainly on the biological, Earth, and space sciences (Glanzel

    et al. 2006). The scientific output of Latin American countries is related to their economic

    input, with the largest economies (i.e., Brazil, Mexico, and Argentina) having the highest

    scientific production (De Moya-Anegon and Herrero-Solana 1999; Inonu 2003; Glanzelet al. 2006; Caputo et al. 2012). While other Latin American countries have increased their

    scientific production during recent years (De Moya-Anegon and Herrero-Solana 1999;

    Bucheli et al. 2012; Caputo et al. 2012), Latin American journals remain under-represented

    in major international bibliographic databases, to the detriment of those publication efforts

    (Gomez et al. 1999; Michan 2011; Nielsen-Munoz et al. 2012).

    Documenting publication patterns of biodiversity knowledge in megadiverse countries

    is an important component of understanding global biodiversity knowledge. Likewise, as

    noted by Wilson (1984), biological knowledge has the potential to stimulate public interest

    in a countrys biodiversity, to the degree that it will be considered part of the national

    heritage. Colombia is a mid-sized country (1.1 million km2) located in northwestern SouthAmerica, with marine territory in both the Atlantic and Pacific oceans (IAvH 1998).

    Colombia is one of the worlds most megadiverse countries, appearing frequently in the top

    ranks of species richness for several taxa and probably harboring more than 10 % of global

    biodiversity (Rangel-Ch. 1995, 2006; Samper 1997; IAvH 1998; Myers et al. 2000;

    Andrade-C 2007; Bernal et al. 2007; Stiles et al. 2011; IUCN 2012a; Sistema de Infor-

    macion sobre Biodiversidad de Colombia 2013). Governmental and non-governmental

    institutions have long been aware of Colombias outstanding biodiversity, which is rec-

    ognized by several international treaties (IAvH 1998). However, Colombian biodiversity is

    not just a matter of conservation policy bound by international treaties, but also a source ofnational pride with strong connections to Colombian history, culture, and artistic expres-

    sions (Reichel-Dolmatoff 1976; Osborn 1995; Legast 2000; Saenz 2001; Morcote-Ros

    2006; Quintero 2011). Biodiversity can also be regarded as a storehouse of natural capital

    that can provide a diverse array of socioeconomic benefits (Barrett et al. 2011; Atkinson

    et al. 2012; Palmer and Di Falco 2012). A scientific understanding of Colombian

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    biodiversity is thus of critical importance, and describing patterns of biodiversity publi-

    cations can help optimize further research on Colombias outstanding biota.

    Several bibliometric and scientometric studies have examined scientific production in

    Colombia (Meyer et al. 1995; De Moya-Anegon and Herrero-Solana 1999; Anduckia et al.

    2000; Inonu 2003; Bucheli et al. 2012; Caputo et al. 2012). In particular, analyses ofColombian research in ecology and systematics describe the country as having made a

    modest contribution in comparison with other tropical countries (Michan et al. 2008;

    Stocks et al. 2008; Pitman et al. 2011). However, these studies did not include Colombian

    journals, in which publications about Colombian biodiversity are common (Arbelaez-

    Cortes 2013). Likewise, few studies have focused on analyzing Colombian biodiversity

    using bibliometric approaches. One study analyzed the number of new species described

    for Colombia over the last decade (Arbelaez-Cortes 2013), and two other studies focused

    on vertebrate taxa (Estela et al. 2010; Stevenson et al. 2010). However, there is currently

    no bibliometric analysis of Colombian biodiversity as a whole. In this paper I use an

    explicit and repeatable method to analyze bibliographic information about Colombianbiodiversity over a 22-year period (19902011) and to identify several key gaps in

    knowledge. More specifically, my aims are: I) to depict temporal trends and geographical

    patterns, II) to examine taxonomic and subject coverage, and III) to describe basic bib-

    liometric issues.

    Methods

    Data collection and classification

    To compile a bibliographical dataset about Colombian biodiversity I searched the Web of

    KnowledgeSM (all databases, including Biological Abstracts, Biosis, Current Contents

    Connect, Web of Science, and Zoological Records) of Thomson Reuters (New York,

    USA) through Universidad Nacional Autonoma de Mexico database facilities. The version

    of the Web of Science included the following editions: Science Citation Index Expanded,

    Social Sciences Citation Index, Arts & Humanities Citation Index, Conference Proceedings

    Citation Index-Science, and Conference Proceedings Citation Index-Social Science &

    Humanities. In February 2012 I performed searches in the topic field, using the word

    Colombia plus the following keywords: biodiversity, biological, biology, checklist,ecological, ecology, endemic, endemism, fauna, faunistic, flora, floristic, species, and

    taxon. I used these general keywords because I considered them to be present in a broad

    range of biodiversity studies. The topic field retrieves results from: title, abstract, authors

    key words, and the Keywords Plus of Web of Knowledge (i.e., a set of common words

    obtained from the references cited in each study). All results were saved as text files and

    compiled in a database manager. I restricted my search to the period of 19902011,

    because a recent analysis has shown that biodiversity publications worldwide increased

    dramatically after 1990 (Liu et al. 2011).

    After eliminating duplicates, my searches yielded 9,404 studies. I then used the infor-mation from each study (i.e., title and abstract) to choose only studies conducted in

    Colombian territory, or studies that were explicitly based on Colombian samples or

    specimens, including the following kinds of studies: checklists, descriptions of new taxa,

    new records or range extensions, revisions of taxonomic groups, ecology, conservation,

    natural history, morphometry, biogeography, phylogenetics, phylogeography, population

    genetics, ethnobiology, biodiversity management, and studies discussing issues of

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    conservation and access to biological information from a political, economic, or legal

    standpoint. I excluded studies conducted in other countries as well as studies with insuf-

    ficient information in the title or abstract to assign the study to Colombia with absolute

    certainty. I also excluded studies related to other fields, such as: the humanities, geology,

    paleontology, paleoecology, agronomy, aquaculture, phytopathology, biological control,veterinary, epidemiology, medicine, clinical studies of human infectious diseases, labo-

    ratory essays in pathogens, and nomenclatural accounts. After this filtering, the final

    database consisted of 5,264 studies on Colombian biodiversity. I then classified each study

    under various categories (see details below) by reviewing titles, abstracts, and (in cases in

    which abstracts and titles contained little information and the entire paper of the study was

    accessible to me) the main text (N= 1,320). I dedicated approximately 3 min to reviewing

    and classifying each study.

    Each study was first classified by study subject, using six overlapping major subjects.

    Thus, one study could correspond to more than one subject, but each subject was analyzed

    independently. The six subjects were: I) Taxa lists: locality, regional, or countrychecklists, taxonomic revisions that included Colombian specimens, and some ecological

    studies reporting checklists of genera or species assigned to a defined landscape/locality or

    to an explicit ecological interaction (e.g., parasites from mammal species). II) New taxa:

    studies including descriptions of new varieties, subspecies, species, and genera. Studies

    which suggested but did not formally describe new species were not included in this

    subject. Additionally, for each study in this subject I counted the number of new taxa

    described and recorded their taxonomic category. III) New records: studies including

    explicit reports of a taxon in a locality where it was not previously known. These studies

    included both new records for Colombia and range extensions within the country. Whilenew species can also be considered as new records I did not include them in this subject.

    IV) Conservation: studies dealing explicitly with the conservation or management of a

    particular species, ecosystem, or landscape. Studies on general issues related to conser-

    vation in the country were also included in this subject. V) Genetic diversity: studies

    using any molecular or genetic marker (e.g., DNA sequences, AFLPs, microsatellites,

    allozymes, or chromosomes) to analyze intraspecific variation. VI) Other: I used this

    subject to group a heterogeneous set of studies dealing with different issues, such as natural

    history, ecology, biological interactions, biogeography, taxonomy, systematics, morpho-

    metric variation, reproductive biology, and development. A detailed classification of this

    set of studies into their specific subjects would require a detailed review of each study,which was beyond of the scope of this work. Examples of studies assigned to each subject

    can be provided upon request.

    Each study was then classified by its geographic location. I recorded the department

    (i.e., first administrative level in Colombian political division) or ocean where the study

    was carried out. I designated studies on marine ecosystems and islands to the ocean where

    they were conducted. In this way, studies from San Andres and Providence department, a

    Colombian Caribbean archipelago, were recorded as Atlantic Ocean, while studies from

    the Malpelo and Gorgona islands were recorded as Pacific Ocean. General studies (e.g.,

    national taxa checklists or conservation analyses on a country scale), and studies conductedin more than two departments were defined as: Colombia. For studies conducted in two

    departments I recorded both departments and analyzed them independently. When infor-

    mation about the location of a study was not available I scored it as not indicated.

    Likewise, when locality information was not clear in a study (e.g., mention of just one

    locality in Colombia without another geographic reference), it was classified as not clear.

    I used this geographic classification by department because it was available for the

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    majority of the studies. Additionally, several Colombian academic and conservation/

    management institutions (e.g., universities and corporaciones regionales) are circum-

    scribed to departments and focus their activities at that level.

    Studies were also classified by the taxon examined. I used high taxonomic ranks

    (kingdom, phylum, and class), as defined by the Catalogue of Life (Bisby et al. 2011), andascribed each study to the respective taxon included. Studies dealing with species from

    different classes, phyla, or kingdoms were defined as several and studies with broader

    issues (e.g., general issues about conservation or land cover analyses) were defined as not

    applicable.

    At this point I consider it necessary to clarify the reasons for including some studies

    focused on humans among the results. Several issues of human biology are studied by

    particular disciplines such as history, medicine, economy, anthropology, and in general

    what is known as social sciences; and none of these were included in the database. Other

    issues, however, are still in the domain of biology. For instance, ethnological knowledge of

    natural resources is studied by ethnobiology, genetic variation in human populations is partof population genetics and evolutionary biology, and the study of human impacts on

    ecosystems and the policy issues related to them fall into the context of conservation

    biology. These three kinds of human-related studies were included in the database. For the

    taxonomic classification of studies, only population genetic studies of humans were

    classified as Mammals. Studies focused on the conservation of a particular taxon were

    assigned to that taxon, while ethnobiology and other conservation studies were given the

    taxonomic classification of several or not applicable because of the broad scope of such

    works.

    Assessment of omission error

    Studies like this one, which are based on keyword searches in major databases, always

    suffer from some degree of omission error (i.e., the number of studies identified by the

    search is less than the number of existing studies). This error can be caused by the absence

    of some journals in the databases and by the absence of some studies in the search results

    due to inappropriate or incomplete keywords. While this kind of error can strongly bias the

    results of bibliometric studies, it is rarely discussed (Lorini et al. 2011). Another kind of

    error, the overestimation of the scientific production, was minimized because I filtered each

    study by examining the information in the title and abstract (see above). Here, I describethree different ways in which I measured the omission error of my database.

    First, I contacted 85 researchers via e-mail, including both Colombian researchers (from

    different institutions) and foreign researchers associated with Colombian institutions. I

    asked each researcher to supply five to ten references of scientific papers that he or she

    considered to qualify as studies of Colombian biodiversity published during the period

    19902011. I created a secondary list consisting of these references plus additional

    references that I had classified as studies of Colombian biodiversity before the database

    search. Then, I searched for all references of the secondary list in my database and

    defined the omission error as the percentage of secondary list references not included inmy database. All omitted references were classified in the same way as references in my

    database in order to check for any conspicuous bias of those references and the studies

    included in my database.

    Second, I used the information presented in a recent study of all papers based on field

    work in the Andes and Amazon published between 1995 and 2008 in Biotropica and

    Journal of Tropical Ecology (Pitman et al. 2011). I searched the studies included in my

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    database for the same period in those two regions and in both journals. After comparing my

    numbers with the numbers in Pitman et al. (2011), I considered the differences a second

    measure of omission error for my database.

    Third, following a recommendation of one reviewer, I performed a search in the Web of

    Science of studies published from 1990 to 2011 and including Colombia in the topic, andthen filtered them by the sub-category biodiversity conservation. This search retrieved

    166 studies, but the titles of several studies made it clear that they were conducted in

    another country or focused on paleontology. After removing them, 126 studies remained. I

    searched for these in my database and considered the difference as a third measure of

    omission error.

    Data analyses

    I used the information from the 5,264 studies to address questions related to four main

    issues. First, I used bar graphs and three-year mean tendency lines to describe the temporaltrends in the number of studies per year for the complete dataset and for each subject

    dataset independently. Additionally, I divided the complete dataset into four five-year

    periods (19901994, 19951999, 20002004, and 20052009) to test whether there were

    differences in the number of studies published per year, using a KruskalWallis ANOVA

    followed by a MannWhitney pairwise comparison.

    Second, I quantified the taxonomic coverage of studies about Colombian biodiversity by

    tallying the frequency of the major taxonomic ranks. Studies ascribed to several or not

    applicable were excluded (N= 635). To quantify trends in research on different taxo-

    nomic classes I recorded the subjects of the studies conducted for each taxonomic classwhich included more than nine studies (N= 4,444).

    Third, I used the department where each study was conducted to explore the geographic

    distribution of studies on Colombian biodiversity. I analyzed all studies with location

    information (N= 3,169), excluding studies ascribed to Colombia, not indicated, and

    not clear. Studies conducted in two departments were counted twice, once for each

    department. Additionally, I calculated the Simpson diversity index for each department,

    using PAST (Hammer et al. 2001), considering the number of studies for each taxonomic

    class. Because this index is sensitive to the most common taxa, low values could indicate

    which Colombian departments have a publication bias toward one or a few taxonomic

    classes. I then used ArcGis 9.3 (ESRI 2009) to assign the total number of studies, and thenumber of studies by subject, to the respective department or ocean. I classified these

    results into five categories using natural breaks. I used this method to categorize the

    departments because my data were not normally distributed (ShapiroWilk test, all

    W\ 0.93, all P\ 0.05). I also depicted geographical trends of studies in botany, ento-

    mology, and vertebrate zoology, using taxa that are the focus of such disciplines. I used

    ArcGis 9.3 (ESRI 2009) to assign the total number of studies in each of these three

    disciplines to the respective department, classifying these results into five categories using

    natural breaks, because my data were not normally distributed (ShapiroWilk test all

    W\0.9 all

    P\0.01). I also examined studies conducted in two departments to analyzewhether neighboring departments were more frequently studied together than distant

    departments.

    Fourth, continental Colombia is typically divided into five broad regions: Amazon,

    Andean, Caribbean, Orinoquia, and Pacific, and the numbers of species of both vertebrates

    and plants are available for these regions (Rangel-Ch. 2006; Sistema de Informacion sobre

    Biodiversidad de Colombia 2013). Therefore, in order to identify regions which are under-

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    researched in relation to their species richness I grouped vertebrate and plant studies per

    department in each of the five regions, as indicated in Table 1. Because the Cauca, Narino,

    and Valle del Cauca departments include significant territory in both the Pacific and

    Andean regions, I reviewed the studies assigned to these departments to determine in

    which region they were conducted.Fifth, I reviewed the journals included in my database and selected the ones with more

    than 22 studies (i.e., journals with at least one study per year), and then assessed the

    taxonomic coverage of each journal to depict basic bibliometric patterns of publications

    about Colombian biodiversity. Additionally, I analyzed the words included in the abstracts

    (N= 4,223 abstracts) using ConcApp V5 software (Greaves 2008), which provides several

    utilities for text analysis. I extracted the ten most common words by year to check for

    evidence of changes in researcher emphasis over time. I also examined the context in

    which those common words were used. Additionally, I grouped abstracts according to the

    three major disciplines (i.e., botany, entomology, and vertebrate zoology) to explore how

    researchers in different disciplines communicate their findings about biodiversity inColombia. I also analyzed the abstracts and grouped them into mainland (excluding studies

    defined as Colombia) and marine studies to test for differences in the focus of researchers

    in the two ecosystems. For these latter analyses I extracted the twenty most common words

    using ConcApp V5 (Greaves 2008). Once word counts were obtained, I excluded common

    words such as prepositions, articles, pronouns, some verbs, and numbers (e.g., to, from,

    the, of, we, are, was, two, three).

    Sixth, bibliometric studies usually include analysis of the institutional affiliation of the

    authors to depict geographic patterns of research institutions and collaboration among them

    (Glanzel et al. 2006; Stocks et al. 2008; Liu et al. 2011). However, institutional informationis only available for searches conducted directly in the Web of Science database (i.e., full

    Table 1 Number of studies on Colombian vertebrates and plants (19902011) for each major region

    Region Departments included Vertebrates Plants

    Studies Species Studiesperspecies

    Studies Species Studiesperspecies

    Amazon Amazonas, Caqueta, Guainia,Guaviare, Putumayo, andVaupes

    110 1,903 0.058 86 5,300 0.016

    Andean Antioquia, Boyaca, Caldas,Cauca*, Cundinamarca, Huila,Narino*, Norte de Santander,Quindo, Santander, Risaralda,Tolima, and Valle del Cauca*

    505 2,019 0.250 208 11,500 0.018

    Caribbean Atlantico, Bolvar, Cesar,Cordoba, La Guajira,Magdalena, and Sucre

    136 1,289 0.106 48 3,151 0.015

    Orinoquia Arauca, Casanare, Meta,Vichada

    80 1,527 0.052 15 2,692 0.006

    Pacific Cauca*, Choco, Narino*, andValle del Cauca*

    86 1,491 0.058 56 4,525 0.012

    Data on species number per region are from Rangel-Ch. (2006) and Sistema de Informacion sobre Bio-diversidad de Colombia (2013). Departments included in each region are indicated and asterisks indicatedepartments with significant territory in two regions

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    record option), and not in searches conducted in the broader Web of Knowledge. Besides,

    analyses based on institutional affiliations do not reflect researcher nationality (Stocks et al.

    2008). Therefore, in order to explore the nationality of the authors contributing to biodi-

    versity research in Colombia I used ConcApp V5 (Greaves 2008) to extract the 100 most

    common surnames in the author field of my database. Afterwards, I searched for those100 surnames in an online list of Colombian surnames (Genealogas de Colombia 2010). I

    considered the proportion of the top 100 author surnames identified as Colombian sur-

    names as a proxy of the contribution of Colombian researchers to biodiversity knowledge

    of the country. I am aware that this measure is based in the assumption that authors with

    such surnames are Colombian citizens. However, this assumption is plausible because I

    analyzed only studies about Colombia, several of them published in Colombian or Latin

    American journals (see below). I also applied my personal knowledge of the authors

    publishing on Colombian biodiversity, combined with specific queries to my database, to

    identify authors with high production and those assigned erroneously as Colombian or

    foreign according to the online list of Colombian surnames (Genealogas de Colombia2010).

    Results

    My database comprised 5,264 studies on Colombian biodiversity published during the

    years 19902011, in 849 journals and 72 symposia and conferences. These studies included

    information about 98 taxonomic classes of 47 phyla ascribed to Animalia (3,947 studies),

    Archaea (1), Bacteria (32), Chromista (12), Fungi (115), Plantae (810), Protozoa (55), andViruses (29). Additionally, 169 studies considered several kingdoms, while 97 were not

    taxon-specific. The studies were conducted in Colombias 31 continental departments and

    in both oceans, with 1,759 studies classified as Colombia and 337 as not indicated or

    not clear. The secondary list of 280 references provided by 29 researchers from 17

    institutions in five countries included 37 studies that were not present in my database (an

    omission error of 13 %), but I did not find any conspicuous bias in the coverage of those

    omitted references (see below). The second and third omission errors were lower: 9 and

    9.6 %, respectively.

    There was considerable variation in the number of studies per year, with a general trend

    towards an increase in the number of studies through time (Figs. 1, 2). Differences in thenumber of studies among five-year periods were significant (Fig. 1, KruskalWallis

    Anova: P = 0.0005, MannWhitney pairwise comparisons: all P\ 0.05). The number of

    studies per year grew from 64 in 1990 to a peak of 426 in 2008, but declined during

    20092011 (Fig. 2). A continuous growth rate was evident only for the subjects taxa lists,

    new records, and other, while the remaining subjects showed noticeable oscillations.

    The other and new taxa subjects accounted for the highest number of studies, 2,173 and

    1,536 respectively, while conservation and genetic diversity accounted for only 460 and

    287 studies, respectively. The new taxa subject included studies describing 2,646 new

    taxa (50 genera, 2,490 species, 98 subspecies, and 8 varieties). Additionally, 24 new taxawere mentioned but not formally described.

    Studies were biased toward animals (75 %), and other taxa were represented by few

    studies. Only 29 taxonomic classes had more than nine studies (Table 2) while 38 classes

    were represented by just one or two studies. Insecta (1,564 studies) was the most studied

    class, followed by Magnoliopsida and by the five classes of the phylum Chordata

    (Table 2). The remaining 22 classes comprised only 17.3 % of the studies. Taxonomic

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    coverage of each subject (Table 2) was similar to the major pattern depicted by the total set

    of studies. However, conservation studies focused on some classes of Animalia and

    Plantae, with 48 % of studies conducted on Aves and Mammalia. By comparison, the

    genetic diversity subject included a high number of studies of classes such as Sorda-

    riomycetes and Trypanosomatidae, taxonomic groups that were poorly represented in other

    subjects.

    The number of studies for each Colombian department and ocean varied broadly (from

    9 to 448 studies, N= 3,169; Fig. 3). The most studied category ([208 studies) included

    the Atlantic Ocean with 448 studies, followed by Antioquia (286 studies), Valle del Cauca

    (285) and Cundinamarca (270). The second category (154207 studies) included Ama-

    zonas in southern Colombia, the Pacific Ocean, and Magdalena in the north. The following

    two categories (43153 studies) comprised mainly departments from the west (Pacific

    region) and from central Colombia (Andean region). The least-studied category (\43studies) comprised 14 departments (almost one half of Colombia), some located in the east

    and south (Orinoquia and Amazon regions) and others in the north (Caribbean region).

    Analyses by subject showed a similar geographic pattern. However, Valle del Cauca and

    Cundinamarca dropped to a less-studied category for one or two subjects (e.g., conser-

    vation, genetic diversity, and new records), while other departments such as Boyaca,

    Choco, Narino, and Santander moved up in the ranking for some subjects (e.g., conser-

    vation and new taxa). Studies conducted in two departments (N= 214) were more

    common (69 %) between neighboring departments. The Simpson diversity index indicated

    that Valle del Cauca and Cundinamarca, both at the top of the total number of studies,

    dropped to lower ranks. This is related to a bias towards studies of Insecta, which

    accounted for 88 and 129 studies, for Cundinamarca and Valle del Cauca, respectively

    (Fig. 4).

    The analysis of the three major disciplines (Fig. 4) showed a similar pattern as that

    already described for the Colombian mainland. For instance, Antioquia and Cundinamarca

    appeared at the top in two disciplines, and Amazonas and Valle del Cauca were in the first

    Fig. 1 Box plot depicting thenumber of studies on Colombianbiodiversity per year, for four5-year periods

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    rank in one discipline and in the second category for the other two disciplines. Magdalena

    and Narino appeared in the second category for two disciplines, while several departments

    in the east and north were always at the bottom of the ranking. The analysis by region

    (Table 1) showed that vertebrates were better studied than plants in all of the five

    Colombian regions, both in total number of papers and when study number was corrected

    by species richness. In the Andes, the most studied region for both taxa, I calculated that

    there was one study per four vertebrate species while this value was as low as one study per

    56 plant species.

    The analysis of the 37 omitted references revealed no bias in their coverage. For

    instance, they included 13 Colombian departments and both oceans, plus other studies

    classified as Colombia and not indicated. Taxonomically, they included animals in 25

    Fig. 2 Temporal patterns of the number of studies per year on Colombian biodiversity (19902011) for theentire dataset and for six subjects (taxa lists, new taxa, new records, conservation, genetic diversity, andother). The total number of studies for each year is indicated above each bar. The red line depicts a 3-yearmean tendency. (Color figure online)

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    Table2

    Numberof

    studiesonColombianbiodiversity(19902011)foreachofthetaxonomicclassesincludedineachs

    tudy

    Taxa-kingdom

    Taxa-phyla

    Taxa-class

    Total

    Taxalists

    Newtaxa

    Newrecords

    Conservation

    Geneticdiversity

    Other

    Animalia

    A

    nnelida

    Clitellata

    36

    14

    5

    3

    1

    0

    25

    Animaia

    A

    rthropoda

    Arachnida

    151

    45

    73

    19

    1

    0

    44

    Animalia

    A

    rthropoda

    Branchiopoda

    10

    2

    3

    2

    0

    1

    4

    Animalia

    A

    rthropoda

    Insecta

    1,564

    471

    685

    184

    41

    67

    452

    Animalia

    A

    rthropoda

    Malacostraca

    136

    42

    57

    30

    1

    1

    30

    Animalia

    A

    rthropoda

    Maxillopoda

    13

    5

    4

    2

    0

    0

    4

    Animalia

    C

    hordata

    Actinopterygii

    371

    89

    72

    38

    17

    9

    206

    Animalia

    C

    hordata

    Amphibia

    245

    47

    110

    15

    21

    2

    102

    Animalia

    C

    hordata

    Aves

    426

    109

    24

    104

    75

    5

    203

    Animalia

    C

    hordata

    Elasmobranchii

    32

    5

    2

    10

    2

    0

    14

    Animalia

    C

    hordata

    Mammalia

    339

    58

    22

    23

    58

    57

    189

    Animalia

    C

    hordata

    Reptilia

    159

    22

    31

    11

    16

    7

    106

    Animalia

    C

    nidaria

    Anthozoa

    53

    13

    5

    3

    10

    2

    37

    Animalia

    M

    ollusca

    Bivalvia

    27

    1

    2

    2

    3

    1

    21

    Animalia

    M

    ollusca

    Gastropoda

    59

    12

    28

    8

    1

    2

    18

    Animalia

    N

    ematoda

    Secernentea

    19

    3

    8

    4

    0

    3

    10

    Animalia

    Platyhelminthes

    Trematoda

    17

    4

    8

    7

    0

    0

    6

    Animalia

    Porifera

    Demospongia

    e

    15

    1

    6

    0

    0

    0

    10

    Fungi

    A

    scomycota

    Lecanoromyc

    etes

    14

    5

    2

    5

    0

    1

    6

    Fungi

    A

    scomycota

    Sordariomycetes

    22

    0

    7

    1

    0

    15

    6

    Fungi

    B

    asidiomycota

    Agaricomyce

    tes

    41

    11

    19

    8

    0

    2

    11

    Plantae

    B

    ryophyta

    Bryopsida

    14

    4

    1

    9

    0

    0

    2

    Plantae

    M

    agnoliophyta

    Liliopsida

    151

    27

    70

    16

    8

    3

    50

    Plantae

    M

    agnoliophyta

    Magnoliopsid

    a

    428

    62

    223

    17

    19

    36

    145

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    Table2

    continued

    Taxa-kingdom

    Taxa-phyla

    Taxa-class

    Total

    Taxalists

    Newtaxa

    Newrecords

    Conservation

    Geneticdiversity

    Other

    Plantae

    M

    archantiophyta

    Jungermanniopsida

    14

    5

    5

    3

    1

    0

    5

    Plantae

    Pteridophyta

    Filicopsida

    29

    7

    14

    5

    1

    0

    8

    Protozoa

    A

    picomplexa

    Notassigned

    12

    0

    0

    0

    0

    12

    0

    Protozoa

    Euglenozoa

    Trypanosoma

    tidae

    19

    0

    1

    0

    0

    16

    4

    Viruses

    N

    otassigned

    Notassigned

    28

    0

    0

    1

    0

    14

    14

    Dataarepresentedfo

    rthetotaldatasetandforsixsubjects

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    studies and plants in six studies. The remaining six studies were classified as not appli-

    cable. Most corresponded to the other and taxa lists subjects. Chronologically, they

    included studies published in most years from 1990 to 2011. Finally, 13 of those studies

    were from Colombian journals, some of which were not included in the Web of Knowledge

    database.While 849 journals were represented in my database, studies on Colombian biodiversity

    were concentrated in a few journals. Only 32 journals included more than 22 studies (Table 3

    in Appendix), while 590 included just one or two studies. The 32 top journals accounted for

    46.7 % of studies. The top ten journals (Table 3 in Appendix) included seven Colombian

    journals, of which Caldasia was by far the most important both in number of studies and in

    taxonomic and subject coverage. The journals Zootaxa, Revista Colombiana de Entomo-

    loga, and Revista de Biologa Tropical were the next most important, with the latter showing

    the broadest taxonomic and subject coverage after Caldasia. Half of these 32 top journals

    were indexed in the 2011 Web of Science with an impact factor. The two journals with the

    highest impact factor were Biotropica and Memorias do Instituto Oswaldo Cruz, but theyranked only 19th and 20th in number of publications on Colombian biodiversity. The

    majority of these listed journals (Table 3 in Appendix) focused on Animalia, including

    seven focused on Insecta and four on Aves. Of those 32 journals, seven included studies up

    until 2010, in spite of publishing volumes in 2011.

    The most common words in the abstracts for every year were: species, Colombia,

    described, and new. The word species was used in different contexts, such as

    descriptions of new species, reports of species counts, and descriptions of the natural

    history of a particular species. The words new and described were most commonly

    related to the description of new taxa. The other six common words varied among years butin general were similar to the previous ones (e.g., sp., genus, Colombian, nov., and

    illustrated). Only a few words showed some trend. For example, Brazil was common

    during the first half of the 1990s and then disappeared; forest appeared during 8 years and

    was constant from 1997 to 2001, then disappeared and was common again in 2010.

    Species, Colombia, and new were also among the most common words for major

    disciplines and mainland and marine studies (Table 4 in Appendix). However, the latter

    analyses showed other noteworthy results. For instance, both botany and entomology

    showed other Latin American country names as common words, sharing Ecuador and

    Peru, while botany and vertebrate zoology shared Andes. Mainland and marine studies

    shared half of their common words, but exclusive words were illustrative of the focus ineach main ecosystem (Table 4 in Appendix).

    Most author surnames (87 of the top-100 list, see Table 5 in Appendix) were identified

    as Colombian according to the list of surnames consulted. However, G. Kattan, a prolific

    Colombian biologist and a well-known leader in research on Colombian biodiversity, did

    not appear as Colombian in the list of Colombian surnames. In contrast, the list identified

    as Colombian the surnames Johnson and Brown, which in this case correspond to foreign

    researchers (e.g., K. Johnson, W.C. Johnson, C.D. Johnson, J.L. Brown, and J.W. Brown).

    J. J. Jimenez and M. Ruiz-Garca are productive Spanish authors who were also identified

    as Colombian, and the latter is associated with a Colombian university. T. Defler, J.D. Lynch, and F. G. Stiles are other productive foreign researchers working at Colombian

    institutions. My analysis was also useful for identifying Colombian authors who have

    contributed large bodies of work on Colombian biodiversity, including: A. Acero, R.

    Alvarez-Leon, G. Amat-Garca, N.E. Ardila, I. Armbrecht, E.E. Bejarano, J. Betancur, R.

    Benal, R. Botero-Trujillo, A. Cadena, C.D. Cadena, M.R. Campos, J. Cavelier, P. Chacon,

    L.M. Constantino, F. Escobar, F. Fernandez, E. Florez, C.B. Garca, J. Garzon-Ferreira, D.

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    Giraldo-Canas, R. Gonzalez, V.H. Gonzalez, J.A. Maldonado-Ocampo, L.G. Naranjo, G.

    Nates-Parra, V.P. Paez, L.C. Pardo-Lorcano, C. Roman-Valencia, P.R. Stevenson, P.M.

    Ruiz-Carranza, J.A. Salazar, O.D. Solano, S. Zea, and M. d. C. Zuniga.

    Discussion

    The 5,264 studies on Colombian biodiversity compiled in this study represent the broadest

    bibliographic, subject, and taxonomic coverage of any bibliometric study on biodiversityfor a Neotropical country. This is mostly because other studies focused on particular

    regions, taxa, subjects, or journals, or used a less comprehensive database (Cortes and

    Nielsen 2002; Pitman et al. 2007; Michan et al. 2008; Stocks et al. 2008; Estela et al. 2010;

    Stevenson et al. 2010; Liu et al. 2011; Pitman et al. 2011; Nielsen-Munoz et al. 2012;

    Arbelaez-Cortes 2013). For instance, a study of global patterns of biodiversity publications

    did not include Colombia among the most productive countries, despite having gathered

    information for a broader period (19002009), and listed ten countries with fewer than

    1,000 studies (Liu et al. 2011). This probably reflects differences in data collection

    methods. Despite those differences, it is possible to compare my results, to some extent,

    with other studies.The number of studies on Colombian biodiversity for the period 19902011 is relatively

    high, considering that Colombia spends only 0.15 % of its Gross Domestic Product (GDP)

    on research and development while countries with the highest scientific production spend

    over 2 % (The World Bank2012). However, Colombian scientific production is still below

    the expected output according to its GDP (De Moya-Anegon and Herrero-Solana 1999;

    Inonu 2003). Biodiversity publications represent around 30 % of Colombian scientific

    production (E. Arbelaez-Cortes unpublished data), which is similar to the proportions

    reported for other Latin American countries (Glanzel et al. 2006; Caputo et al. 2012).

    Fig. 4 Geographic patterns of the number of studies on Colombian biodiversity (19902011) for eachdepartment according to three major disciplines

    Fig. 3 Geographic patterns of the number of studies on Colombian biodiversity (19902011) and theSimpson diversity index for each department and ocean. Number of studies is presented for the total datasetand for six subjects (taxa lists, new taxa, new records, conservation, genetic diversity, and other). Insetmapdepicts the location of Colombia in South America

    b

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    The increasing number of studies per year is not an idiosyncratic characteristic of

    Colombia, but rather reflects changes in the international research landscape (De Moya-

    Anegon and Herrero-Solana 1999; Glanzel 2001; Michels and Schmoch 2012), particularly

    in the growth rate of biodiversity publications over the last two decades (Liu et al. 2011),

    and is similar to the pattern found for Venezuela (Caputo et al. 2012). However, mydatabase indicated a decrease of studies by 2011. This could be related to a methodological

    bias, since my search was conducted in February 2012, and some journals probably had not

    fully updated their 2011 volumes at that time.

    Publications on Colombian biodiversity covered several subjects. However, the subject

    other accounted for the highest number of studies. Because other was a subject com-

    prising several kinds of studies, a detailed classification of these studies could be more

    informative, and deserves further attention. With regard to the new taxa subject, I found

    that at least 2,490 new species were described in Colombia between 1990 and 2011. It has

    been shown that the number of studies describing new species has increased both globally

    and in Latin America (Michan 2011; Costello et al. 2013). In fact, descriptions of newspecies in Colombia grew from the year 2000 to 2009, and averaged 0.73 % of all new

    species in the world, but there was ample variation among taxa (0.069.59 %, Arbelaez-

    Cortes 2013). Another notable result is that departments with the largest cities in the

    country (i.e., Bogota, Cali, and Medelln) account for the most studies describing new taxa.

    In fact, the most recent new bird species (Thryophilus sernai, Lara et al. 2012) was

    described from a locality less than 50 km from Medelln. This indicates that there is a large

    number of unknown species even in the best-studied regions of Colombia, implying that

    the species numbers that make Colombia a megadiverse country are still low in comparison

    with their real numbers. One aim of biodiversity research is to describe ten million speciesin less than 50 years (Wheeler et al. 2012); therefore, a large portion of the international

    resources assigned to complete the global biodiversity inventory must be allocated to

    megadiverse countries such as Colombia in order to increase the rate of new species

    description.

    While studies in the taxa lists and new records subjects are basic and descriptive,

    they are important for documenting biodiversity at local and regional scales, and offer key

    support for conservation initiatives. Moreover, species lists can be used as data sources for

    more general studies (e.g., Kattan and Franco 2004; Kattan et al. 2004; Patten and Smith-

    Patten 2008; Bass et al. 2010). However, despite the high number of descriptive studies,

    the basic documentation of biodiversity is still poor for several Colombian departmentsand for different taxa. Studies on conservation in Colombia focused on a few taxonomic

    classes, reflecting the taxonomic bias in global conservation (IUCN 2012b), and most of

    the territory had few publications. Additionally, studies on conservation in Colombia

    represented only 9 % of the database, in contrast to a global analysis indicating that

    conservation held a central position in biodiversity studies (Liu et al. 2011). Finally, studies

    on genetic diversity showed a bias towards taxa related to infectious diseases, taxa of

    economic importance, and humans (which comprise one half of mammal studies in this

    subject).

    The most conspicuous characteristic of the taxonomic coverage of Colombian studies isthat studies of Animalia outnumber those of Plantae. This same result had been already

    reported for Costa Rica (Nielsen-Munoz et al. 2012) and for studies about systematics in

    Latin America (Michan et al. 2008). While Plantae ranks second among taxa reporting the

    most descriptions of new species for Colombia, they only represent 1.25 % of species

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    described for the world, a proportion that is lower than the proportion represented by new

    Colombian vertebrate taxa (Arbelaez-Cortes 2013). The low number of studies of Plantae

    is even evident when compared with studies of vertebrates. The relatively few publications

    on Plantae over the last two decades is rare and merits further analyses, because Colombia

    has an outstanding flora, almost two million herbarium specimens, and a long tradition inbotany (Daz 1991; Bernal et al. 2007).

    The most notable feature in the geographic distribution of studies on Colombian

    biodiversity is the high rank of the Atlantic Ocean. This parallels the results of

    Miloslavich et al. (2010), suggesting that biodiversity of Colombian Atlantic Ocean was

    well represented in Caribbean marine biodiversity databases. The Pacific Ocean showed

    fewer publications than the Atlantic, probably due to the relatively more easy access to

    the second region. Besides, my word count analysis suggested that marine studies were

    biased toward coral reefs, which are more common and species rich in the Colombian

    Atlantic Ocean (Garzon-Ferreira and Pinzon 1999; Reyes 2000). However, a biblio-

    graphic analysis of marine birds (Estela et al. 2010) indicated a greater number ofstudies in the Pacific Ocean, implying that the pattern presented here could change

    depending on the taxa analyzed. It is worth noting that the high rank of both

    Colombian maritime territories is the result of comparing them to continental depart-

    ments. When all continental studies are clumped they comprised 79 % of all studies,

    leaving only 21 % for marine studies (including islands). Other bibliometric studies

    have reported for Revista de Biologa Tropical that 27 % of studies are on marine

    biodiversity (Cortes and Nielsen 2002; Nielsen-Munoz et al. 2012), while analyses of

    particular disciplines have shown that marine organism are underrepresented (517 %)

    in comparison with mainland organisms (Hampe and Petit 2005; Beheregaray 2008).Also, journals that focus on marine ecosystems are poorly represented among the most

    active journals publishing on global biodiversity (Liu et al. 2011). Therefore, the

    proportion of studies on marine biodiversity in Colombia falls into the expected range

    for the marine ecosystem.

    The geographic patterns found for continental Colombia were expected because the

    highest numbers of studies were from departments that harbor the most productive

    academic institutions (Meyer et al. 1995; Anduckia et al. 2000; Bucheli et al. 2012).

    However, other departments such as Amazonas, Choco, and Magdalena ranked highly

    for several subjects. Those departments are of particular interest for biodiversity

    research because they harbor extensive areas covered by forests of extraordinary speciesrichness or endemism (Faber-Langendoen and Gentry 1991; Duivenvoorden 1994;

    Lynch 2005; Bass et al. 2010; Forero-Medina and Joppa 2010). In contrast, several

    departments in eastern and southeastern Colombia presented few studies. This is

    probably a consequence of the difficult access of these areas or the high number of

    armed actions there (Franco et al. 2006; Vicepresidencia de la Republica de Colombia

    2008, Regalado 2013). In fact, some studies have discussed the relationship between

    Colombias armed conflict and its biodiversity (Davalos 2001; Alvarez 2002; Fjeldsa

    et al. 2005; Lynch and Arroyo 2009; Stevenson et al. 2010). The low number of

    studies in northern departments could be caused by a focus there on marine research. Instudies involving two departments I found that neighboring departments were more

    common, suggesting that they are studied together probably because the ecosystem or

    taxon under study ranges across the area.

    It is clear that the number of studies presented here should be considered as a minimum

    of the total scientific production on Colombian biodiversity, due to the omission error of

    my database and because of the several studies that I assigned to general definitions (e.g.,

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    location = Colombia and Class = several). However, the omission error estimates

    suggest that my results are close to the total number of studies. I am aware that there is a

    large volume of information on Colombian biodiversity in several books that could fill

    some of the taxonomic, geographical, or subject gaps (e.g., Rangel-Ch. 1995; IAvH 1998;

    Rangel-Ch. 2000; Ardila et al. 2002; Calderon et al. 2002; Rangel-Ch. 2004; Chaves andSantamara 2006; Garca and Galeano 2006; Amat-G et al. 2007; Rangel-Ch. 2008; Ro-

    mero et al. 2008; Rangel-Ch. 2009, 2010). However, books were not included in the data

    source that I used, and I did not find another way to conduct an explicit and reproducible

    methodology to analyze book references. Other than books, gray literature is another

    source of biodiversity information in tropical countries (Pitman et al. 2007; Estela et al.

    2010; Stevenson et al. 2010; Corlett 2011), but such documents are neither visible/

    accessible nor easily citable.

    Despite the high volume of publications on Colombian biodiversity, the majority of this

    information remains in journals that have low to no impact factor; a fact that is clearly

    detrimental to the visibility of these works. As documented for Brazilian scientists (Glanzelet al. 2006), Colombian biologists still prefer to publish in domestic and regional journals.

    Latin American journals are under-represented in international databases, partially because

    of language and financial reasons (Gomez et al. 1999; Michan 2011). Therefore, the

    scientific community must read and cite Latin American journals (several of them are open

    access), which include a lot of information from a region of incomparable biodiversity.

    Another feature of Colombian biodiversity publications is that none of the top journals

    identified here are among the top journals identified in a global assessment of biodiversity

    publications (Liu et al. 2011). As previously noted, this could be explained by methodo-

    logical differences, but probably also indicates that Colombian biodiversity research is outof the mainstream of the field. However, several good examples of research on Colombian

    biodiversity dealing with topics of broad interest have been published in top-level journals

    (e. g., Andrade and Rubio-Torgler 1994; Duivenvoorden 1994; Arango-Velez and Kattan

    1997; Bernal 1998; Cavelier et al. 1998; Cavelier and Tobler 1998; Garca et al. 1998;

    Renjifo 1999; Restrepo et al. 1999; Restrepo and Vargas 1999; Valenzuela 2000; Renjifo

    2001; Luddecke 2002; Zapata and Herron 2002; Armbrecht et al. 2005; Etter et al. 2005;

    Numa et al. 2005; Rodriguez-Buritica et al. 2005; Arbelaez-Cortes et al. 2007; Camargo

    et al. 2009; Muriel and Kattan 2009; Castellanos-Galindo et al. 2010; Etter et al. 2011;

    Stevenson 2011).

    The role of megadiverse countries in advancing the knowledge of their own bio-diversity seems to be increasing, as documented by the increase in taxonomists based

    in South America and Asia (Costello et al. 2013). A remarkable feature of publications

    about Colombian biodiversity is that they are dominated by authors with Colombian

    surnames (probably Colombian citizens), as well as foreign researchers affiliated with

    Colombian institutions. This feature is shared with Brazil, Mexico, and the Madre de

    Dios department of Peru, where lead authors of ecological or biodiversity studies,

    tended to belong to local institutions; the pattern stands in contrast, however, to results

    from Costa Rica and Panama, where publications have mainly been written by authors

    from foreign institutions (Pitman et al. 2007; Stocks et al. 2008; but see Nielsen-Mun

    ozet al. 2012). This result could indicate a consolidation of biodiversity research around

    Colombian scientists and institutions, and is a good sign which indicates that biodi-

    versity is a mature field of Colombian science. Nevertheless, a precise quantification

    of the contribution of Colombia to the knowledge of its own biodiversity deserves an

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    analysis based on institutional affiliation (e.g., Glanzel et al. 2006; Stocks et al. 2008;

    Liu et al. 2011).

    Finally, my results suggest some recommendations for improving the documentation

    of knowledge about Colombian biodiversity. This could be addressed by two different,

    but complementary, approaches: first, publishing more and in more visible journals;and second, conducting more research on particular targets. The first approach is rel-

    atively less expensive than the second, and could quickly increase publication volume

    in coming years, continuing the trend depicted here. While precise numbers are not

    available, the grey literature (i.e., theses and technical reports), laboratory and field

    notebooks, and scientific collections (some with data available through internet) are

    other sources of data about Colombian biodiversity. The use of these already-collected

    data to generate published studies is a priority. In fact, there are examples in which

    combining such data with the published literature has generated information at local,

    departmental, and regional scales (Bass et al. 2010; Miloslavich et al. 2010; Arbelaez-

    Cortes et al. 2011; Castellanos-Galindo et al. 2011). In addition, universities andfunding agencies could ask researchers to include published studies, or studies sub-

    mitted to journals, in the results expected from the research they support. These same

    institutions, and other academic associations, could also promote more training in

    academic writing. In addition, researchers must recognize that much of their data merits

    publication and that there are particular journals specialized in publishing basic

    information about biodiversity (e.g., Check List: Journal of species lists and distribu-

    tion). Table 3 in Appendix presents a list of the most active journals publishing on

    Colombian biodiversity that could be useful for some researchers to identify suitable

    forums for their studies. The editors of these journals also have a responsibility tomaintain not only the quality and visibility of the studies they publish, but also the

    continuity and regularity of published volumes in order to satisfy international stan-

    dards for indexing.

    The second approach is to conduct more research on particular targets. First, I have

    shown that a large part of Colombia (the Amazon, Orinoquia, and part of the Caribbean) is

    poorly represented and must be considered the principal geographical priorities for basic

    research during the next years. However, those regions have been under a severe armed

    conflict over the last several years and their poor knowledge is due to a complex reality that

    does not reflect scientific negligence (see Regalado 2013). In fact, Colombian institutions

    have tried to fill those gaps with particular publications (e.g., Romero et al. 2009 and theseries: Field studies of the fauna and flora of La Macarena, Colombia). Biological field

    stations are keystones for conducting research in the Amazon and Orinoquia (Pitman 2010;

    Stevenson et al. 2010; Pitman et al. 2011), and it is therefore necessary to both increase

    support for existing stations (e.g., Caparu in Vaupes) and create or reactivate others. The

    second target is to increase the number of published studies on plants. My data indicate that

    more such studies are necessary for the Andean region (which has the richest flora in

    Colombia), particularly in the departments of Cauca, Caldas, Huila, Quindo, and Tolima.

    Third, studies dealing with conservation and genetic diversity are common in the inter-

    national research landscape and are another immediate priority for research in Colombia.While the number of these studies has increased in Colombia, it remains modest. The

    largest obstacle to conducting research based on genetic information in Colombia is

    obtaining the permits necessary to access genetic resources and collect specimens (Ne-

    moga and Rojas 2007; Fernandez 2011). Therefore, it is necessary that the governmental

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    agencies responsible for issuing permits understand the relevance of scientific research and

    provide efficient and prompt services for researchers, something that seems to be occurring

    (Ministerio de Ambiente y Desarrollo Sostenible 2013). Conservation studies are also an

    urgent priority in the Andean region, which faces the highest anthropogenic pressures and

    has the greatest species diversity for several taxa. Such studies are particularly necessary inBoyaca, Caldas, Huila, Norte de Santander, and Tolima. Fourth, the least-studied taxa

    probably harbor a large bulk of Colombian biodiversity and increasing knowledge about

    such taxa is another priority. Knowledge about groups such as Archaea, Bacteria, and

    Chromista, in addition to particular groups of Animalia (e.g., Rotifera, Acanthocephala),

    Fungi (e.g., Glomeromycota), and Protozoa (e.g., Mycetozoa, Cercozoa), could be

    enhanced by implementing new research techniques and strengthening cooperation with

    foreign researchers. More precise targets could be defined for particular taxa or subjects

    (e.g., Arbelaez-Cortes 2013), and by the whole Colombian scientific community, of which

    I have indicated and cited some of the most prominent biodiversity researchers over the last

    two decades. Their opinions and experience are crucial for optimizing knowledge aboutColombian biodiversity: a unique, irreplaceable, and very important natural resource of the

    country.

    Conclusion

    Despite several economic, security, and political problems faced by Colombia over the

    last century, I documented a growth in the number of publications on Colombianbiodiversity over the last two decades. I also highlighted several gaps in the geo-

    graphical, taxonomic, and subject coverage that should be addressed in the near future.

    Colombian researchers and institutions have played an important role in documenting

    the biodiversity of their country; however, Colombian biologists must find a way to

    contribute with higher impact publications in order to gain more attention from the

    international community. The patterns presented here reflect the general status of

    published studies on Colombian biodiversity and can be useful for optimizing and

    guiding research within this field. Colombia ranks among the elite of megadiverse

    countries and their outstanding biodiversity is of great scientific importance. In addi-

    tion, Colombian biodiversity is a source of national pride and is tightly intertwinedwith the cultural richness of the country. Therefore, biodiversity should remain a top

    research priority for Colombian science.

    Acknowledgments Thanks to the Direccion General de Bibliotecas of Universidad Nacional Autonoma deMexico (DGB-UNAM) for providing access to the database and to the journals. Thanks to CONACyT -Mexicofor a graduate studies scholarship (# 210543). I also thank A. S. Nyari, T. Kobelkowsky-Vidrio, I. MacGregor-Fors, N. Pitman, and two anonymous reviewers who made valuable comments and corrections that improvedthis manuscript. A special acknowledgment to the researchers who sent me the references used to test theomission error of my database.

    Appendix

    See Tables 3, 4, and 5.

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    Table3

    The32mostactivejournalsinColombianbiodiversityresearch(19902011)

    Journal

    Journal

    country

    Yearofthe

    firstand

    lastpaper

    2011

    Impact

    factor

    Taxonomic

    classes

    included

    Number

    ofpapers

    Taxa

    lists

    Newtaxa

    Newrecords

    Conservation

    Ge

    netic

    div

    ersity

    Other

    Caldasia

    Colombia

    1990,2011

    N.A.

    27

    349

    169

    87

    74

    21

    0

    128

    Zootaxa

    NewZealand

    2002,2011

    0.927

    18

    178

    32

    152

    24

    0

    1

    14

    RevistaColombianadeEntomologa

    Colombia

    1991,2011

    0.248

    3

    150

    57

    22

    28

    5

    5

    69

    RevistadeBiologaTropical

    CostaRica

    1990,2011

    0.459

    26

    149

    35

    21

    16

    14

    7

    100

    RevistadelaAcadem

    iaColombiana

    deCienciasExactasFsicasy

    Naturales

    Colombia

    1991,2011

    N.A.

    17

    147

    52

    48

    8

    12

    2

    61

    BoletnCientficoMuseodeHistoria

    NaturalUniversidaddeCaldas

    Colombia

    1996,2011

    N.A.

    9

    147

    71

    26

    21

    10

    0

    50

    BoletndeInvestigacionesMarinasy

    Costeras

    Colombia

    1997,2011

    N.A.

    24

    140

    49

    5

    48

    14

    1

    62

    ActaBiologicaColombiana

    Colombia

    1991,2011

    N.A.

    22

    115

    63

    1

    10

    9

    7

    59

    Novon

    UnitedStates

    1993,2011

    0.195

    3

    106

    2

    102

    3

    0

    0

    4

    ActualidadesBiologicas(Medelln)

    Colombia

    1990,2011

    N.A.

    16

    88

    38

    7

    6

    7

    3

    48

    BiotaColombiana

    Colombia

    2000,2009

    N.A.

    15

    84

    82

    1

    1

    1

    0

    0

    OrnitologaColombiana

    Colombia

    2003,2010

    N.A.

    1

    68

    10

    3

    34

    9

    0

    37

    BoletnSAO

    Colombia

    1991,2010

    N.A.

    1

    62

    20

    0

    18

    4

    0

    25

    ProceedingsoftheBiological

    SocietyofWashing

    ton

    UnitedStates

    1990,2010

    0.292

    12

    56

    4

    48

    2

    0

    0

    7

    BoletndelMuseode

    Entomologa

    delaUniversidadd

    elValle

    Colombia

    1993,2011

    N.A.

    2

    54

    30

    6

    10

    2

    0

    23

    Dahlia

    Colombia

    1996,2008

    N.A.

    1

    52

    10

    6

    7

    3

    0

    36

    Brittonia

    UnitedStates

    1997,2011

    0.475

    6

    49

    6

    39

    6

    1

    0

    11

    RevistaBrasileirade

    Entomologia

    Brazil

    1990,2010

    0.536

    2

    43

    5

    37

    1

    0

    0

    5

    Biotropica

    UnitedStates

    1991,2010

    2.229

    7

    41

    8

    0

    0

    3

    6

    36

    MemoriasdoInstitutoOswaldoCruz

    Brazil

    1992,2011

    2.147

    6

    38

    8

    5

    4

    0

    13

    19

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    Table3

    continued

    Journal

    Journal

    country

    Yearofthe

    firstand

    lastpaper

    2011

    Impact

    factor

    Taxonomic

    classes

    included

    Number

    ofpapers

    Taxa

    lists

    Newtaxa

    Newrecords

    Conservation

    Ge

    netic

    div

    ersity

    Other

    ProceedingsoftheEntomological

    SocietyofWashing

    ton

    UnitedStates

    1990,2011

    0.402

    1

    37

    4

    26

    4

    0

    0

    14

    SHILAPRevistade

    Lepidopterologia

    Spain

    1990,2007

    N.A.

    1

    35

    13

    12

    2

    1

    0

    14

    OrnitologaNeotropical

    UnitedStates

    1993,2010

    0.336

    1

    31

    5

    2

    3

    3

    1

    23

    PapeisAvulsosdeZoologia(Sao

    Paulo)

    Brazil

    1990,2011

    N.A.

    5

    30

    6

    18

    5

    0

    0

    9

    Cespedesia

    Colombia

    1991,1997

    N.A.

    6

    28

    13

    1

    2

    2

    0

    12

    CaribbeanJournalof

    Science

    UnitedStates

    1990,2008

    0.22

    12

    27

    9

    4

    4

    2

    0

    19

    RevistaBrasileirade

    Zoologia

    Brazil

    1992,2008

    N.A.

    3

    27

    3

    25

    1

    0

    0

    3

    ColeopteristsBulletin

    UnitedStates

    1991,2011

    0.404

    1

    27

    1

    13

    3

    0

    0

    14

    StudiesonNeotropicalFaunaand

    Environment

    England

    1990,2009

    0.357

    6

    26

    4

    13

    2

    0

    0

    12

    IheringiaSerieZoolo

    gia

    Brazil

    1990,2004

    0.23

    2

    25

    3

    25

    4

    0

    0

    0

    NeotropicalEntomology

    Brazil

    2003,2011

    0.603

    2

    24

    7

    6

    4

    0

    4

    9

    BulletinoftheBritish

    Ornithologists

    Club

    England

    1993,2010

    N.A.

    1

    23

    0

    6

    12

    1

    0

    6

    Informationineachcolumnisfromthewholedatabase,exceptforthejournalcountryand

    impactfactor,whichwereobtainedfromthewebofscienceorfrom

    therespective

    journalswebpage.N

    .A.indicatesthatnoimpactfactorhasbeenassigned

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    Table4

    Abstractwo

    rdcounts

    Botany

    Count

    Frequency

    (%)

    Entomology

    Count

    Frequency

    (%)

    Vertebrate

    zoology

    Count

    Frequency

    (%)

    Mainland

    Count

    Frequency

    (%)

    Marine

    Count

    Frequency

    (%)

    Speciesorsp

    2,178

    2.00

    Speciesorsp

    4,977

    2.99

    Speciesorsp

    3,210

    1.69

    Speciesorsp

    6,177

    1.95

    Speciesorsp

    1,284

    1.46

    Colombiaor

    Colombian

    1,002

    0.92

    Newornov

    2,180

    1.31

    Colombiaor

    Colombian

    1,417

    0.75

    Colombiaor

    Colombian

    2,328

    0.74

    Colombiaor

    Colombian

    670

    0.76

    Newornov

    635

    0.58

    Colombiaor

    Colombian

    1,750

    1.05

    Populationor

    populations

    714

    0.37

    Newornov

    1,748

    0.55

    Coralor

    corals

    504

    0.57

    Forestor

    forests

    626

    0.58

    Genusor

    genera

    1,049

    0.63

    Forestor

    forests

    625

    0.33

    Forestor

    forests

    1,488

    0.47

    Caribbean

    458

    0.52

    Genusor

    genera

    447

    0.47

    Described

    826

    0.50

    Newornov

    572

    0.30

    Genusor

    genera

    966

    0.30

    Areaorareas

    342

    0.39

    Described

    383

    0.35

    Brazil

    538

    0.32

    Areaorareas

    552

    0.29

    Described

    794

    0.25

    Reeforreefs

    340

    0.39

    Plantorplants

    277

    0.25

    Groupor

    groups

    419

    0.26

    Groupor

    groups

    440

    0.24

    Areaorareas

    780

    0.25

    Newornov

    259

    0.29

    Andesor

    Andean

    252

    0.23

    Populationor

    populations

    409

    0.24

    Andesor

    Andean

    437

    0.23

    Found

    766

    0.24

    Pacific

    256

    0.29

    Areaorareas

    246

    0.22

    Maleormales

    405

    0.24

    Found

    420

    0.22

    Populationor

    populations

    652

    0.21

    Islandor

    islands

    249

    0.27

    Ecuador

    239

    0.22

    Ecuador

    401

    0.24

    Fishorfishes

    414

    0.22

    Study

    613

    0.19

    Fishorfishes

    239

    0.27

    Distribution

    ordistributions

    227

    0.20

    Peru

    375

    0.23

    Habitator

    habitats

    413

    0.22

    High

    532

    0.17

    Found

    196

    0.22

    High

    207

    0.19

    Keyorkeys

    349

    0.21

    Distribution

    ordistributions

    404

    0.22

    Diversity

    504

    0.16

    Distribution

    ordistributions

    182

    0.20

    Diversity

    203

    0.19

    Forestor

    forests

    347

    0.21

    Riverorrivers

    333

    0.18

    Distribution

    ordistributions

    495

    0.17

    Coast

    178

    0.20

    Found

    196

    0.18

    Found

    331

    0.20

    Size

    320

    0.17

    Andesor

    Andean

    491

    0.15

    Genusor

    genera

    172

    0.19

    Illustrated

    194

    0.18

    Collected

    318

    0.19

    Study

    317

    0.17

    Different

    482

    0.15

    Collected

    168

    0.19

    Peru

    184

    0.17

    Typeortypes

    308

    0.19

    Individuals

    294

    0.15

    First

    481

    0.15

    First

    161

    0.18

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    Table4

    continued

    Botany

    Count

    Frequency

    (%)

    Entomology

    Count

    Frequency

    (%)

    Vertebrate

    zoology

    Count

    Frequency

    (%)

    Mainland

    Count

    Frequency

    (%)

    Marine

    Count

    Frequency

    (%)

    Study

    184

    0.17

    Distribution

    ordistributions

    312

    0.18

    Different

    26

    0

    0.14

    Total

    4

    81

    0.15

    Abundanceor

    abundances

    154

    0.17

    Typeortypes

    153

    0.14

    First

    302

    0.18

    First

    25

    4

    0.13

    Numberor

    numbers

    4

    79

    0.15

    Described

    149

    0.17

    America

    150

    0.14

    Venezuela

    300

    0.18

    Conservation

    25

    2

    0.13

    Regionor

    regions

    4

    74

    0.15

    Study

    141

    0.16

    Croat

    146

    0.13

    CostaRica

    268

    0.16

    High

    25

    1

    0.13

    Collected

    4

    42

    0.14

    Seaorseas

    138

    0.16

    The20mostcommonw

    ordsinabstractsofstudiesonColombianbiodiversity(19902011)fromthreemajordisciplinesandfrommainlandandmarineterritoryarepresented

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    Table 5 Top 100 surnames ofthe authors of studies on Colom-bian biodiversity (19902011)

    Surname Count Nationality

    Gonzalez 115 Colombian

    Garcia 101 Colombian

    Salazar 101 ColombianRodriguez 82 Colombian

    Lynch 82 Foreign

    Campos 75 Colombian

    Diaz 71 Colombian

    Acero 66 Colombian

    Lopez 64 Colombian

    Ramirez 63 Colombian

    Sanchez 63 Colombian

    Duque 62 ColombianVelez 60 Colombian

    Martinez 58 Colombian

    Roman-Valencia 58 Colombian

    Fernandez 55 Colombian

    Gomez 55 Colombian

    Martins 52 Foreign

    Bernal 50 Colombian

    Jimenez 48 Colombian

    Giraldo 44 ColombianMorales 43 Colombian

    Moreno 43 Colombian

    Stevenson 43 Colombian

    Ubirajara 43 Foreign

    Alvarez-Leon 42 Colombian

    Munoz 42 Colombian

    Kattan 41 Foreign *

    Restrepo 39 Colombian

    Gutierrez 38 Colombian

    Perez 38 Colombian

    Rojas 37 Colombian

    Vargas 37 Colombian

    Alvarez 36 Colombian

    Florez 36 Colombian

    Cadena 35 Colombian

    Escobar 35 Colombian

    Ruiz 35 Colombian

    Chacon 34 Colombian

    Hernandez 34 Colombian

    Torres 34 Colombian

    Acosta 33 Colombian

    Stiles 33 Foreign

    Constantino 32 Colombian

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    Table 5 continuedSurname Count Nationality

    Castro 32 Colombian

    Botero 32 Colombian

    Bejarano 32 ColombianCastillo 32 Colombian

    Correa 32 Colombian

    Garzon-Ferreira 32 Colombian

    Decaens 32 Foreign

    Pardo 31 Colombian

    Jaramillo 31 Colombian

    Londono 31 Colombian

    Navas 30 Colombian

    Armbrecht 30 ColombianZea 30 Colombian

    Ruiz-Carranza 29 Colombian

    Arango 29 Colombian

    Ulloa 29 Colombian

    Donegan 29 Foreign

    Taylor 29 Foreign

    Ardila 28 Colombian

    Suarez 28 Colombian

    Zapata 28 ColombianCastano 27 Colombian

    Leon 27 Colombian

    Paez 27 Colombian

    Velasquez 27 Colombian

    Ruiz-Garcia 27 Colombian *

    Herrera 26 Colombian

    Cavelier 26 Colombian

    Maldonado-Ocampo 25 Colombian

    Naranjo 25 Colombian

    Ospina 25 Colombian

    Reyes 25 Colombian

    Valencia 25 Colombian

    Johnson 25 Colombian*

    Medina 24 Colombian

    Betancur 24 Colombian

    Palacio 24 Colombian

    Silva 24 Colombian

    Wolff 24 Colombian

    Salaman 24 Foreign

    Marin 23 Colombian

    Parra 23 Colombian

    Giraldo-Canas 23 Colombian

    Solano 23 Colombian

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    Table 5 continued

    The assignation of each surnameas Colombian or foreign is basedon Genealogas de Colombia(2010). Surnames marked withasterisk are indicating falseassignations. Surnames are

    presented with the spelling theyappear in web of knowledge

    Surname Count Nationality

    Amat-Garcia 22 Colombian

    Franco 22 Colombian

    Zuniga 22 ColombianDefler 22 Foreign

    Wingfield 22 Foreign

    Arias 21 Colombian

    Castellanos 21 Colombian

    Cardona 21 Colombian

    Brown 21 Colombian*

    Clark 21 Foreign

    Lourenco 21 Foreign

    Mejia 21 Colombian

    Biodivers Conserv

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