Acessibilidade / Reportar erro

Soil quality literature in Brazil: A systematic review

ABSTRACT

Brazilian soil scientists have increased the use of the term “soil quality” in their scientific publications in the last decade. However, it remains unclear if those publications only mention “soil quality” in a broad context, or the studies are focused on soil quality assessments, integrating soil chemical, physical and biological indicators. The objective of this systematic review was to carry out a critical analysis of the conception in using the term “soil quality” in recent publications derived from studies performed in Brazil. For this purpose, the terms [(“soil health” or “soil quality” or “qualidade do solo”) and (“Brazil*” or “Brasil*”)] were searched in databases of Web of Science, Scopus, and Scielo from 2014 to 2021. Initially, 1,284 peer-reviewed papers were found, subsequently selected according to the criteria established in two filters: (i) First filter - studies carried out in Brazil, which mentioned at least one of the terms of interest (“soil health” or “soil quality” or “qualidade do solo”) and that evaluated soil biological, physical or chemical indicators, assessing at least one of them; (ii) Second filter - studies in which all three groups of soil indicators were assessed and integrated, and presented a specific discussion about soil quality. According to the results, 36 % of the papers met the first criteria (n = 464), and only 2 % (n = 30) attended the second filter. The terms “soil health” or “soil quality” or “qualidade do solo” were mentioned 7 and 37 times per paper for those papers selected in the first and second filter, respectively. We evidenced in our study that the term soil quality in agricultural science papers has been predominantly used in a broad context, mostly to refer to the suitable soil conditions for plant growth. Thus, we concluded that even if the use of soil quality term is increasing in Brazilian literature, there are still very few researchers working specifically with soil quality assessments, in its full conception (i.e., integrating chemical, physical and biological indicators). Therefore, there is a promising research field to be explored to promote scientific advances in the soil quality area (e.g., new concepts, assessment frameworks, on-farm monitoring protocols), as well as disseminate the soil quality assessment among the Brazilian farmers, environmentalists, and other stakeholders.

soil quality indicators; soil health; soil functions; soil quality assessment

INTRODUCTION

Soil is the foundation for multiple ecosystem functions and services that support human life on the Earth (Adhikari and Hartemink, 2016Adhikari K, Hartemink AE. Linking soils to ecosystem services - a global review. Geoderma. 2016;262:101-11. https://doi.org/10.1016/j.geoderma.2015.08.009
https://doi.org/10.1016/j.geoderma.2015....
; Keesstra et al., 2016Keesstra SD, Bouma J, Wallinga J, Tittonell P, Smith P, Cerda A, Montanarella L, Quinton JN, Pachepsky Y, Van Der Putten WH, Bardgett RD, Moolenaar S, Mol G, Jansen B, Fresco LO. The significance of soils and soil science towards realization of the United Nations Sustainable Development Goals. Soil. 2016;2:111-28. https://doi.org/10.5194/soil-2-111-2016
https://doi.org/10.5194/soil-2-111-2016...
). Therefore, sustaining healthy soils is critical for increasing food production in an environmentally sustainable manner (Karlen et al., 2019Karlen DL, Veum KS, Sudduth KA, Obrycki JF, Nunes MR. Soil health assessment: Past accomplishments, current activities, and future opportunities. Soil Till Res. 2019;195:104365. https://doi.org/10.1016/j.still.2019.104365
https://doi.org/10.1016/j.still.2019.104...
). In this context, soil quality and soil health concepts have become substantially popular in the last decade, but these concepts have evolved in the literature since the early 1970s.

The use of the term “soil quality” nowadays is multidimensional, since various factors and renderings are historically involved in its concept (Karlen et al., 1998Karlen DK, Gardner JC, Rosek MJ. A soil quality framework for evaluating the impact of CRP. J Prod Agric. 1998;11:56-60. https://doi.org/10.2134/jpa1998.0056
https://doi.org/10.2134/jpa1998.0056...
, 2001Karlen DL, Andrews SS, Doran JW. Soil quality: Current concepts and applications. Adv Agron. 2001;74:1-40. https://doi.org/10.1016/s0065-2113(01)74029-1
https://doi.org/10.1016/s0065-2113(01)74...
, 2003Karlen DL, Ditzler CA, Andrews SS. Soil quality: Why and how? Geoderma. 2003;114:145-56. https://doi.org/10.1016/S0016-7061(03)00039-9
https://doi.org/10.1016/S0016-7061(03)00...
; Andrews et al., 2004Andrews SS, Karlen DL, Cambardella CA. The soil management assessment framework: a quantitative soil quality evaluation method. Soil Sci Soc Am J. 2004;68:1945-62. https://doi.org/10.2136/sssaj2004.1945
https://doi.org/10.2136/sssaj2004.1945...
; Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
). The term “soil quality” was firstly used in the literature by Mausel (1971)Mausel PW. Soil quality in Illinois-an example of a soils geography resource analysis. Prof Geogr. 1971;23:127-36. https://doi.org/10.1111/j.0033-0124.1971.00127.x
https://doi.org/10.1111/j.0033-0124.1971...
, who defined it as the capacity of the soil to support high grain yields with best management practices. Afterward, a soil quality movement emerged in the USA, based on the publication of the book “Soil and water quality: An agenda for agriculture” (National Research Council, 1993National Research Council. Soil and water quality: An agenda for agriculture. Washington, DC: National Academies Press; 1993.), considering that soil conservation and soil quality support the protection of water quality. After a year, Doran and Parkin (1994)Doran JW, Parkin TB. Defining and assessing soil quality. In: Doran JW, Coleman DC, Bezdicek DF, Stewart BA, editors. Defining soil quality for a sustainable environment. Madison: Soil Science Society of America; 1994. p. 1-21. expanded the concept of soil quality, emphasizing that it was not only related to plant yields, but also closely linked to the health of plants, animals, and humans. Then, two books (blue and green books) were published contextualizing the soil quality concept, “Defining soil quality for a sustainable environment” (Doran et al.,1994Doran JW, Coleman DC, Bezdicek DF, Stewart BA. Defining soil quality for a sustainable environment. Madison: Soil Science Society of America; 1994.) and methodologies “Methods for assessing soil quality” (Doran and Jones, 1996Doran JW, Jones AJ. Methods for assessing soil quality. Madison: Soil Science Society of America; 1996.), which became the most important references for soil quality assessment worldwide. Finally, the Soil Science Society of America (SSSA) later defined soil quality as “the capacity of a specific kind of soil to function, within natural or managed ecosystem boundaries, to sustain plant and animal productivity, maintain or enhance water and air quality, and support human health and habitation” (Karlen et al., 1997Karlen DL, Mausbach MJ, Doran JW, Cline RG, Harris RF, Schuman GE. Soil quality: A concept, definition, and framework for evaluation (A guest editorial). Soil Sci Soc Am J. 1997;61:4-10. https://doi.org/10.2136/sssaj1997.03615995006100010001x
https://doi.org/10.2136/sssaj1997.036159...
), a concept which has been accepted by the science academy to this day. In Brazil, soil scientists followed these concepts, and since the beginning, soil scientists have focused on defining suitable indicators (chemical, physical and biological) and strategies to integrate them [see the comprehensive review published by Vezzani and Mielniczuk (2009)Vezzani FM, Mielniczuk J. Uma visão sobre qualidade do solo. Rev Bras Cienc Solo. 2009;33:743-55. https://doi.org/10.1590/S0100-06832009000400001
https://doi.org/10.1590/S0100-0683200900...
].

Soil quality” and “soil health” terms have been broadly used in the literature as synonyms, despite the debate about these terminologies and concepts (Karlen et al., 1997Karlen DL, Mausbach MJ, Doran JW, Cline RG, Harris RF, Schuman GE. Soil quality: A concept, definition, and framework for evaluation (A guest editorial). Soil Sci Soc Am J. 1997;61:4-10. https://doi.org/10.2136/sssaj1997.03615995006100010001x
https://doi.org/10.2136/sssaj1997.036159...
; Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
; Lehmann et al., 2020Lehmann J, Bossio DA, Kögel-Knabner I, Rilling MC. The concept and future prospects of soil health. Nat Rev Earth Environ. 2020;1:544-53. https://doi.org/10.1038/s43017-020-0080-8
https://doi.org/10.1038/s43017-020-0080-...
; Janzen et al., 2021Janzen HH, Janzen DW, Gregorich EG. The ‘soil health’ metaphor: Illuminating or illusory? Soil Biol Biochem. 2021;159:108167. https://doi.org/10.1016/j.soilbio.2021.108167
https://doi.org/10.1016/j.soilbio.2021.1...
). In 2014, NRCS/USDA created the Soil Health Division, defining soil health as “the continuous capacity of soil to function as a vital living ecosystem, that sustains plants, animals and humans”, a very similar concept to the last one used for soil quality (United States Department of Agriculture, 2021United States Department of Agriculture - USDA. Soil health. Washington, DC: United States Department of Agriculture, Natural Resources Conservation Service; 2021 [cited 2021 Jul 10]. Available from: https://www.nrcs.usda.gov/wps/portal/nrcs/main/national/soils/health/
https://www.nrcs.usda.gov/wps/portal/nrc...
). Soil health term was also used in the new versions of the classic blue and green books (Doran et al., 1994Doran JW, Coleman DC, Bezdicek DF, Stewart BA. Defining soil quality for a sustainable environment. Madison: Soil Science Society of America; 1994.; Doran and Jones, 1996Doran JW, Jones AJ. Methods for assessing soil quality. Madison: Soil Science Society of America; 1996.) recently published by Soil Science Society of America (Karlen et al., 2021Karlen DL, Stott DE, Mikha MM. Laboratory methods for soil health analysis. Soil health series. Madison: Wiley & Sons; 2021. v. 2.; Stott et al., 2021Stott DE, Wienhold B, Es H, Herrick JE. Soil health assessment of agricultural lands. In: Karlen DL, Stott DE, Mikha MM, editors. Approaches to soil health analysis. Soil Health Series. Madison: Wiley & Sons; 2021. v. 1. p. 79-99.). Then, in systematic reviews, like this study, soil health and soil quality can be considered as synonyms.

Recent scientific studies about soil quality have emphasized that besides providing plant growth, soil supports other essential functions and ecosystem services, such as carbon sequestration, nutrient cycling, water purification, and the provision of habitats for biodiversity (Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
; Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
). Therefore, soil quality needs to be correlated to the multifunctionality of the soils (Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
), combining soil chemical, physical, and biological attributes, that collectively reflect the changes induced by the use and management of soils (Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
). Wherefore, soil quality assessment should include chemical, physical, and biological indicators in an integrated way analysis (Vezzani and Mielniczuk, 2009Vezzani FM, Mielniczuk J. Uma visão sobre qualidade do solo. Rev Bras Cienc Solo. 2009;33:743-55. https://doi.org/10.1590/S0100-06832009000400001
https://doi.org/10.1590/S0100-0683200900...
; Cherubin et al., 2016a; Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
; Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
).

Given the complexity of the concepts, there is no universal methodology to evaluate soil quality. It depends on the goals and the site-specific conditions where the soil quality assessment will be conducted. Despite that, well-conducted soil quality assessments, in general, follow a three-step approach: selection, interpretation and integration (Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
). The selection of a suitable set of indicators is key to characterize and monitor the soil quality status in a given condition (Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
). Four principles must be followed in this step to select suitable indicators to the minimum dataset (Doran and Parkin, 1994Doran JW, Parkin TB. Defining and assessing soil quality. In: Doran JW, Coleman DC, Bezdicek DF, Stewart BA, editors. Defining soil quality for a sustainable environment. Madison: Soil Science Society of America; 1994. p. 1-21.): (i) both chemical, physical and biological attributes of soils must compose the assessment; (ii) the indicators must be sensitive to soil changes, and represent the soil functions; (iii) the sampling must be accurate, with practical methodologies, easy to assess and interpret, low cost, and available for study on a time scale whenever necessary; and, (iv) the diagnosis, through the selected indicators, must help the decision-makers to optimize the use of environmental, human and economic resources (Andrews et al., 2004Andrews SS, Karlen DL, Cambardella CA. The soil management assessment framework: a quantitative soil quality evaluation method. Soil Sci Soc Am J. 2004;68:1945-62. https://doi.org/10.2136/sssaj2004.1945
https://doi.org/10.2136/sssaj2004.1945...
; Govaerts et al., 2006Govaerts B, Sayre KD, Deckers J. A minimum data set for soil quality assessment of wheat and maize cropping in the highlands of Mexico. Soil Till Res. 2006;87:163-74. https://doi.org/10.1016/j.still.2005.03.005
https://doi.org/10.1016/j.still.2005.03....
; Raiesi, 2017Raiesi F. A minimum data set and soil quality index to quantify the effect of land use conversion on soil quality and degradation in native rangelands of upland arid and semiarid regions. Ecol Indic. 2017;75:307-20. https://doi.org/10.1016/j.ecolind.2016.12.049
https://doi.org/10.1016/j.ecolind.2016.1...
). More recently, those principles were also suggested in the comprehensive literature review conducted by Bünemann et al. (2018)Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
. The interpretation step consists of scoring each indicator by converting its measured value into 0 to 1 value. The scoring curves used to convert the measured values reflect the relationship of each indicator with one or more functions of the soil. Three scoring curve shapes are normally used to interpret the soil quality indicators: “more is better”, “less is better” and “optimal range” (Andrews et al., 2004Andrews SS, Karlen DL, Cambardella CA. The soil management assessment framework: a quantitative soil quality evaluation method. Soil Sci Soc Am J. 2004;68:1945-62. https://doi.org/10.2136/sssaj2004.1945
https://doi.org/10.2136/sssaj2004.1945...
). At last, and fundamental to complete a soil quality assessment in its full essence, the integration step gathers all the information generated from the results of chemical, physical, and biological indicators and translates them into a soil quality index (SQI). The SQI is a summarized result, which must be simple, concise, and easy to interpret. There are two strategies to calculate the SQI: i) simple additive – all indicators have the same weight (contribution) in the index, and ii) weighted additive – the indicators are weighted, and then some indicators have greater influence than the others in the final index. Statistical procedures (e.g., principal component analysis (PCA), partial least squares (PLS), linear correlations) and the expertise of the researcher can be highlighted as the most widespread methods to define the weight of each indicator in the integration step (Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
).

The concept of the term “soil quality” nowadays has its principles already well placed and consolidated, as we presented above. Thus, soil quality and soil health became widely and pervasive terms in soil, plant, and environmental scientific literature (Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
; Liu et al., 2020Liu Y, Wu K, Zhao R. Bibliometric analysis of research on soil health from 1999 to 2018. J Soils Sediments. 2020;20:1513-25. https://doi.org/10.1007/s11368-019-02519-9
https://doi.org/10.1007/s11368-019-02519...
; Janzen et al., 2021Janzen HH, Janzen DW, Gregorich EG. The ‘soil health’ metaphor: Illuminating or illusory? Soil Biol Biochem. 2021;159:108167. https://doi.org/10.1016/j.soilbio.2021.108167
https://doi.org/10.1016/j.soilbio.2021.1...
). However, it remains unclear whether the increasing number of publications mentioning the term “soil quality” are using the term in a broad context, or they are effectively focused on soil quality assessments, integrating soil chemical, physical and biological indicators to evaluate the capacity of the soil to perform its functions. In this sense, a bibliometric analysis can help map and analyze the use of “soil quality” in Brazilian literature, understand and visualize how the term has been addressed, and guide future research and public policies. Bibliometrics consists in a statistical technique, using the literature in a systematic evaluation by integrating the registered information and extracting the role and status of the information of interest (Romanelli et al., 2018Romanelli JP, Fujimoto JT, Ferreira MD, Milanez DH. Assessing ecological restoration as a research topic using bibliometric indicators. Ecol Eng. 2018;120:311-20. https://doi.org/10.1016/j.ecoleng.2018.06.015
https://doi.org/10.1016/j.ecoleng.2018.0...
).

Given the scenario, it is fundamental to understand numerically how “soil quality” and “soil health” terms have been addressed in the Brazilian literature in the last years, and then, guide the Brazilian society to the exact goal of the soil quality research, driving more effectiveness on studies related to this global concept. With this major purpose, our study aimed to carry out a critical analysis of the concept of using the term “soil quality” in recent publications derived from studies performed in Brazil. For this, we carefully revised and analyzed the scientific peer-reviewed papers published between 2014 and 2021 in Scopus, Web of Science, and Scielo databases, to respond to the following questions in each paper: (i) The study assessed any indicator of soil quality or just mentioned the term? (ii) Which soil quality indicators were assessed in the study? and, (iii) Were the indicators assessed individually or in an integrated manner? Then, gathering all this information, reading each returned paper of the databases, we constructed a systematical review, fulfilling our specific objectives, which were: (i) to investigate the evolution of “soil quality” recurrence in the Brazilian literature; and (ii) quantify how many of the filtered studies evaluated soil quality in its full essence.

MATERIALS AND METHODS

This study was carried out systematically, constructing an investigation about the use of the term “soil quality” in Brazil in recent years. For this, final versions of articles published in peer-reviewed journals were revised after consulting Scopus, Web of Science, and Scielo databases. We chose these databases because they are widely consulted by researchers in Brazil and abroad. The terms used for searching were as follows: [(“soil health” OR “soil quality” OR “qualidade do solo”) AND (“Brazil*” OR “Brasil*”)].

We searched the above terms within all fields of the papers, that is, the full text of all the sections was considered within the search. All publications from 2014 and 2021 were investigated, and we did not consider reviews, book chapters, and conference papers. The 2014 to 2021 period involves about two-thirds of all the published papers mentioning the term “soil quality” until October 2021 (Scopus database), representing the best ascension moment of using this term in Brazil, and most importantly, this period addresses our objective related to assessing recent conception of soil quality in the country. The search in the databases finished in June 2021.

A total of 1,284 peer-reviewed papers were found considering the three databases (Web of Science, Scopus, and Scielo). All these documents were downloaded and we read each one to apply two strategic filters, investigating the scope of these articles. For the first selection (first filter) we considered (Figure 1): (i) the terms of interest had to be placed in the article text and not only in the author´s affiliations, for example (outplaced); (ii) the study had to be carried out in Brazil; (iii) at least one biological, chemical or physical soil quality indicator was assessed in the study; and, (iv) the paper assessed soil parameters, and did not only evaluate plant production. After the first filtering, 464 papers were selected to be investigated in detail (Figure 1).

Figure 1
Paper search scheme: main steps and approaches used for screening and evaluating the papers.

The Excel software was used to insert information related to the papers (n = 464) and to construct a spreadsheet after the first filtration. In the end, the spreadsheet contained a large amount of inserted data, coming from these papers. For accomplishing this study, specifically, we inserted some strategic columns in the spreadsheet, distinguishing, for example, DOI, year, title, journal’s name, language, authorship, which soil indicators were used and in what article section, if all the three chemical, physical and biological soil quality components were assessed, integrated, and discussed, among other information of interest. Then, using the Excel spreadsheet database, we determined the number of occurrences of the terms “soil quality”, “soil health”, and “qualidade do solo” in each section of the paper (Title, Abstract, Keywords, Introduction, Materials and Methods, Results and Discussion and Conclusion) (Figure 2). The searching for the term in the PDF documents was done using the function localize (Ctrl + F).

Figure 2
Information extracted from the papers to analyze the database.

Ultimately, for the second selection (second filter), we investigated which soil attributes (physical, chemical, biological) was used in the discussion related to soil quality. At this point, we did not select the papers that only used soil properties for the characterization of the study sites, and those that did not present indicators in the Results and/or Discussion sections. We took two steps as essential, as it follows: (i) we read all Discussion, or depending on the journal, the Results and Discussion section where physical, chemical, and biological soil quality indicators were discussed; and, (ii) both physical, chemical, and biological soil quality indicators had to be integrated by using soil health/quality index (SQI), principal component analysis (PCA), partial least squares (PLS) and / or by the use of statistic correlations, and / or expertise of the researcher (discussion about soil components in an integrated way) demonstrating the real state of the soil (Figure 2). After this second filter, only 30 papers fulfilled all the criteria (Table 1).

Table 1
Papers that presented all the second filter criteria, that developed and distinguished soil quality assessment from 2014 to 2021

In our study, we discerned the groups (or components) of soil quality indicators after identifying each indicator assessed in the structure of the selected papers (Filter 1 and Filter 2). Then, we classified these soil quality indicators as (i) physical: soil bulk density, soil total porosity, stability of aggregates, soil resistance to penetration, and all the others; (ii) chemical: pH, calcium, phosphorus, potassium, magnesium, and all the others; and (iii) biological: soil organic matter (SOM), soil carbon stocks, microbial biomass C and N, β-glycosidase, soil macrofauna, and all the others.

For the metrics, all the papers that passed the first filter, and in sequence, the second filter, were analyzed. All this information was added to an Excel database. Then, we analyzed the evolution of the number of papers mentioning “soil quality”, frequency occurrence of the word “soil quality”, the relative frequency of the use of indicators, distribution, and intersection of chemical/ physical/biological indicators (Venn Diagram) using Excel. The graphs of circle packing were generated via https://rawgraphs.io/gallery/.

RESULTS AND DISCUSSION

Evolution of the soil quality literature in Brazil

From 1,284 scientific papers retrieved from the search of the keywords in the databases, only 36 % (464) remained after the first filtering. About 2 % (n = 30) were selected after using the second filter. Most of these 30 studies were carried out in the Southeast of Brazil and published in international journals (about 70 %). However, Revista Brasileira de Ciência do Solo was the Brazilian journal that presented the largest number of publications attending to the second filter criteria (Table 1). The growing interest in publishing papers in international journals or traditional Brazilian journals, currently published in English, reflects the evolution of Brazilian science in this field, not only in numbers but also in quality. Papers published in English in higher-standard peer-reviewed international and national journals have more chances to be read and cited by broader audiences, contributing to science dissemination in a more effective way.

From 2014 to 2021, the number of papers involving soil quality terms, simultaneously performed in Brazilian territory, has grown linearly, at an average rate of 65 papers per year after the first selected papers (first filter) and 4 papers per year after the second selection (second filter) (Figure 3). The growth rate for those studies which evaluated soil quality in its full essence, meaning integrating chemical, physical, and biological soil quality indicators, is still very low. These results evidence that the involvement of more researchers is still required to develop the understanding of this comprehensive topic.

Figure 3
Number of publications associated with soil quality indexed in the databases from 2014 to 2021, selected in the first and second used filters. First Filter: studies carried out in Brazil, which mentioned at least one of the terms of interest (“soil health” or “soil quality” or “qualidade do solo”) and that evaluated soil biological, physical, or chemical indicators, accessing at least one of them. Second Filter: studies in which all three groups of soil indicators were assessed and integrated and presented a specific discussion about soil quality.

Our review revealed that several papers used the term “soil quality” only in the title, or as a keyword but did not evaluate or discuss any indicators throughout the text. The investigated terms related to soil quality were mentioned 3,375 times when gathering all the papers that fulfilled the scope of the first filter (n = 464) and a total of 1,082 times in the 30 papers that met the scope of the second filter (Figure 4). The average number of times the term “soil quality” was cited after the first and second filters were 7 and 37, respectively. Here is important to point out that Filter 1 and Filter 2 were processed in sequence, so the 30 papers attending the second selection also composed the 464 of the first selection. Then, if we exclude these 1,082 mentions from the 3,375 times after the first filter, 434 papers (which attended only Filter 1 and were not in Filter 2) cited “soil quality” in an average of only 5 times. This basically means that if an article mentions the term “soil quality” less than 5 times in the full text, it most likely has not truly assessed soil quality.

Figure 4
Circle packing occurrence rate using the term soil quality in the different sections of papers selected after the first filter (n = 464) and second (n = 30) filtering. The size of the circles proportionally represents the relative contribution to the total number of words found in each analyzed section. *Term occurrence rate - the average number of the of term appearance. First Filter: studies carried out in Brazil, which mentioned at least one of the terms of interest (“soil health” or “soil quality” or “qualidade do solo”) and that evaluated soil biological, physical, or chemical indicators, accessing at least one of them. Second Filter: studies in which all three groups of soil indicators were assessed and integrated and presented a specific discussion about soil quality.

In the second filter processing, we observed that in papers where soil quality assessment was truly developed, the methodologies and strategies were presented using the terms “soil quality” or “soil health” (e.g., soil quality index, soil health index, soil quality score, soil quality indicator, soil quality assessment, and all the others). For this reason, the term was repeated several times throughout the text in all sections of the paper (Figure 4). Soil quality was mostly cited in the Introduction and the Discussion sections after the first and the second filtering. However, after the second filter, the mention of the term “soil quality” per paper in Introduction and Discussion sections was five times higher than after the first filter. This reflects the criteria established for the second filter, in which the data had to be discussed based on the soil quality assessment. The majority of the first 464 selected papers did not evaluate the soil quality assessment, probably because these papers made only a comparative approach, confronting attribute by attribute with the literature. A soil quality assessment should account for the dynamics incorporated in the response of each variable, thus performing the integration of the groups of indicators and then discussing them.

Exploring the appearance of soil quality in different sections of the papers also helped us understand how this term was addressed. The Abstract of a scientific paper normally contains the most important aspects of the research. Our findings showed that the 464 studies (first filtered) cited the term “soil quality” in the Abstract only once per paper, while the secondly selected (n = 30) mentioned it four times on average. Then, we could have a preliminary guess that most of the 464 papers did not truly assess soil quality, and could have used the terms strategically to be found in research databases, as in other internet platforms. Following the paper sections, the Introduction of the paper is the part that shows the hypotheses, the problem, and justifies the study. Within this section, soil quality appeared 2 and 10 times per paper after the first (n = 464) and the second (n = 30) filters, respectively. We also observed that the studies developing a truly soil quality assessment normally presented the term in the hypothesis and/or objective, aiming to support the discussion. In the Materials and Methods section, the terms appeared once per paper (n = 464) after the first filter, mainly because these papers did not present soil quality methodologies, while the second filter (n = 30) had an average of 6 occurrences of the terms (Figure 4). Among the 30 papers, the use of soil quality indexing approaches and specific tools such as soil quality index (SQI) and the Soil Management Assessment Framework (SMAF) have been arising (e.g., Cherubin et al., 2016b, 2017; Lisboa et al., 2019Lisboa IP, Cherubin MR, Satiro LS, Siqueira-Neto M, Lima RP, Gmach MR, Wienhold BJ, Schmer MR, Jin VL, Cerri CC, Cerri CEP. Applying Soil Management Assessment Framework (SMAF) on short-term sugarcane straw removal in Brazil. Ind Crops Prod. 2019;129:175-84. https://doi.org/10.1016/j.indcrop.2018.12.004
https://doi.org/10.1016/j.indcrop.2018.1...
; Luz et al., 2019Luz FB, Silva VR, Mallmann FJK, Pires CAB, Debiasi H, Franchini JC, Cherubin MR. Monitoring soil quality changes in diversified agricultural cropping systems by the Soil Management Assessment Framework (SMAF) in southern Brazil. Agric Ecosyst Environ. 2019;281:100-10. https://doi.org/10.1016/j.agee.2019.05.006
https://doi.org/10.1016/j.agee.2019.05.0...
).

After the use of the first filter, 40 % of the papers cited the terms “soil quality” and “soil health” more than 5 times in their body (Figure 5), but part of them had other objectives rather than discussing soil quality directly. These objectives were: a) using soil quality as an adjective to characterize suitable soil conditions, but without conducting the soil quality assessment (e.g., Rosa et al., 2017Rosa DM, Sampaio SC, Pereira PAM, Mauli MM, Reis RR. Swine wastewater: impacts on soil, plant, and leachate. Eng Agric. 2017;37:928-39. https://doi.org/10.1590/1809-4430-eng.agric.v37n5p928-939/2017
https://doi.org/10.1590/1809-4430-eng.ag...
; Silva et al., 2017Silva AM, Urban RC, Manfré LA, Brossard M, Moreira MZ. Soil quality attributes related to urbanization in Brazilian watershed. J Env Eng Land Manage. 2017;25:317-28. https://doi.org/10.3846/16486897.2017.1296451
https://doi.org/10.3846/16486897.2017.12...
; Batistão et al., 2020Batistão AC, Holthusen D, Reichert JM, Portela JC. Soil solution composition affects microstructure of tropical saline alluvial soils in semi-arid environment. Soil Till Res. 2020;203:104662. https://doi.org/10.1016/j.still.2020.104662
https://doi.org/10.1016/j.still.2020.104...
); b) discussing the use of some tools, methodologies or strategies that can be used for soil quality evaluations (e.g., Watanabe et al., 2018Watanabe R, Tormena CA, Guimarães MF, Tavares Filho J, Ralisch R, Franchini J, Debiasi H. Is structural quality as assessed by the “Profil Cultural” method related to quantitative indicators of soil physical quality? Rev Bras Cienc Solo. 2018;42:e0160393. https://doi.org/10.1590/18069657rbcs20160393
https://doi.org/10.1590/18069657rbcs2016...
; Santana et al., 2021Santana EJ, Santos FR, Mastelini SM, Melquiades FL, Barbon Jr S. Improved prediction of soil properties with multi-target stacked generalization on EDXRF spectra. Chemom Intell Lab Syst. 2021;209:104231. https://doi.org/10.1016/j.chemolab.2020.104231
https://doi.org/10.1016/j.chemolab.2020....
); c) determining the best soil indicators (e.g., Stefanoski et al., 2016Stefanoski DC, Figueiredo CC, Santos GG, Marchão RL. Selecting soil quality indicators for different soil management systems in the Brazilian Cerrado. Pesq Agropec Bras. 2016;51:1643-51. https://doi.org/10.1590/s0100-204x2016000900064
https://doi.org/10.1590/s0100-204x201600...
); d) elucidating the use of a certain attribute as an indicator of soil quality (e.g., Rieff et al., 2016Rieff GG, Natal-da-Luz T, Sousa JP, Wallau MO, Hahn L, Sa ELS. Collembolans and Mites communities as a tool for assessing soil quality: effect of eucalyptus plantations on soil mesofauna biodiversity. Curr Sci. 2016;110:713-9. https://doi.org/10.18520/cs%2Fv110%2Fi4%2F713-719
https://doi.org/10.18520/cs%2Fv110%2Fi4%...
; Segat et al., 2017Segat JC, Vasconcellos RL, Silva DP, Baretta D, Cardoso EJBN. Ants as indicators of soil quality in an on-going recovery of riparian forests. For Ecol Manage. 2017;404:338-43 https://doi.org/10.1016/j.foreco.2017.07.038
https://doi.org/10.1016/j.foreco.2017.07...
; Armindo and Wendroth, 2019Armindo RA, Wendroth O. Alternative approach to calculate soil hydraulic-energy-indices and functions. Geoderma. 2019;355:113903. https://doi.org/10.1016/j.geoderma.2019.113903
https://doi.org/10.1016/j.geoderma.2019....
; Prates Júnior et al., 2019); e) evaluating soil pollution, raising aspects inherent to heavy metals (e.g., Oliveira et al., 2014Oliveira VH, Abreu CA, Coelho RM, Melo LCA. Cadmium background concentrations to establish reference quality values for soils of São Paulo State, Brazil. Environ Monit Assess. 2014;186:1399-408. https://doi.org/10.1007/s10661-013-3462-2
https://doi.org/10.1007/s10661-013-3462-...
; Preston et al., 2014Preston W, Nascimento CWA, Biondi CM, Souza Júnior VS, Silva WR, Ferreira HA. Valores de referência de qualidade para metais pesados em solos do Rio Grande do Norte. Rev Bras Cienc Solo. 2014;38:1028-37. https://doi.org/10.1590/S0100-06832014000300035
https://doi.org/10.1590/S0100-0683201400...
; Silva et al., 2017Silva AM, Urban RC, Manfré LA, Brossard M, Moreira MZ. Soil quality attributes related to urbanization in Brazilian watershed. J Env Eng Land Manage. 2017;25:317-28. https://doi.org/10.3846/16486897.2017.1296451
https://doi.org/10.3846/16486897.2017.12...
; Fernandes et al., 2018Fernandes AR, Souza ES, Braz AMS, Birani SM, Alleoni LRF. Quality reference values and background concentrations of potentially toxic elements in soils from the Eastern Amazon, Brazil. J Geochem Explor. 2018;190:453-63. https://doi.org/10.1016/j.gexplo.2018.04.012
https://doi.org/10.1016/j.gexplo.2018.04...
; Guevara et al., 2018Guevara YZC, Souza JJLL, Veloso GV, Veloso RW, Rocha PA, Abrahão WAP, Fernandes Filho EI. Reference values of soil quality for the Rio Doce Basin. Rev Bras Cienc Solo. 2018;42:e0170231. https://doi.org/10.1590/18069657rbcs20170231
https://doi.org/10.1590/18069657rbcs2017...
; Nascimento et al., 2018Nascimento CWA, Lima LHV, Silva FL, Biondi CM, Campos MCC. Natural concentrations and reference values of heavy metals in sedimentary soils in the Brazilian Amazon. Environ Monit Assess. 2018;190:606. https://doi.org/10.1007/s10661-018-6989-4
https://doi.org/10.1007/s10661-018-6989-...
and others); and f) use the terms to emphasize the relevance of research (e.g., Pires et al., 2017Pires LF, Borges JAR, Rosa JA, Cooper M, Heck RJ, Passoni S, Roque WL. Soil structure changes induced by tillage systems. Soil Till Res. 2017;165:66-79. https://doi.org/10.1016/j.still.2016.07.010
https://doi.org/10.1016/j.still.2016.07....
; Thomaz, 2018Thomaz EL. Dynamics of aggregate stability in slash-and-burn system: Relaxation time, decay, and resilience. Soil Till Res. 2018;178:50-4. https://doi.org/10.1016/j.still.2017.12.017
https://doi.org/10.1016/j.still.2017.12....
).

Figure 5
Frequency of occurrence of “soil quality” terms in the paper according to different pre-set ranges after the first (a) and second (b) systematical papers selection. (1) “soil health” or “soil quality” or “qualidade do solo”. First Filter: studies carried out in Brazil, which mentioned at least one of the terms of interest (“soil health” or “soil quality” or “qualidade do solo”) and that evaluated soil biological, physical, or chemical indicators, accessing at least one of them. Second Filter: studies in which all three groups of soil indicators were assessed and integrated and presented a specific discussion about soil quality.

When we compared the frequency of the use of the term soil quality throughout the papers, there was a substantial discrepancy; 83 % of the papers after the first filter (n = 464) mentioned soil quality less than 10 times, while 72 % of the papers after the second filter (n = 30) mentioned the term more than 21 times (Figure 5). These frequencies of occurrence of the term corroborates our selection used throughout the filters, since papers that cited “soil quality” more than 21 times were mostly directly linked to a complete soil quality assessment selected by the second filtration.

As we showed and discussed above, less than 10 % of the filtered studies evaluated soil quality in its full essence. This is very contrasting when considering that the guidelines of soil quality assessment have been developed since the 1990s, and they are well placed and consolidated in many literature references (Friedman et al., 2001Friedman D, Hubbs M, Tugel A, Seybold C, Sucik M. Guidelines for soil quality assessment in conservation planning. Washington, DC: United States Department of Agriculture; 2001.; Moebius-Clune et al., 2016Moebius-Clune BN, Moebius-Clune D, Gugino B, Idowu OJ, Schindelbeck RR, Ristow AJ, Van Es H, Thies J, Shayler H, Mcbride M, Wolfe D, Abawi G. Comprehensive assessment of soil health: The Cornell framework manual. 3rd ed. Geneva: Cornell University; 2016.; Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
; Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
). However, the term “soil quality” was or sometimes misused intentionally, because it is a rising term in the abroad scientific literature, or even poorly understood because its full essence has to be learned, spread and popularized in the Brazilian academy and society. The need for education about this topic is urgent given our findings. Among the best bachelor Agronomy degrees in Brazil, there is no course available exclusively focused on soil quality (Universidade de São Paulo, 2020Universidade de São Paulo, Escola Superior de Agricultura Luiz de Queiroz - USP/ ESALQ. Grade curricular - Curso: Engenharia Agronômica. Piracicaba: USP/ESALQ; 2020 [cited 2021 Nov 10]. Available from: https://uspdigital.usp.br/jupiterweb/listarGradeCurricular?codcg=11&codcur=11010&codhab=0&tipo=N
https://uspdigital.usp.br/jupiterweb/lis...
; Universidade Federal de Viçosa, 2018Universidade Federal de Viçosa - UFV. Currículo do curso de Agronomia. Viçosa, MF: UFV; 2018 [cited 2021 Nov 10]. Available from: https://www.agn.caf.ufv.br/wp-content/uploads/2021/04/Matriz_AGF_2020-Atualizada.pdf
https://www.agn.caf.ufv.br/wp-content/up...
; Universidade Federal de Lavras, 2019Universidade Federal de Lavras - UFLA. Matrizes curriculares e ementas, G001 - Agronomia (Bacharelado), 201901. Lavras: UFLA; 2019 [cited 2021 Nov 10]. Available from: https://sig.ufla.br/mod ulos/publico/matrizes_curriculares/index.php
https://sig.ufla.br/mod ulos/publico/mat...
), even when the topic is mentioned within multiple other courses of the soil and vegetal production areas. Soil quality is also rarely offered as a course in Graduate Programs in Soil Science and related areas, with only a few exceptions [e.g., Graduate Program of Soil Science and Plant Nutrition - Escola Superior de Agricultura “Luiz de Queiroz”, (2021)Escola Superior de Agricultura “Luiz de Queiroz” - ESALQ. Programa de pós-graduação solos e nutrição de plantas: LSO5924 - Qualidade do solo. Piracicaba: ESALQ; 2021 [cited 2021 Nov 10]. Available from: https://www.esalq.usp.br/pg/programas/solos/informacoes-academicas/disciplina/detalhe?sgldis=LSO5924
https://www.esalq.usp.br/pg/programas/so...
; Graduate Program in Agronomy: Agriculture and Environment – Universidade Federal de Santa Maria, (2021)Universidade Federal de Santa Maria - UFSM. Programa da disciplina AGR816 - Qualidade do solo na produção vegetal. Santa Maria: UFSM; 2021 [cited 2021 Nov 10]. Available from: https://portal.ufsm.br/documentos/publico/documento.html?id=12699267
https://portal.ufsm.br/documentos/public...
], showing the need for the development of this theme in Brazilian academy.

Soil quality indicators

Soil quality evaluations combine the three areas of soil science - physics, chemistry, and biology – understanding their interactions and integrating their properties. Thus, evaluations based on one or two of these soil parameters in an isolated way are not aligned with the soil quality concept, in its full essence. The main objective of the soil quality assessment is to make the soil holistically understood as a complex and dynamic system (Andrews et al., 2004Andrews SS, Karlen DL, Cambardella CA. The soil management assessment framework: a quantitative soil quality evaluation method. Soil Sci Soc Am J. 2004;68:1945-62. https://doi.org/10.2136/sssaj2004.1945
https://doi.org/10.2136/sssaj2004.1945...
; Rinot et al., 2019Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
https://doi.org/10.1016/j.scitotenv.2018...
), since the interpretation of agricultural production processes, the restoration of degraded areas, or the conservation of natural areas should be investigated considering different perspectives. Karlen et al. (2003)Karlen DL, Ditzler CA, Andrews SS. Soil quality: Why and how? Geoderma. 2003;114:145-56. https://doi.org/10.1016/S0016-7061(03)00039-9
https://doi.org/10.1016/S0016-7061(03)00...
emphasized that each study in soil science is important and useful for certain applications, but also considered the need to index the dynamics of soil quality. These specific studies are important to understand specific processes and mechanisms, whether chemical, physical, or biological. Soil quality studies seek to evaluate broader aspects, relating them to functions and associated ecosystem services.

The above analogy on soil quality assessment, taking into account the related chemical, physical and biological integration, was essential to later construct our discussion about soil quality indicators. In this context, only 30 papers (second filter) of 1,284 found in literature databases (Web of Science, Scopus, and Scielo) evaluated soil quality indicators of the three groups (chemical, biological, and physical) and integrated them. Not all these 30 papers integrated all data into an overall soil quality index. Some of these studies discussed the results by indicator or component, exploring the interaction among indicators in other ways besides using SQI, as using principal component analysis (PCA), partial least squares (PLS), statistic correlations and / or the expertise of the researcher (Kuwano et al., 2014Kuwano BH, Knob A, Fagotti DSL, Melém Júnior NJ, Godoy L, Diehl RC, Krawulski CC, Andrade Filho G, Zangaro Filho W, Tavares-Filho J, Nogueira MA. Soil quality indicators in a Rhodic Kandiudult under different uses in northern Parana, Brazil. Rev Bras Cienc Solo. 2014;38:50-9. https://doi.org/10.1590/S0100-06832014000100005
https://doi.org/10.1590/S0100-0683201400...
; Viana et al., 2014Viana RM, Ferraz JBS, Neves AF, Vieira G, Pereira BFF. Soil quality indicators for different restoration stages on Amazon rainforest. Soil Till Res. 2014;140:1-7. https://doi.org/10.1016/j.still.2014.01.005
https://doi.org/10.1016/j.still.2014.01....
; Cherubin et al., 2015Cherubin MR, Eitelwein MT, Fabbris C, Weirich SW, Silva RF, Silva VR, Basso CJ. Qualidade física, química e biológica de um Latossolo com diferentes manejos e fertilizantes. Rev Bras Cienc Solo. 2015;39:615-25. https://doi.org/10.1590/01000683rbcs20140462
https://doi.org/10.1590/01000683rbcs2014...
; Passos et al., 2015Passos RR, Costa LM, Burak DL, Santos DA. Quality indices in degraded pasture in hilly relief. Semin Cienc Agrar. 2015;36:2465-82. https://doi.org/10.5433/1679-0359.2015v36n4p2465
https://doi.org/10.5433/1679-0359.2015v3...
; Satiro et al., 2017Satiro LS, Cherubin MR, Safanelli JL, Lisboa IP, Rocha Junior PR, Cerri CEP, Cerri CC. Sugarcane straw removal effects on Ultisols and Oxisols in south-central Brazil. Geoderma Reg. 2017;11:86-95. https://doi.org/10.1016/j.geodrs.2017.10.005
https://doi.org/10.1016/j.geodrs.2017.10...
; Castioni et al., 2018Castioni GA, Cherubin MR, Menandro LMS, Sanches GM, Bordonal RO, Barbosa LC, Franco HCJ, Carvalho JLN. Soil physical quality response to sugarcane straw removal in Brazil: A multi-approach assessment. Soil Till Res. 2018;184:301-9. https://doi.org/10.1016/j.still.2018.08.007
https://doi.org/10.1016/j.still.2018.08....
). In these studies, the term soil quality was validated compared to other authors who worked in similar soil and management conditions. Kuwano et al. (2014)Kuwano BH, Knob A, Fagotti DSL, Melém Júnior NJ, Godoy L, Diehl RC, Krawulski CC, Andrade Filho G, Zangaro Filho W, Tavares-Filho J, Nogueira MA. Soil quality indicators in a Rhodic Kandiudult under different uses in northern Parana, Brazil. Rev Bras Cienc Solo. 2014;38:50-9. https://doi.org/10.1590/S0100-06832014000100005
https://doi.org/10.1590/S0100-0683201400...
, Viana et al. (2014)Viana RM, Ferraz JBS, Neves AF, Vieira G, Pereira BFF. Soil quality indicators for different restoration stages on Amazon rainforest. Soil Till Res. 2014;140:1-7. https://doi.org/10.1016/j.still.2014.01.005
https://doi.org/10.1016/j.still.2014.01....
, Cherubin et al. (2015)Cherubin MR, Eitelwein MT, Fabbris C, Weirich SW, Silva RF, Silva VR, Basso CJ. Qualidade física, química e biológica de um Latossolo com diferentes manejos e fertilizantes. Rev Bras Cienc Solo. 2015;39:615-25. https://doi.org/10.1590/01000683rbcs20140462
https://doi.org/10.1590/01000683rbcs2014...
and Cherubin et al. (2016a) compared the agricultural lands with reference areas, described as native vegetation adjacent to the research areas.

When considering the papers selected in the first filter (n = 464), specific soil quality indicators were many times studied by authors to determine whether they are sensitive to land use change (e.g.,Crepaldi et al., 2014Crepaldi RA, Portilho IIR, Silvestre R, Mercante FM. Formigas como bioindicadores da qualidade do solo em sistema integrado lavoura-pecuária. Cienc Rural. 2014;44:781-7. https://doi.org/10.1590/S0103-84782014000500004
https://doi.org/10.1590/S0103-8478201400...
; Cherubin et al., 2016c; Oliveira Filho et al., 2016; Rieff et al., 2016Rieff GG, Natal-da-Luz T, Sousa JP, Wallau MO, Hahn L, Sa ELS. Collembolans and Mites communities as a tool for assessing soil quality: effect of eucalyptus plantations on soil mesofauna biodiversity. Curr Sci. 2016;110:713-9. https://doi.org/10.18520/cs%2Fv110%2Fi4%2F713-719
https://doi.org/10.18520/cs%2Fv110%2Fi4%...
) or even noting the degradation and restoration of natural environments (e.g., Vasconcellos et al., 2016Vasconcellos RLF, Bonfim JA, Baretta D, Cardoso EJBN. Arbuscular mycorrhizal fungi and glomalin-related soil protein as potential indicators of soil quality in a recuperation gradient of the Atlantic Forest in Brazil. Land Degrad Dev. 2016;27:325-34. https://doi.org/10.1002/ldr.2228
https://doi.org/10.1002/ldr.2228...
; Segat et al., 2017Segat JC, Vasconcellos RL, Silva DP, Baretta D, Cardoso EJBN. Ants as indicators of soil quality in an on-going recovery of riparian forests. For Ecol Manage. 2017;404:338-43 https://doi.org/10.1016/j.foreco.2017.07.038
https://doi.org/10.1016/j.foreco.2017.07...
). Additionally, these papers have attributed validity to the study indicator without carrying out the soil quality assessment. Most of the time, they used the indicator to characterize one isolated management system and outlined broad conclusions without establishing the whole soil quality interpretation. Stenberg (1999)Stenberg B. Monitoring soil quality of arable land: Microbiological Indicators. Acta Agric Scand. 1999;49:1-24. https://doi.org/10.1080/09064719950135669
https://doi.org/10.1080/0906471995013566...
, Karlen et al. (2003)Karlen DL, Ditzler CA, Andrews SS. Soil quality: Why and how? Geoderma. 2003;114:145-56. https://doi.org/10.1016/S0016-7061(03)00039-9
https://doi.org/10.1016/S0016-7061(03)00...
, Taylor et al. (2010)Taylor MD, Kim ND, Hill RB, Chapman R. A review of soil quality indicators and five key issues after 12 yr soil quality monitoring in the Waikato region. Soil Use Manag. 2010;26:212-24. https://doi.org/10.1111/j.1475-2743.2010.00276.x
https://doi.org/10.1111/j.1475-2743.2010...
, Raiesi and Kabiri (2016)Raiesi F, Kabiri V. Identification of soil quality indicators for assessing the effect of different tillage practices through a soil quality index in a semi-arid environment. Ecol Indic. 2016;71:198-207. https://doi.org/10.1016/j.ecolind.2016.06.061
https://doi.org/10.1016/j.ecolind.2016.0...
, Adetunji et al. (2017)Adetunji AT, Lewu FB, Mulidzi R, Ncube B. The biological activities of Beta-glucosidase, phosphatase and urease as soil quality indicators: a review. J Soil Sci Plant Nutr. 2017;17:794-807. https://doi.org/10.4067/S0718-95162017000300018
https://doi.org/10.4067/S0718-9516201700...
, and Bünemann et al. (2018)Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
already draw attention to this practice, showing that many studies are being conducted worldwide by examining the accuracy, sensitivity, and usefulness of some soil attributes and processes at scales ranging from single points to entire land resource areas.

In 11 out of 30 papers after the second filter, SQI was mentioned in the Results and Discussion section (Cherubin et al., 2016ab, 2017; Gonzaga et al., 2016Gonzaga MIS, Bispo MVC, Silva TL, Santos WM, Santana IL. Atlantic Forest soil as reference in the soil quality evaluation of coconut orchards (Cocos nucífera L) under different management. Semin Cienc Agrar. 2016;37:3847-58. https://doi.org/10.5433/1679-0359.2016v37n6p3847
https://doi.org/10.5433/1679-0359.2016v3...
; Lima et al., 2016Lima GC, Silva MLN, Freitas DAF, Cândido BM, Curi N, Oliveira MS. Spatialization of soil quality index in the Sub-Basin of Posses, Extrema, Minas Gerais. Rev Bras Eng Agr Amb. 2016;20:78-84. https://doi.org/10.1590/1807-1929/agriambi.v20n1p78-84
https://doi.org/10.1590/1807-1929/agriam...
; Chaves et al., 2017Chaves HML, Lozada CMC, Gaspar RO. Soil quality index of an Oxisol under different land uses in the Brazilian savannah. Geoderma Reg. 2017;10:183-90. https://doi.org/10.1016/j.geodrs.2017.07.007
https://doi.org/10.1016/j.geodrs.2017.07...
; Araújo et al., 2018Araújo Q, Ahnert D, Loureiro G, Faria J, Fernandes C, Baligar V. Soil quality index for cacao cropping systems. Arch Agron Soil Sci. 2018;64:1892-909. https://doi.org/10.1080/03650340.2018.1467005
https://doi.org/10.1080/03650340.2018.14...
; Barbosa et al., 2018Barbosa EAA, Matsura EE, Santos LNS, Nazário AA, Gonçalves IZ, Feitosa DRC. Soil attributes and quality under treated domestic sewage irrigation in sugarcane. Rev Bras Eng Agr Amb. 2018;22:137-42. https://doi.org/10.1590/1807-1929/agriambi.v22n2p137-142
https://doi.org/10.1590/1807-1929/agriam...
; Freitas et al., 2018Freitas L, Martins Filho MV, Casagrande JC, Oliveira IA, Silva LG. Soil quality indicator of Oxisols grown with sugarcane and native forest in northeastern São Paulo State, Brazil. Environ Earth Sci. 2018;77:642. https://doi.org/10.1007/s12665-018-7830-7
https://doi.org/10.1007/s12665-018-7830-...
; Luz et al., 2019Luz FB, Silva VR, Mallmann FJK, Pires CAB, Debiasi H, Franchini JC, Cherubin MR. Monitoring soil quality changes in diversified agricultural cropping systems by the Soil Management Assessment Framework (SMAF) in southern Brazil. Agric Ecosyst Environ. 2019;281:100-10. https://doi.org/10.1016/j.agee.2019.05.006
https://doi.org/10.1016/j.agee.2019.05.0...
; Lisboa et al., 2019Lisboa IP, Cherubin MR, Satiro LS, Siqueira-Neto M, Lima RP, Gmach MR, Wienhold BJ, Schmer MR, Jin VL, Cerri CC, Cerri CEP. Applying Soil Management Assessment Framework (SMAF) on short-term sugarcane straw removal in Brazil. Ind Crops Prod. 2019;129:175-84. https://doi.org/10.1016/j.indcrop.2018.12.004
https://doi.org/10.1016/j.indcrop.2018.1...
). Furthermore, these authors constructed their discussion by interpreting the results obtained through the SQI, comparing their treatments and structuring a concise conclusion about the potential capacity of soil functioning based on soil functions and performance (Cherubin et al., 2016b; Luz et al., 2019Luz FB, Silva VR, Mallmann FJK, Pires CAB, Debiasi H, Franchini JC, Cherubin MR. Monitoring soil quality changes in diversified agricultural cropping systems by the Soil Management Assessment Framework (SMAF) in southern Brazil. Agric Ecosyst Environ. 2019;281:100-10. https://doi.org/10.1016/j.agee.2019.05.006
https://doi.org/10.1016/j.agee.2019.05.0...
). Following carefully these premises of the assessment of soil quality is indispensable to achieve reliable results and provide easy interpretation for the farmers and land managers (Karlen et al., 2008Karlen DL, Andrews SS, Wienhold BJ, Zobeck TM. Soil quality assessment: Past, present and future. J Integr Biosci. 2008;6:3-14.).

To infer information regarding soil quality status, many studies use reference areas (mainly native vegetation sites) to establish a paired comparison with the interest land use, such as degraded areas, stages of regeneration of degraded areas, intensive and extensive crops, changes in land use over time, use of inputs, the introduction of management practices, among others. In these cases, proper comparisons of soil properties between those are required similar inherent soil properties, climate conditions, and landscape position (Karlen et al., 2008Karlen DL, Andrews SS, Wienhold BJ, Zobeck TM. Soil quality assessment: Past, present and future. J Integr Biosci. 2008;6:3-14.). However, the selection of appropriate indicators and their scoring and subsequent integration should be carefully considered by researchers who have a good understanding of the concepts and applications of soil quality assessment (Andrews et al., 2004Andrews SS, Karlen DL, Cambardella CA. The soil management assessment framework: a quantitative soil quality evaluation method. Soil Sci Soc Am J. 2004;68:1945-62. https://doi.org/10.2136/sssaj2004.1945
https://doi.org/10.2136/sssaj2004.1945...
).

To represent the soil quality assessment indicators selected in the papers of the first and the second filter, the frequency of the indicators in the two sets of papers was raised (Figure 6). A total of 313 indicators of soil quality evaluation were listed, due to the use of various methods and nomenclatures, thus arising the need to group related indicators. For instance, SOM parameters correspond to the group of indicators that includes soil carbon stock, total soil organic carbon, SOM, light organic matter, particulate organic carbon, among other SOM parameters (Figure 6). Also, we omitted the indicators that did not reach the representativeness of 10 % in the occurrence frequency. On average, 10 indicators per study were selected in the second filter, this observation corroborates the findings reported by Bünemann et al. (2018)Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
, which the number of soil quality indicators included in the minimum dataset need to be reduced to make the soil quality assessment feasible to do for the users.

Figure 6
Frequency of occurrence of indicators in papers (min. 10 %) that passed through the screening of the first filter (n = 464) (a) and second filter (n = 30) (b). (1) Soil macrofauna: grouped richness, Shannon-Wiener diversity, Fisher’s alpha, Margalef, Pielou equability, dominance, and all the others macrofauna related indicators. (2) Enzymatic activity: grouped urease, β-galactosidase, β-glucosidase, arilsulfatase and all the others enzymatic related parameters. (3) Soil nitrogen: grouped total N, N stock, organic nitrogen, and all the other nitrogen related assessments. (4) Microbial activity: grouped soil microbial C biomass, soil microbial N biomass, metabolic quotient (qCO2), microbial quotient (qMIC) and all the other microbial indicators. (5) Soil organic parameters: grouped soil organic matter, total organic carbon, C-CO2, C stock, light organic matter and all the other organic matter attributes. (6) Soil water parameters: grouped water infiltration, soil water retention, field-saturated hydraulic conductivity, available water capacity, hydraulic conductivity and all the others water related parameters. (7) SAP (soil aggregation parameters): water-stable aggregate, mean weight diameter of aggregates (MWD), geometric mean diameter of aggregates (GMD), and all the others related to soil aggregation. (8) SPR: Soil’s resistance to penetration.

Soil organic matter parameters, considered as a biological indicator, had the highest frequency of occurrence, being in 66 % of the papers after the first filter (Figure 6a) and in 93 % after the second filter (Figure 6b). These parameters are considered key soil quality indicators as extremely important factors. They influence all soil’s biological, chemical, and physical properties (United States Department of Agriculture, 2003United States Department of Agriculture - USDA. Interpreting the soil conditioning index: A tool for measuring soil organic matter trends. Washington, DC: United States Department of Agriculture, Natural Resources Conservation Service; 2003. (Soil quality - agronomy technical note, 16). Available from: https://www.nrcs.usda.gov/Internet/FSE_DOCUMENTS/nrcs142p2_053273.pdf
https://www.nrcs.usda.gov/Internet/FSE_D...
) and are sensitive to management practices and land-use change. After the first filter, biological indicators were the most representative group of indicators, being evaluated in 83 % of the papers, followed by physical indicators with 55 %, and chemical indicators with 48 % (Figure 7). However, we identified that there is still a need to use specific biological indicators other than SOM. That is why, linked to SOM properties were sometimes considered chemical and sometimes biological indicators, or even both in the same paper. When we simulated removing indicators linked to SOM from the biological group, it became the least representative group in terms of the number appearance of evaluated indicators.

Figure 7
Venn diagram of the biological, chemical, and physical indicators showing the occurrence and intersections of using these indicators in papers after the first filter selection (n = 464), determined from 2014 to 2021. * Number of papers. ** Percentage corresponding to the number of papers. First Filter: studies carried out in Brazil, which mentioned at least one of the terms of interest (“soil health” or “soil quality” or “qualidade do solo”) and that evaluated soil biological, physical, or chemical indicators, accessing at least one of them.

The most common indicators for the biological, physical, and chemical groups (Figure 6a) after the first filter were SOM parameters, calcium, and soil bulk density with the frequencies of 66, 58, and 37 %, respectively. The second filter obtained SOM parameters (93 % frequency), the chemical was phosphorus (P) (76 %), and the physical was soil bulk density (76 %), obeying one of the premises of the evaluation of the soil quality. This premise is to use simple methodologies with easy sampling and analysis, making the repeatability of the evaluation viable. This mostly justifies the higher frequency of using SOM parameters, phosphorus, and bulk density after using the second filter (Figure 6b). For Brazilian soils, the SOM is a key indicator for assessing soil quality, since it is essential to provide fertility to the soil, as the soil microbial activity, being highly related to all groups of soil quality indicators (biological, chemical, and physical) (Bünemann et al., 2018Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
). Phosphorous stood out among the chemical indicators because most of the Brazilian soils hold a very high P adsorption capacity, resulting in low concentration in soils, restraining plant growth - unless it is supplied by fertilization and/or soil conservation management practices (Pavinato et al., 2020Pavinato PS, Cherubin MR, Soltangheisi A, Rocha GC, Chadwick DR, Jones DL. Revealing soil legacy phosphorus to promote sustainable agriculture in Brazil. Sci Rep-UK. 2020;10:15615. https://doi.org/10.1038/s41598-020-72302-1
https://doi.org/10.1038/s41598-020-72302...
). The soil bulk density measurement is relatively fast and simple, with low cost and absence of sophisticate laboratory equipment (Hillel, 1982Hillel D. Introduction to soil physics. New York: Academic Press; 1982.; Shukla, 2013Shukla MK. Soil physics: An introduction. Boca Raton: CRC Press; 2013). Soil bulk density is directly linked to many soil processes, such as soil compaction and water infiltration, and is also used in the calculation of other indicators such as total porosity and soil C stock.

Our results are in line with those reported by Bünemann et al. (2018)Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
on a global scale, which clearly revealed a higher frequency of chemical indicators in soil quality studies, followed by physical and biological. Here, the biological indicators stood out, because differently from Bünemann et al. (2018)Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
https://doi.org/10.1016/j.soilbio.2018.0...
, we considered SOM parameters as biological indicators due to their close relationship with soil biota and processes regulated by living organisms (Lal, 2015Lal R. Restoring soil quality to mitigate soil degradation. Sustainability. 2015;7:5875-95. https://doi.org/10.3390/su7055875
https://doi.org/10.3390/su7055875...
). Recent Brazilian soil quality studies have also included SOM parameters as biological indicators (e.g., Cherubin et al., 2016b; 2021; Luz et al., 2019Luz FB, Silva VR, Mallmann FJK, Pires CAB, Debiasi H, Franchini JC, Cherubin MR. Monitoring soil quality changes in diversified agricultural cropping systems by the Soil Management Assessment Framework (SMAF) in southern Brazil. Agric Ecosyst Environ. 2019;281:100-10. https://doi.org/10.1016/j.agee.2019.05.006
https://doi.org/10.1016/j.agee.2019.05.0...
; Lisboa et al., 2019Lisboa IP, Cherubin MR, Satiro LS, Siqueira-Neto M, Lima RP, Gmach MR, Wienhold BJ, Schmer MR, Jin VL, Cerri CC, Cerri CEP. Applying Soil Management Assessment Framework (SMAF) on short-term sugarcane straw removal in Brazil. Ind Crops Prod. 2019;129:175-84. https://doi.org/10.1016/j.indcrop.2018.12.004
https://doi.org/10.1016/j.indcrop.2018.1...
).

Our review also revealed that 40 % of the papers after the first filter evaluated exclusively indicators of one component of soil quality (23 % biological, 10 % physical, and 7 % chemical indicators), and 25 % of the studies (116) included all the three components together (Figure 7). We also observed that 19 % of papers considered biological and physical, 15 % considered chemical and biological, and 1 % evaluated chemical and physical soil attributes together.

Biological indicators were the mostly evaluated parameters being present in 83 % of papers in the first filter, mainly due to the group of indicators related to soil organic fractions, followed by physical (54 %) and chemical (48 %) indicators (Figure 7) (n = 464). If the group SOM parameters were removed, then the biological indicator group would have been presented in only 38 % of the papers (n = 464). It is worth mentioning once more that soil biological indicators are basically restricted to SOM-related indicators, thus, the insertion of a larger number of biological indicators (e.g., ecological indexes of macro and mesofauna; microbial biomass, soil respiration, enzymatic activity, and soil DNA parameters) in the soil quality assessments is a priority area of research that should be deepened in the coming years.

Although 116 papers evaluated the three indicators: physical, biological, and chemical attributes (Figure 7), only 30 papers of the second filter performed soil quality assessment (Figure 7) integrating these indicators. This demonstrates the need for more studies aiming to assess soil quality in full essence. Many papers worked exclusively with one group of indicators being biological, physical, and chemical 105, 47 and 32, respectively (Figure 7). Despite this, these papers are important because they focus on explaining the impact of land use and management on specific processes, which are fundamental to advancing knowledge in soil science, but not in soil quality.

CONCLUSIONS

Publications mentioning the term soil quality in Brazil have grown substantially in the last seven years. However, very few (less than 10 %) of these studies had focused on the soil quality assessment, including a comprehensive evaluation of soil chemical, physical and biological indicators in an integrated manner. Most of the studies (more than 90 %) only addressed specific soil attributes, or processes, and included the term soil quality in a broad context, not truly assessing soil quality. Thus, our study clearly showed that the broad context of the use of “soil quality” term causes lots of impacts, as a lack of precision when searching in scientific literature databases (such as Web of Science, Scopus and Scielo), aiming to find studies that evaluated soil quality.

Our review showed that there are still gaps to be filled to advance the Brazilian soil quality assessments scientifically (e.g., defining indicators, methods of sampling and data analysis, interpretation curves, among others). We advocated that soil quality concepts should be further spread and popularized among students, researchers, farmers, consultants and politicians.

Furthermore, despite soil quality thematic has evolved in Brazil in the last few years, the creation of specific courses (extension, under and graduate) related to soil quality should be encouraged, as well as textbooks that could be useful for disseminating soil quality’s principles across the country.

ACKNOWLEDGMENTS

We thank the team of extension group - SolloAgro (ESALQ/USP) that provided the scholarship for the first author during the specialization course.

REFERENCES

  • Adetunji AT, Lewu FB, Mulidzi R, Ncube B. The biological activities of Beta-glucosidase, phosphatase and urease as soil quality indicators: a review. J Soil Sci Plant Nutr. 2017;17:794-807. https://doi.org/10.4067/S0718-95162017000300018
    » https://doi.org/10.4067/S0718-95162017000300018
  • Adhikari K, Hartemink AE. Linking soils to ecosystem services - a global review. Geoderma. 2016;262:101-11. https://doi.org/10.1016/j.geoderma.2015.08.009
    » https://doi.org/10.1016/j.geoderma.2015.08.009
  • Andrews SS, Karlen DL, Cambardella CA. The soil management assessment framework: a quantitative soil quality evaluation method. Soil Sci Soc Am J. 2004;68:1945-62. https://doi.org/10.2136/sssaj2004.1945
    » https://doi.org/10.2136/sssaj2004.1945
  • Aragão OOS, Oliveira-Longatti SM, Caputo PSC, Rufini M, Carvalho GR, Carvalho TS, Moreira FMS. Microbiological indicators of soil quality are related to greater coffee yield in the Brazilian Cerrado region. Ecol Indic. 2020;113:106205. https://doi.org/10.1016/j.ecolind.2020.106205
    » https://doi.org/10.1016/j.ecolind.2020.106205
  • Araújo Q, Ahnert D, Loureiro G, Faria J, Fernandes C, Baligar V. Soil quality index for cacao cropping systems. Arch Agron Soil Sci. 2018;64:1892-909. https://doi.org/10.1080/03650340.2018.1467005
    » https://doi.org/10.1080/03650340.2018.1467005
  • Armindo RA, Wendroth O. Alternative approach to calculate soil hydraulic-energy-indices and functions. Geoderma. 2019;355:113903. https://doi.org/10.1016/j.geoderma.2019.113903
    » https://doi.org/10.1016/j.geoderma.2019.113903
  • Barbosa EAA, Matsura EE, Santos LNS, Nazário AA, Gonçalves IZ, Feitosa DRC. Soil attributes and quality under treated domestic sewage irrigation in sugarcane. Rev Bras Eng Agr Amb. 2018;22:137-42. https://doi.org/10.1590/1807-1929/agriambi.v22n2p137-142
    » https://doi.org/10.1590/1807-1929/agriambi.v22n2p137-142
  • Batistão AC, Holthusen D, Reichert JM, Portela JC. Soil solution composition affects microstructure of tropical saline alluvial soils in semi-arid environment. Soil Till Res. 2020;203:104662. https://doi.org/10.1016/j.still.2020.104662
    » https://doi.org/10.1016/j.still.2020.104662
  • Bünemann EK, Bongiorno G, Bai Z, Creamer RE, Deyn G, Goede R, Fleskens L, Geissen V, Kuyper TW, Mader P, Pulleman M, Sukkel W, Van Groenigen JW, Brussaard L. Soil quality – A critical review. Soil Biol Biochem. 2018;120:105-25. https://doi.org/10.1016/j.soilbio.2018.01.030
    » https://doi.org/10.1016/j.soilbio.2018.01.030
  • Castioni GA, Cherubin MR, Menandro LMS, Sanches GM, Bordonal RO, Barbosa LC, Franco HCJ, Carvalho JLN. Soil physical quality response to sugarcane straw removal in Brazil: A multi-approach assessment. Soil Till Res. 2018;184:301-9. https://doi.org/10.1016/j.still.2018.08.007
    » https://doi.org/10.1016/j.still.2018.08.007
  • Chaves HML, Lozada CMC, Gaspar RO. Soil quality index of an Oxisol under different land uses in the Brazilian savannah. Geoderma Reg. 2017;10:183-90. https://doi.org/10.1016/j.geodrs.2017.07.007
    » https://doi.org/10.1016/j.geodrs.2017.07.007
  • Cherubin MR, Bordonal RO, Castioni GA, Guimarães EM, Lisboa IP, Moraes LA, Menandro LM, Tenelli S, Cerri CE, Karlen DL, Carvalho JL. Soil health response to sugarcane straw removal in Brazil. Ind Crop Prod. 2021;163:113315. https://doi.org/10.1016/j.indcrop.2021.113315
    » https://doi.org/10.1016/j.indcrop.2021.113315
  • Cherubin MR, Eitelwein MT, Fabbris C, Weirich SW, Silva RF, Silva VR, Basso CJ. Qualidade física, química e biológica de um Latossolo com diferentes manejos e fertilizantes. Rev Bras Cienc Solo. 2015;39:615-25. https://doi.org/10.1590/01000683rbcs20140462
    » https://doi.org/10.1590/01000683rbcs20140462
  • Cherubin MR, Franco ALC, Cerri CEP, Karlen DL, Pavinato PS, Rodrigues M, Davies CA, Cerri CC. Phosphorus pools responses to land-use change for sugarcane expansion in weathered Brazilian soils. Geoderma. 2016c;265:27-38. https://doi.org/10.1016/j.geoderma.2015.11.017
    » https://doi.org/10.1016/j.geoderma.2015.11.017
  • Cherubin MR, Karlen DL, Cerri CEP, Franco ALC, Tormena CA, Davies CA, Cerri CC. Soil quality indexing strategies for evaluating sugarcane expansion in Brazil. PLoS One. 2016a;11:e0150860. https://doi.org/10.1371/journal.pone.0150860
    » https://doi.org/10.1371/journal.pone.0150860
  • Cherubin MR, Karlen DL, Franco ALC, Cerri CEP, Tormena CA, Cerri CCA. A Soil Management Assessment Framework (SMAF) evaluation of Brazilian sugarcane expansion on soil quality. Soil Sci Soc Am J. 2016b;80:215-26. https://doi.org/10.2136/sssaj2015.09.0328
    » https://doi.org/10.2136/sssaj2015.09.0328
  • Cherubin MR, Tormena CA, Karlen DL. Soil quality evaluation using the Soil Management Assessment Framework (SMAF) in Brazilian Oxisols with contrasting texture. Rev Bras Cienc Solo. 2017;41:e0160148. https://doi.org/10.1590/18069657rbcs20160148
    » https://doi.org/10.1590/18069657rbcs20160148
  • Crepaldi RA, Portilho IIR, Silvestre R, Mercante FM. Formigas como bioindicadores da qualidade do solo em sistema integrado lavoura-pecuária. Cienc Rural. 2014;44:781-7. https://doi.org/10.1590/S0103-84782014000500004
    » https://doi.org/10.1590/S0103-84782014000500004
  • Doran JW, Coleman DC, Bezdicek DF, Stewart BA. Defining soil quality for a sustainable environment. Madison: Soil Science Society of America; 1994.
  • Doran JW, Jones AJ. Methods for assessing soil quality. Madison: Soil Science Society of America; 1996.
  • Doran JW, Parkin TB. Defining and assessing soil quality. In: Doran JW, Coleman DC, Bezdicek DF, Stewart BA, editors. Defining soil quality for a sustainable environment. Madison: Soil Science Society of America; 1994. p. 1-21.
  • Escola Superior de Agricultura “Luiz de Queiroz” - ESALQ. Programa de pós-graduação solos e nutrição de plantas: LSO5924 - Qualidade do solo. Piracicaba: ESALQ; 2021 [cited 2021 Nov 10]. Available from: https://www.esalq.usp.br/pg/programas/solos/informacoes-academicas/disciplina/detalhe?sgldis=LSO5924
    » https://www.esalq.usp.br/pg/programas/solos/informacoes-academicas/disciplina/detalhe?sgldis=LSO5924
  • Farhate CVV, Souza ZM, Cherubin MR, Lovera LH, Oliveira IN, Carneiro MP, La Scala Jr. N. Abiotic soil health indicators that respond to sustainable management practices in sugarcane cultivation. Sustainability. 2020;12:9407. https://doi.org/10.3390/su12229407
    » https://doi.org/10.3390/su12229407
  • Fernandes AR, Souza ES, Braz AMS, Birani SM, Alleoni LRF. Quality reference values and background concentrations of potentially toxic elements in soils from the Eastern Amazon, Brazil. J Geochem Explor. 2018;190:453-63. https://doi.org/10.1016/j.gexplo.2018.04.012
    » https://doi.org/10.1016/j.gexplo.2018.04.012
  • Freitas L, Martins Filho MV, Casagrande JC, Oliveira IA, Silva LG. Soil quality indicator of Oxisols grown with sugarcane and native forest in northeastern São Paulo State, Brazil. Environ Earth Sci. 2018;77:642. https://doi.org/10.1007/s12665-018-7830-7
    » https://doi.org/10.1007/s12665-018-7830-7
  • Friedman D, Hubbs M, Tugel A, Seybold C, Sucik M. Guidelines for soil quality assessment in conservation planning. Washington, DC: United States Department of Agriculture; 2001.
  • Gonzaga MIS, Bispo MVC, Silva TL, Santos WM, Santana IL. Atlantic Forest soil as reference in the soil quality evaluation of coconut orchards (Cocos nucífera L) under different management. Semin Cienc Agrar. 2016;37:3847-58. https://doi.org/10.5433/1679-0359.2016v37n6p3847
    » https://doi.org/10.5433/1679-0359.2016v37n6p3847
  • Govaerts B, Sayre KD, Deckers J. A minimum data set for soil quality assessment of wheat and maize cropping in the highlands of Mexico. Soil Till Res. 2006;87:163-74. https://doi.org/10.1016/j.still.2005.03.005
    » https://doi.org/10.1016/j.still.2005.03.005
  • Guevara YZC, Souza JJLL, Veloso GV, Veloso RW, Rocha PA, Abrahão WAP, Fernandes Filho EI. Reference values of soil quality for the Rio Doce Basin. Rev Bras Cienc Solo. 2018;42:e0170231. https://doi.org/10.1590/18069657rbcs20170231
    » https://doi.org/10.1590/18069657rbcs20170231
  • Hillel D. Introduction to soil physics. New York: Academic Press; 1982.
  • Janzen HH, Janzen DW, Gregorich EG. The ‘soil health’ metaphor: Illuminating or illusory? Soil Biol Biochem. 2021;159:108167. https://doi.org/10.1016/j.soilbio.2021.108167
    » https://doi.org/10.1016/j.soilbio.2021.108167
  • Karlen DK, Gardner JC, Rosek MJ. A soil quality framework for evaluating the impact of CRP. J Prod Agric. 1998;11:56-60. https://doi.org/10.2134/jpa1998.0056
    » https://doi.org/10.2134/jpa1998.0056
  • Karlen DL, Andrews SS, Doran JW. Soil quality: Current concepts and applications. Adv Agron. 2001;74:1-40. https://doi.org/10.1016/s0065-2113(01)74029-1
    » https://doi.org/10.1016/s0065-2113(01)74029-1
  • Karlen DL, Andrews SS, Wienhold BJ, Zobeck TM. Soil quality assessment: Past, present and future. J Integr Biosci. 2008;6:3-14.
  • Karlen DL, Ditzler CA, Andrews SS. Soil quality: Why and how? Geoderma. 2003;114:145-56. https://doi.org/10.1016/S0016-7061(03)00039-9
    » https://doi.org/10.1016/S0016-7061(03)00039-9
  • Karlen DL, Mausbach MJ, Doran JW, Cline RG, Harris RF, Schuman GE. Soil quality: A concept, definition, and framework for evaluation (A guest editorial). Soil Sci Soc Am J. 1997;61:4-10. https://doi.org/10.2136/sssaj1997.03615995006100010001x
    » https://doi.org/10.2136/sssaj1997.03615995006100010001x
  • Karlen DL, Stott DE, Mikha MM. Laboratory methods for soil health analysis. Soil health series. Madison: Wiley & Sons; 2021. v. 2.
  • Karlen DL, Veum KS, Sudduth KA, Obrycki JF, Nunes MR. Soil health assessment: Past accomplishments, current activities, and future opportunities. Soil Till Res. 2019;195:104365. https://doi.org/10.1016/j.still.2019.104365
    » https://doi.org/10.1016/j.still.2019.104365
  • Kazmierczak R, Giarola NFB, Riferte FB, Santos JB, Fogaça AM, Carpinelli S. Selection of indicators to discriminate soil tillage systems and to assess soil quality in a Red Latosol. Brazilian Arch Biol Technol. 2020;63:e20190489. https://doi.org/10.1590/1678-4324-2020190489
    » https://doi.org/10.1590/1678-4324-2020190489
  • Keesstra SD, Bouma J, Wallinga J, Tittonell P, Smith P, Cerda A, Montanarella L, Quinton JN, Pachepsky Y, Van Der Putten WH, Bardgett RD, Moolenaar S, Mol G, Jansen B, Fresco LO. The significance of soils and soil science towards realization of the United Nations Sustainable Development Goals. Soil. 2016;2:111-28. https://doi.org/10.5194/soil-2-111-2016
    » https://doi.org/10.5194/soil-2-111-2016
  • Kuwano BH, Knob A, Fagotti DSL, Melém Júnior NJ, Godoy L, Diehl RC, Krawulski CC, Andrade Filho G, Zangaro Filho W, Tavares-Filho J, Nogueira MA. Soil quality indicators in a Rhodic Kandiudult under different uses in northern Parana, Brazil. Rev Bras Cienc Solo. 2014;38:50-9. https://doi.org/10.1590/S0100-06832014000100005
    » https://doi.org/10.1590/S0100-06832014000100005
  • Lal R. Restoring soil quality to mitigate soil degradation. Sustainability. 2015;7:5875-95. https://doi.org/10.3390/su7055875
    » https://doi.org/10.3390/su7055875
  • Lehmann J, Bossio DA, Kögel-Knabner I, Rilling MC. The concept and future prospects of soil health. Nat Rev Earth Environ. 2020;1:544-53. https://doi.org/10.1038/s43017-020-0080-8
    » https://doi.org/10.1038/s43017-020-0080-8
  • Lima GC, Silva MLN, Freitas DAF, Cândido BM, Curi N, Oliveira MS. Spatialization of soil quality index in the Sub-Basin of Posses, Extrema, Minas Gerais. Rev Bras Eng Agr Amb. 2016;20:78-84. https://doi.org/10.1590/1807-1929/agriambi.v20n1p78-84
    » https://doi.org/10.1590/1807-1929/agriambi.v20n1p78-84
  • Lisboa IP, Cherubin MR, Satiro LS, Siqueira-Neto M, Lima RP, Gmach MR, Wienhold BJ, Schmer MR, Jin VL, Cerri CC, Cerri CEP. Applying Soil Management Assessment Framework (SMAF) on short-term sugarcane straw removal in Brazil. Ind Crops Prod. 2019;129:175-84. https://doi.org/10.1016/j.indcrop.2018.12.004
    » https://doi.org/10.1016/j.indcrop.2018.12.004
  • Liu Y, Wu K, Zhao R. Bibliometric analysis of research on soil health from 1999 to 2018. J Soils Sediments. 2020;20:1513-25. https://doi.org/10.1007/s11368-019-02519-9
    » https://doi.org/10.1007/s11368-019-02519-9
  • Lopes LD, Fontes Junior RC, Pacheco EP, Fernandes MF. Shifts in microbial and physicochemical parameters associated with increasing soil quality in a tropical Ultisol under high seasonal variation. Soil Tillage Res. 2021;206:104819. https://doi.org/10.1016/j.still.2020.104819
    » https://doi.org/10.1016/j.still.2020.104819
  • Luz FB, Silva VR, Mallmann FJK, Pires CAB, Debiasi H, Franchini JC, Cherubin MR. Monitoring soil quality changes in diversified agricultural cropping systems by the Soil Management Assessment Framework (SMAF) in southern Brazil. Agric Ecosyst Environ. 2019;281:100-10. https://doi.org/10.1016/j.agee.2019.05.006
    » https://doi.org/10.1016/j.agee.2019.05.006
  • Matos PS, Fonte SJ, Lima SS, Pereira MG, Kelly C, Damian JM, Fontes MA, Chaer GM, Brasil FC, Zonta E. Linkages among Soil Properties and Litter Quality in Agroforestry Systems of Southeastern Brazil. Sustainability. 2020;12:9752. https://doi.org/10.3390/su12229752
    » https://doi.org/10.3390/su12229752
  • Mausel PW. Soil quality in Illinois-an example of a soils geography resource analysis. Prof Geogr. 1971;23:127-36. https://doi.org/10.1111/j.0033-0124.1971.00127.x
    » https://doi.org/10.1111/j.0033-0124.1971.00127.x
  • Moebius-Clune BN, Moebius-Clune D, Gugino B, Idowu OJ, Schindelbeck RR, Ristow AJ, Van Es H, Thies J, Shayler H, Mcbride M, Wolfe D, Abawi G. Comprehensive assessment of soil health: The Cornell framework manual. 3rd ed. Geneva: Cornell University; 2016.
  • Nascimento CWA, Lima LHV, Silva FL, Biondi CM, Campos MCC. Natural concentrations and reference values of heavy metals in sedimentary soils in the Brazilian Amazon. Environ Monit Assess. 2018;190:606. https://doi.org/10.1007/s10661-018-6989-4
    » https://doi.org/10.1007/s10661-018-6989-4
  • National Research Council. Soil and water quality: An agenda for agriculture. Washington, DC: National Academies Press; 1993.
  • Nunes MR, Karlen DL, Denardin JE, Cambardella CA. Corn root and soil health indicator response to no-till production practices. Agric Ecosyst Environ. 2019;285:106607. https://doi.org/10.1016/j.agee.2019.106607
    » https://doi.org/10.1016/j.agee.2019.106607
  • Nunes ALP, Bartz ML, Mello I, Bortoluzzi J, Roloff G, Fuentes Llanillo R, Canalli L, Wandscheer CAR, Ralisch R. No-till System Participatory Quality Index in land management quality assessment in Brazil. Eur J Soil Sci. 2020;71:974-87. https://doi.org/10.1111/ejss
    » https://doi.org/10.1111/ejss
  • Oliveira Filho LCI, Klauberg Filho O, Baretta D, Tanaka CAS, Sousa JP. Collembola community structure as a tool to assess land use effects on soil quality. Rev Bras Cienc Solo. 2016;40:e0150432. https://doi.org/10.1590/18069657rbcs20150432
    » https://doi.org/10.1590/18069657rbcs20150432
  • Oliveira VH, Abreu CA, Coelho RM, Melo LCA. Cadmium background concentrations to establish reference quality values for soils of São Paulo State, Brazil. Environ Monit Assess. 2014;186:1399-408. https://doi.org/10.1007/s10661-013-3462-2
    » https://doi.org/10.1007/s10661-013-3462-2
  • Passos RR, Costa LM, Burak DL, Santos DA. Quality indices in degraded pasture in hilly relief. Semin Cienc Agrar. 2015;36:2465-82. https://doi.org/10.5433/1679-0359.2015v36n4p2465
    » https://doi.org/10.5433/1679-0359.2015v36n4p2465
  • Pavinato PS, Cherubin MR, Soltangheisi A, Rocha GC, Chadwick DR, Jones DL. Revealing soil legacy phosphorus to promote sustainable agriculture in Brazil. Sci Rep-UK. 2020;10:15615. https://doi.org/10.1038/s41598-020-72302-1
    » https://doi.org/10.1038/s41598-020-72302-1
  • Pires LF, Borges JAR, Rosa JA, Cooper M, Heck RJ, Passoni S, Roque WL. Soil structure changes induced by tillage systems. Soil Till Res. 2017;165:66-79. https://doi.org/10.1016/j.still.2016.07.010
    » https://doi.org/10.1016/j.still.2016.07.010
  • Prates Júnior P, Moreira BC, Silva MCS, Veloso TGR, Sturmer SL, Fernandes RBA, Mendonça ES, Kasuya MCE. Agroecological coffee management increases arbuscular mycorrhizal fungi diversity. PLoS One. 2019;14:e0209093. https://doi.org/10.1371/journal.pone.0209093
    » https://doi.org/10.1371/journal.pone.0209093
  • Preston W, Nascimento CWA, Biondi CM, Souza Júnior VS, Silva WR, Ferreira HA. Valores de referência de qualidade para metais pesados em solos do Rio Grande do Norte. Rev Bras Cienc Solo. 2014;38:1028-37. https://doi.org/10.1590/S0100-06832014000300035
    » https://doi.org/10.1590/S0100-06832014000300035
  • Raiesi F. A minimum data set and soil quality index to quantify the effect of land use conversion on soil quality and degradation in native rangelands of upland arid and semiarid regions. Ecol Indic. 2017;75:307-20. https://doi.org/10.1016/j.ecolind.2016.12.049
    » https://doi.org/10.1016/j.ecolind.2016.12.049
  • Raiesi F, Kabiri V. Identification of soil quality indicators for assessing the effect of different tillage practices through a soil quality index in a semi-arid environment. Ecol Indic. 2016;71:198-207. https://doi.org/10.1016/j.ecolind.2016.06.061
    » https://doi.org/10.1016/j.ecolind.2016.06.061
  • Rieff GG, Natal-da-Luz T, Sousa JP, Wallau MO, Hahn L, Sa ELS. Collembolans and Mites communities as a tool for assessing soil quality: effect of eucalyptus plantations on soil mesofauna biodiversity. Curr Sci. 2016;110:713-9. https://doi.org/10.18520/cs%2Fv110%2Fi4%2F713-719
    » https://doi.org/10.18520/cs%2Fv110%2Fi4%2F713-719
  • Rinot O, Levy GJ, Steinberger Y, Svoray T, Eshel G. Soil health assessment: A critical review of current methodologies and a proposed new approach. Sci Total Environ. 2019;648:1484-91. https://doi.org/10.1016/j.scitotenv.2018.08.259
    » https://doi.org/10.1016/j.scitotenv.2018.08.259
  • Romanelli JP, Fujimoto JT, Ferreira MD, Milanez DH. Assessing ecological restoration as a research topic using bibliometric indicators. Ecol Eng. 2018;120:311-20. https://doi.org/10.1016/j.ecoleng.2018.06.015
    » https://doi.org/10.1016/j.ecoleng.2018.06.015
  • Rosa DM, Sampaio SC, Pereira PAM, Mauli MM, Reis RR. Swine wastewater: impacts on soil, plant, and leachate. Eng Agric. 2017;37:928-39. https://doi.org/10.1590/1809-4430-eng.agric.v37n5p928-939/2017
    » https://doi.org/10.1590/1809-4430-eng.agric.v37n5p928-939/2017
  • Ruiz F, Cherubin MR, Ferreira TO. Soil quality assessment of constructed Technosols: Towards the validation of a promising strategy for land reclamation, waste management and the recovery of soil functions. J Environ Manage. 2020;276:111344. https://doi.org/10.1016/j.jenvman.2020.111344
    » https://doi.org/10.1016/j.jenvman.2020.111344
  • Santana EJ, Santos FR, Mastelini SM, Melquiades FL, Barbon Jr S. Improved prediction of soil properties with multi-target stacked generalization on EDXRF spectra. Chemom Intell Lab Syst. 2021;209:104231. https://doi.org/10.1016/j.chemolab.2020.104231
    » https://doi.org/10.1016/j.chemolab.2020.104231
  • Santos WP, Silva MLN, Avanzi JC, Acuña-Guzman SF, Cândido BM, Cirillo MÂ, Curi N. Soil quality assessment using erosion-sensitive indices and fuzzy membership under different cropping systems on a Ferralsol in Brazil. Geoderma Reg. 2021;25:e00385. https://doi.org/10.1016/j.geodrs.2021.e00385
    » https://doi.org/10.1016/j.geodrs.2021.e00385
  • Satiro LS, Cherubin MR, Safanelli JL, Lisboa IP, Rocha Junior PR, Cerri CEP, Cerri CC. Sugarcane straw removal effects on Ultisols and Oxisols in south-central Brazil. Geoderma Reg. 2017;11:86-95. https://doi.org/10.1016/j.geodrs.2017.10.005
    » https://doi.org/10.1016/j.geodrs.2017.10.005
  • Segat JC, Vasconcellos RL, Silva DP, Baretta D, Cardoso EJBN. Ants as indicators of soil quality in an on-going recovery of riparian forests. For Ecol Manage. 2017;404:338-43 https://doi.org/10.1016/j.foreco.2017.07.038
    » https://doi.org/10.1016/j.foreco.2017.07.038
  • Serafim ME, Zeviani WM, Ono FB, Neves LG, Silva BM, Lal R. Reference values and soil quality in areas of high soybean yield in Cerrado region, Brazil. Soil Tillage Res. 2019;195:104362. https://doi.org/10.1016/j.still.2019.104362
    » https://doi.org/10.1016/j.still.2019.104362
  • Shukla MK. Soil physics: An introduction. Boca Raton: CRC Press; 2013
  • Silva AM, Urban RC, Manfré LA, Brossard M, Moreira MZ. Soil quality attributes related to urbanization in Brazilian watershed. J Env Eng Land Manage. 2017;25:317-28. https://doi.org/10.3846/16486897.2017.1296451
    » https://doi.org/10.3846/16486897.2017.1296451
  • Stefanoski DC, Figueiredo CC, Santos GG, Marchão RL. Selecting soil quality indicators for different soil management systems in the Brazilian Cerrado. Pesq Agropec Bras. 2016;51:1643-51. https://doi.org/10.1590/s0100-204x2016000900064
    » https://doi.org/10.1590/s0100-204x2016000900064
  • Stenberg B. Monitoring soil quality of arable land: Microbiological Indicators. Acta Agric Scand. 1999;49:1-24. https://doi.org/10.1080/09064719950135669
    » https://doi.org/10.1080/09064719950135669
  • Stott DE, Wienhold B, Es H, Herrick JE. Soil health assessment of agricultural lands. In: Karlen DL, Stott DE, Mikha MM, editors. Approaches to soil health analysis. Soil Health Series. Madison: Wiley & Sons; 2021. v. 1. p. 79-99.
  • Taylor MD, Kim ND, Hill RB, Chapman R. A review of soil quality indicators and five key issues after 12 yr soil quality monitoring in the Waikato region. Soil Use Manag. 2010;26:212-24. https://doi.org/10.1111/j.1475-2743.2010.00276.x
    » https://doi.org/10.1111/j.1475-2743.2010.00276.x
  • Thomaz EL. Dynamics of aggregate stability in slash-and-burn system: Relaxation time, decay, and resilience. Soil Till Res. 2018;178:50-4. https://doi.org/10.1016/j.still.2017.12.017
    » https://doi.org/10.1016/j.still.2017.12.017
  • United States Department of Agriculture - USDA. Soil health. Washington, DC: United States Department of Agriculture, Natural Resources Conservation Service; 2021 [cited 2021 Jul 10]. Available from: https://www.nrcs.usda.gov/wps/portal/nrcs/main/national/soils/health/
    » https://www.nrcs.usda.gov/wps/portal/nrcs/main/national/soils/health/
  • United States Department of Agriculture - USDA. Interpreting the soil conditioning index: A tool for measuring soil organic matter trends. Washington, DC: United States Department of Agriculture, Natural Resources Conservation Service; 2003. (Soil quality - agronomy technical note, 16). Available from: https://www.nrcs.usda.gov/Internet/FSE_DOCUMENTS/nrcs142p2_053273.pdf
    » https://www.nrcs.usda.gov/Internet/FSE_DOCUMENTS/nrcs142p2_053273.pdf
  • Universidade de São Paulo, Escola Superior de Agricultura Luiz de Queiroz - USP/ ESALQ. Grade curricular - Curso: Engenharia Agronômica. Piracicaba: USP/ESALQ; 2020 [cited 2021 Nov 10]. Available from: https://uspdigital.usp.br/jupiterweb/listarGradeCurricular?codcg=11&codcur=11010&codhab=0&tipo=N
    » https://uspdigital.usp.br/jupiterweb/listarGradeCurricular?codcg=11&codcur=11010&codhab=0&tipo=N
  • Universidade Federal de Lavras - UFLA. Matrizes curriculares e ementas, G001 - Agronomia (Bacharelado), 201901. Lavras: UFLA; 2019 [cited 2021 Nov 10]. Available from: https://sig.ufla.br/mod ulos/publico/matrizes_curriculares/index.php
    » https://sig.ufla.br/mod ulos/publico/matrizes_curriculares/index.php
  • Universidade Federal de Santa Maria - UFSM. Programa da disciplina AGR816 - Qualidade do solo na produção vegetal. Santa Maria: UFSM; 2021 [cited 2021 Nov 10]. Available from: https://portal.ufsm.br/documentos/publico/documento.html?id=12699267
    » https://portal.ufsm.br/documentos/publico/documento.html?id=12699267
  • Universidade Federal de Viçosa - UFV. Currículo do curso de Agronomia. Viçosa, MF: UFV; 2018 [cited 2021 Nov 10]. Available from: https://www.agn.caf.ufv.br/wp-content/uploads/2021/04/Matriz_AGF_2020-Atualizada.pdf
    » https://www.agn.caf.ufv.br/wp-content/uploads/2021/04/Matriz_AGF_2020-Atualizada.pdf
  • Vasconcellos RLF, Bonfim JA, Baretta D, Cardoso EJBN. Arbuscular mycorrhizal fungi and glomalin-related soil protein as potential indicators of soil quality in a recuperation gradient of the Atlantic Forest in Brazil. Land Degrad Dev. 2016;27:325-34. https://doi.org/10.1002/ldr.2228
    » https://doi.org/10.1002/ldr.2228
  • Vezzani FM, Mielniczuk J. Uma visão sobre qualidade do solo. Rev Bras Cienc Solo. 2009;33:743-55. https://doi.org/10.1590/S0100-06832009000400001
    » https://doi.org/10.1590/S0100-06832009000400001
  • Viana RM, Ferraz JBS, Neves AF, Vieira G, Pereira BFF. Soil quality indicators for different restoration stages on Amazon rainforest. Soil Till Res. 2014;140:1-7. https://doi.org/10.1016/j.still.2014.01.005
    » https://doi.org/10.1016/j.still.2014.01.005
  • Watanabe R, Tormena CA, Guimarães MF, Tavares Filho J, Ralisch R, Franchini J, Debiasi H. Is structural quality as assessed by the “Profil Cultural” method related to quantitative indicators of soil physical quality? Rev Bras Cienc Solo. 2018;42:e0160393. https://doi.org/10.1590/18069657rbcs20160393
    » https://doi.org/10.1590/18069657rbcs20160393
  • Zanatta JA, Vieira FCB, Briedis C, Dieckow J, Bayer C. Carbon indices to assess quality of management systems in a Subtropical Acrisol. Sci Agric. 2019;76:501-8. https://doi.org/10.1590/1678-992x-2017-0322
    » https://doi.org/10.1590/1678-992x-2017-0322

Edited by

Editors: José Miguel Reichert and Jackson Adriano Albuquerque.

Publication Dates

  • Publication in this collection
    22 Apr 2022
  • Date of issue
    2022

History

  • Received
    14 Aug 2021
  • Accepted
    04 Feb 2022
Sociedade Brasileira de Ciência do Solo Secretaria Executiva , Caixa Postal 231, 36570-000 Viçosa MG Brasil, Tel.: (55 31) 3899 2471 - Viçosa - MG - Brazil
E-mail: sbcs@ufv.br