Open-access Soil hydraulic properties, mineralogical alteration and pore formation in Regosols from southern Brazil

ABSTRACT

Regosols (Neossolos) are soils with use limitations mainly related to effective depth, abundant presence of rock and saprolite fragments, and frequently high slope gradients; besides that, they represent a new agricultural frontier for grain production in southern Brazil. This study evaluated soil saturated hydraulic conductivity (Ksat) and water retention and availability in Regosols and saprolites derived from volcanic rocks in southern Brazil and the relationship of these variables with porosity in saprolithic horizons characterized by mineralogical weathering. The study was carried out on eight profiles derived from basic and acidic volcanic rocks of the Serra Geral Formation. We evaluated soil morphology, granulometry, porosity, bulk density (BD), Ksat, water retention, electronic/ optical microscopy and chemical composition of parent materials, and soil mineralogy. Soil Ksat ranged from 0.0 to 6.40 cm h-1 in the evaluated horizons, without significant difference between the A and Cr horizons. Seven soil profiles showed BD equal to or less than 1.28 Mg m-3 for the Cr samples. Total porosity in the Cr horizons was above 0.5 m3 m-3 and not significantly different from A horizons. In five of the eight soil profiles, one or more Cr horizons presented greater available water than A horizons. Electronic and optical microscopy evidenced abundant cracks and mineralogical weathering in the rock samples. X-rays diffraction data also indicated advanced degree of weathering of Cr horizons, evidencing abundant formation of pores in the saprolite. and justifying the high-water retention in Regosols profiles in southern Brazil.

Keywords weathering; regolith; rock fragments; porosity; stony soils

INTRODUCTION

Neossolos Regolíticos (saprolithic Regosols), in the Brazilian Soil Classification System, are soils without a diagnostic B horizon, with a lithic contact below 0.50 m in depth and a Cr horizon consisting of saprolite (Santos et al., 2018a). Saprolite is defined as autochthonous geogenic material with varying degrees of weathering, but maintaining the original structure of the parent rock, which can be cut with a shovel (Pedron et al., 2009, 2015). Several studies highlight thatsaprolite in less developed soils plays important environmental and agricultural functions (Pedron et al., 2009; Santos et al., 2017), although we are still seeking a better understanding of the saprolite effects in soil water dynamics and plant development (Pereira et al., 2023; Fachi et al., 2023).

In the volcanic plateau of southern Brazil, more than 25 % of the area consists of shallow (less than 0.50 m) and moderately deep (0.50 m to less than 1.00 m), with saprolite occurring within 1.00 m from the surface. Most of these areas, especially those where saprolithic Regosols predominate, are considered inappropriate for annual grain cultivation, and should be reserved for perennial crops or environmental preservation (Streck et al., 2018). However, with the price increase of soybeans in the international market in recent years, these areas have been under strong use pressure, becoming a recent agricultural frontier in southern Brazil. This fact has promoted the indiscriminate use of shallow, stony, and steep soils, resulting in environmental degradation and ecological losses. These problems may intensify due to climate changes caused by global warming, which have increased the risk of drought in southern Brazil and may further limit the use of these soils. Therefore, a more detailed knowledge of its capabilities and limitations is necessary for sustainable use planning.

Low retention capacity and water availability in shallow soils stand out as a strong limiting factor for agricultural cultivation, especially in regions with little or erratic precipitation in the growing seasons. However, fragmented saprolites allow the deepening of roots in the Cr horizons, where plants can mine extra water to fulfill the demand for proper growth (Pedron et al., 2009; 2011). Field observations confirm root development in saprolite cracks (Wald et al., 2013; Pedron et al., 2015) and indicate water dynamics in these materials is related to their fracturing and cracks filling (Stürmer et al., 2009).

The Cr horizons of soils derived from sandstones may have lower, equal or even higher water retention than solum horizons (Pedron et al., 2011). Data from Pereira et al. (2023) show coarse fragments (rock and saprolite) derived from volcanic rocks can retain and release more available water for plants per unit volume than many Ferralsols, indicating saprolite also acts as a reservoir of water for plants. However, in most shallow soils that have been suffering an increase in agricultural occupation, the capabilities of saprolite to perform hydrological functions such as retaining and releasing water for plants are unknown. These functions are governed by retention and permeability properties, which are directly dependent on the saprolite porosity and soil profile weathering rate that rules the mineral alteration and pore formation (Santos et al., 2018b).

Characterization of hydraulic properties is fundamental for the proper agricultural management of shallow and stony soils and their preservation. Likewise, understanding the generation of pores by mineralogical alteration contributes to the knowledge of the behavior of these volcanic materials in southern Brazil. The main hypothesis is that alteration of vulcanic rock minerals in the saprolite horizon allows pore formation and significant water retention and availability. We evaluated soil saturated hydraulic conductivity, and water retention and availability, and contribution of mineral alteration in the saprolite horizon for pore formation in Regosols derived from volcanic rocks in southern Brazil.

MATERIALS AND METHODS

Environmental information and soil profile characterization

Eight soil profiles of Neossolos Regolíticos (Regosols) were selected on the volcanic Meridional Plateau edge located in the central region of the state of Rio Grande do Sul State (RS), Brazil (Figure 1). The land use for each site is presented in table 1. The climate in the study region is humid subtropical without drought, with an average annual temperature of 19.2 °C and an average annual rainfall of 1,708 mm (Maluf, 2000). The soils are derived from basic and acidic volcanic rocks of the Serra Geral Formation. Rock acidity and its chemical composition was identified using the X-Ray Fluorescence Spectrometry (FRX) technique (Buhrke et al., 1998).

Figure 1
Location of the study area (a), with a superior view of the Meridional Plateau edge region and the distribution of sampling points (b) and the evaluated soil profiles (c to j). Satellite image taken from Google Earth® 2023. Metric scale with color segments equivalent to 0.10 m (profiles 1, 2, 3 and 8) and 0.20 m (profiles 3, 4 and 5). UTM coordinates 22J.
Table 1
Morphological and environmental data of Regosols from the Serra Geral Formation in southern Brazil

Soil profiles were described and sampled according to Santos et al. (2015) and the Soil Survey Staff (2017). Cracking analysis of Cr horizons and R layers was performed according to Pedron et al. (2009), recording the angles, spacing, thickness and filling of the cracks. The weathering classes used to identify and characterize the samples of rocks and saprolites in the field followed the indication of Pedron et al. (2009, 2010).

Hydraulic analysis

Undisturbed samples were collected in metal rings with a volume of 141 cm3 (0.06 m diameter and 0.05 m heigth) with five repetitions, in which the soil bulk density was determined according to Teixeira et al. (2017). In these samples, water retention was determined at suctions (positive value of matric potential) of 0 (effective saturation) and 0.01 MPa in a sand column (Gubiani et al., 2009). Water retention at suctions greater than 1 MPa was determined with a WP4 dew point potentiometer (Gubiani et al., 2012). The available water (AW) was estimated by the water difference between the suction of 0.01 MPa (field capacity) and 1.5 MPa (permanent wilting point). The total porosity was determined by saturation of the pores (θsat) and weighing.

Saturated hydraulic conductivity (Ksat) was determined in undisturbed samples by the constant head permeameter method (Teixeira et al., 2017). The resistance to penetration was measured with a Stolf-type impact penetrometer (Stolf, 1991), using the Dutch equation (Equation 1).

R = f M g h A x + ( M + m ) / g A Eq. 1

in which: R is the soil resistance (usually expressed as kgf cm-2, or MPa, with the approximations g = 10 m s-2 and 1 MPa = 10 kgf cm-2); Mg is the weight of the considered mass (kgf cm-2); h is the height of fall of the mass causing the impact (cm); x is the unitary penetration caused by one impact (cm/impact); (M+m) is the total mass (mass of the impact plus the mass of the equipment) in kg; g is the gravity acceleration (m s-2); A is the cone base area (cm2); and f is the kinetic energy of the impact, which is equal to M/(M+m).

Micromorphological analysis

Samples of Cr horizons were gold coated and submitted to scanning electron microscopy (SEM) equipped with backscattered electrons (BSE) and energy-dispersive X-ray (EDS) detectors (Goldstein et al., 1992). Rock fragments (RCr) with preserved structure were sampled for thin sections used in the micromorphological analysis in a petrographic polarization microscope (Murphy, 1986), where the texture, composition, size and percentage of minerals in the sample were identified.

Chemical analysis

Chemical dissolution of iron oxides via dithionite-citrate-sodium bicarbonate – DCB (Fed) of the fine earth fraction was carried out according to the procedures described by Mehra and Jackson (1960). The identification of primary and secondary minerals present in the material was carried out by X-ray diffraction (XRD) in soil samples (clay fraction) and in samples of saprolite and rock, according to Whitting and Allardice (1986). Soil organic carbon (SOC) content was determined via wet combustion with potassium dichromate 0.067 mol L-1 and external heating. The titration of SOC extracts was performed with 0.5 mol L-1 ferrous ammonium sulfate (Yeomans and Bremner, 1988).

Mineralogical analysis

Clay fraction of the soil was analyzed in an oriented slide with the following treatments: clay saturated with K+ at room temperature (25 °C); clay saturated with K+ and heated to 350 °C; clay saturated with K+ and heated to 550 °C; clay saturated with Mg2+ at room temperature (25 °C); clay saturated with Mg2+ and subsequently solvated with ethylene glycol (25 °C). Saprolite and rock samples were analyzed on powdered slides. The XRD were obtained in a vertical goniometer equipped with a Ni filter and Cu Kα radiation, being operated at 20 mA and 40 kV, with an angular velocity of 0.5° 2θ min-1 and reading intervals of 0-65° 2θ for the samples of saprolites and rocks and 0-45° 2θ for clay samples.

Kaolinite (Kt) quantification was performed by thermal analysis, in samples of horizons A and Cr fractionated in a sieve with a 2 mm mesh, previously treated (deferrified) with DCB, evaluated in a derivatograph with a module of Thermogravimetry (TG) and Differential Thermal Analysis (DTA) simultaneously. The Kt was quantified by the mass loss in the intervals of 450 and 550 °C, considering a mass loss of 13.9 % referring to the dehydroxylation effect (Costa et al., 2004).

Statistical analysis

As the soil profiles location and their horizons cannot be randomly set, the non-parametric Kruskal-Wallis test was used to evaluate whether the horizons affected soil physical properties in each location. The non-parametric Nemenyi test was used as a post-hoc test. These tests were run with the KW_MC SAS macro (Elliott and Hynan, 2011).

RESULTS

Slope gradient of the study areas varied from gently sloping to strongly sloping. Current use was also diverse (Table 1). All studied profiles were classified according to the Brazilian soil classification system as Neossolo Regolítico Eutrófico (Santos et al., 2018a) and in the WRB (IUSS Working Group WRB, 2022) as follows: P1 - Eutric Regosols (Siltic, Saprolithic); P2 and P8 – Leptic, Eutric Regosols (Siltic, Saprolithic); P3, P4, P5 and P7 - Eutric Regosols (Loamic, Saprolithic).

Thickness of the A horizon ranged from 0.10 to 0.30 m (Table 1), with the lowest depths being associated with strongly sloping gradient. All profiles showed a Cr horizon with cracks filled with soil and roots. The volume of saprolite in the A horizons ranged from 14 to 75 % and the soil volume in the Cr horizons ranged from 1 to 37 %, with an average of 9.4 %. The volume of soil and the thickness of the cracks did not impede the penetration of roots in the Cr horizons, since roots were found in layers with only 1 % of soil and cracks of 2 mm.

Weathering classes (Pedron et al., 2009) ranged from I2 (RCr layer – little weathered rock) to I6 (Cr horizon – severely weathered saprolite). The Cr horizons showed penetration resistance from 3.14 to 12.06 kPa, while the RCr layers showed higher values, between 12.65 to 21.48 kPa.

Fraction of coarse material (>2 mm) varied from 138 to 748 g kg-1 in the A horizons, increasing in the Cr horizons, from 657 to 990 g kg-1 (Table 2). The texture of the horizons was quite variable. Clay content in the A horizon varied from 120 to 348 g kg-1, while in the Cr horizon, the variation was from 53 to 429 g kg-1. In some cases, such as P2 and P6, the clay contents in Cr are higher than those in the A horizon. The SOC ranged from 14.2 to 55.3 g kg-1 in the A horizon, reducing in all profiles in the Cr horizons. The Fed values ranged from 11.75 to 61.11 g kg-1 in P5 and P3, respectively, with higher values in A horizons, except in P8. The Kt contents ranged from 30 to 49 %, always decreasing in depth. The first four profiles showed SiO2 contents in the RCr layer characteristic of basic rock, while the last four profiles were characterized as acidic rocks.

Table 2
Physical, chemical and mineralogical data of soil and saprolite samples of Regosols from the Serra Geral Formation in southern Brazil

Seven profiles showed BD values equal to or less than 1.28 Mg m-3 in saprolite (Cr) samples. Only P7 showed higher values, reaching 1.43 Mg m-3 in the Cr2 horizon. The highest BD value for horizon A was verified at P8 (1.48 Mg m-3), under degraded native grassland, while the lowest BD value was observed in P2 profile (0.87 Mg m-3) under natural forest.

Except for P7, all profiles evaluated showed values of total porosity (θsat) in Cr horizons above 0.50 m3 m-3 (Table 3). Only P6 showed significantly higher θsat values in the Cr horizons when compared to the A horizon. In the other profiles, there was no significant variation between the θsat in the solum and the saprolite. The microporosity (θ10) was higher in at least one of the Cr horizons when compared to the A horizons in the following profiles: P1, P4, P5, P6, P7 and P8. Profiles 1, 2 and 5 did not show a significant difference in AW between the A and Cr horizons, however, in profiles 3, 4, 6, 7 and 8, one or more Cr horizons showed greater AW than the A horizons.

Table 3
Soil bulk density, volumetric water content at effective saturation and at a suction of 10 and 1500 kPa, estimated available water and the saturated hydraulic conductivity of Regosols from the Serra Geral Formation in southern Brazil

Soil Ksat ranged from 0.20 to 4.79 cm h-1 in the A horizons and from 0.0 to 6.40 cm h-1 in the Cr horizons. With the exception of P2, all profiles showed Ksat less than 1 cm h-1 in the Cr horizons. No profile showed a significant difference between the Ksat values of the A and Cr horizons.

Abundant presence of microcracks was identified in the saprolithic material of all profiles, which is illustrated in figure 2 with scanning electron microscopy data of samples from the Cr horizons of profiles 4 and 5. It was also possible to verify the weathering process of the primary minerals, especially on alkaline feldspars (plagioclase), as can be seen by viewing the striations resulting from the presence of Carlsbad-type twinning in figure 2c, associated with weathering surfaces with production of secondary minerals of the 2:1 type (Figure 2d), confirmed by the results from the EDS analyzes (Figures 2e and 2f).

Figure 2
Micrographs obtained by scanning electron microscopy of the Cr horizons of Regosols from the Serra Geral Formation in southern Brazil (a: saprolite sample from the Cr horizon of P4; b: saprolite sample from the Cr horizon of P5; c: sample magnification in b; d: sample magnification in c with indication of the EDS analysis area (red arrow); e: EDS referring to point 1 of the sample in d; f: EDS referring to point 2 of the sample in d. Vertical and horizontal axes of e and f: intensity and keV. Yellow arrows indicate microcracks in primary minerals.

Descriptive petrographic analysis of the thin sections of the RCr horizons of the different profiles (Table 4) confirmed the significant weathering in all samples. Iron oxides frequently fill cracks and cleavage planes due to the loss of optical characteristics of feldspars and the release of red coatings (iron oxide) by mafic minerals (pyroxenes and amphiboles). The petrographic evaluation confirmed the first four profiles as derived from basic rocks (P1: probably basalt; P2: basalt; P3: tholeitic basalt; P4: diabase). The vesicular/amygdaloidal structure found in the rocks of profiles 5, 6 and 8 indicate they are derived materials from lava flows on top of the sequences, since these structures derive from fast lava cooling.

Table 4
Petrographic analysis obtained by optical microscopy of RCr samples from Regosols from the Serra Geral Formation in southern Brazil

The FRX data of the rock samples are shown in table 5. The silicon content in P7 and P8 was higher than 70 % and lower than 51 % in the other profiles. Aluminum, iron, calcium, magnesium, sodium, and manganese contents were higher in rocks from profiles 1, 3 and 4, while potassium contents were higher in profiles 7 and 8.

Table 5
Total chemical analysis data via X-ray fluorescence of RCr samples of the Regosols from the Serra Geral Formation in southern Brazil

The XRD data are represented by two profiles of basic rocks and two of acidic rocks (Figure 3). In the profiles derived from basic rock (1 and 4), in the rock and saprolite samples, the reflections referring to quartz (4.25, 3.32 Å) show low intensity, while the reflections referring to calcium-sodic feldspars (plagioclase) show greater intensity in the positions 4.04, 3.21, 3.19 and 2.51 Å. Rock and saprolite samples from profiles 5 and 7 showed intense reflections related to quartz (4.25, 3.32, 2.45, 2.12, 1.81 and 1.54 Å) and potassium feldspars (3.77, 3.46, 3.31, 3.28, 3.23 and 2.98 Å). The high mineralogical weathering in the samples of saprolites in all profiles is clear in the suppression of most reflections related to primary minerals and in the appearance of reflections characteristic of secondary minerals such as kaolinite (4.40 Å) and mica/illite (10.26 Å).

Figure 3
X-ray diffractograms (CuKalpha) of samples from horizon A (clay), Cr (saprolite) and RCr (rock) of P1 (a), P4 (b), P5 (c) and P7 (d). Interplanar space in Angstrom (Å).

In the clay fraction of the A horizon samples, 2:1 minerals from the vermiculite group were detected for all profiles (15.05 Å in the Mg+EG treatment), kaolinite (7.15 and 3.50 Å) and quartz (4.25, 3.32 Å). In profile 4, kaolinite is the most expressive mineral (intensity and area of reflection), while in profiles 1, 5 and 7 vermiculite (14.04 and 12.08 Å) showed greater expressiveness than kaolinite. Intermediate reflections in the region from 15 to 30° 2θ indicate the presence of remnants of primary minerals (micas and feldspars) in the clay fraction. Quartz reflections are more expressive in profiles 5 and 7, derived from acidic rocks.

DISCUSSION

Presence of roots found in cracks of saprolite horizons at depths ranging from 0.50 to 1.00 m (Table 1), although few to common for most profiles, indicates the availability of water and nutrients for plant development (Rose et al., 2003). At these depths, the saprolite identified with weathering classes I5 and I6 predominated, indicating high alteration according to Pedron et al. (2009, 2010) and affecting the BD of the horizons.

Most of the profiles showed Cr horizons with BD values equal to or less than 1.28 Mg m-3 (Table 3), below 1.75 Mg m-3, which is the limit density for root growth of several soil textural classes suggested by Reinert et al. (2008) and Reichert et al. (2009a). Despite this, root penetration only occurred in fractures of the Cr, Cr/A, CrR and RCr horizons, as already observed by Wald et al. (2013) and Pedron et al. (2015), characterizing a paralithic material according to the Soil Survey Staff (2022). Interestingly, the BD is the main feature of the regolith used by pedologists in the field to locate the boundary between solum and saprolite (Santos et al., 2019).

Soil organic carbon and clay contents verified in the Cr horizons are predominantly found in the saprolite cracks, where clay and organic matter transported from the A horizon or recycled by the roots in the Cr itself are deposited. The filling of saprolite cracks is very common and can promote a more suitable environment for plant development, biological activity (Hasenmueller et al., 2017) and water retention, but it has also been responsible for significant reduction of soil hydraulic conductivity (Vepraskas, 2005) and water infiltration (Stürmer et al., 2009).

Low BD values for the Cr horizons are associated with a high total porosity, which varied from 0.46 to 0.61 m3 m-3 in all profiles (Table 3). Total porosity values are higher than those found for Regosols derived from sandstones (Pedron et al., 2011), conglomerate and granite (Pereira et al., 2023) in the same region. The micropores are the maim pores responsible for the retention of water at field capacity (Reichert et al., 2009b; Zhang et al., 2021). In six of the eight studied profiles, the field capacity was higher in at least one of the Cr compared to the A horizons (Table 3), indicating that the saprolite plays an important role in supplying water for plants.

Furthermore, the AW of evaluated soils is higher than the AW of more developed soils, such as the Ferralsols in southern Brazil (Klein et al., 2006). In five profiles (P3, P4, P6, P7 and P8), the AW was higher in the Cr horizons compared to the A horizons (Table 3), indicating the evaluated saprolites are important water reservoirs for plants, as indicated by Wald et al. (2013) and Pedron et al. (2015), to the point of being responsible for maintaining vegetation development in times of water stress (Hubbert et al., 2001). In addition to the porosity, the lack of direct interface with the atmosphere also decreases the water evaporation from Cr horizons, decreasing the fluctuation of AW during the day and the seasons.

Soil Ksat was less than 1 cm h-1 in all Cr, Cr/A and Cr/R horizons, with no significant difference when compared to A horizons. These low Ksat values were also found for sandstone Regosols (Pedron et al., 2011), corroborating the studies showing filling of cracks can limit the Ksat in these soils (Vepraskas, 2005). Soil Ksat is a property that presents high variability (Mesquita and Moraes, 2004) related to several factors, highlighting the continuity of pores that allow water conduction (Reichert et al., 2016, 2018; Holthusen et al., 2018).

Optical microscopy showed the weathering of primary minerals in the RCr layers in all profiles (Table 4), which can also be verified in the field with the distinction of WC I2 and I3 (Table 1). These data show, already in the first stages of alteration, the evaluated acidic and basic volcanic rocks present transformations of mafic minerals such as amphiboles and pyroxenes and feldspars potentiated by the water flow in small cracks that favor the dissolution and the beginning of the minerals disaggregation, maintaining the structural matrix of the rock and generating porosity (Wilson, 2004; Santos et al., 2018b).

All Cr samples evaluated by SEM showed abundant microcracks associated with the weathering of primary minerals, mainly feldspars (Figure 2 and 3). According to data from Navarre-Sitchler et al. (2013), for the alteration of basic volcanic rock, the porosity of the altered material increases significantly with feldspars dissolution.

The XRD data (Figure 3) clearly show the expressiveness of quartz in profiles derived from acidic rocks. The mineralogical alteration of the saprolite samples was also evident, with the transformation of primary minerals, specially feldspars into secondary minerals, such as vermiculite and kaolinite, characteristic of Regosols in southern Brazil (Pedron et al., 2012), contributing to the porosity of the saprolithic matrix (Wilson, 2004; Navarre-Sitchler et al., 2013).

The four profiles derived from basic rocks (P1, P2, P3 and P4 - Table 2) are located at an altitude between 218 and 284 m, while the other four profiles from acidic rocks (P5, P6, P7 and P8) are arranged at an altitude superior and 425 m, belonging, respectively, to the 1st flow (basalt/andesite –120 million years) and 4th flow (rhyolith) described by Sartori et al. (1975) in the region of Santa Maria, RS. The acidic and basic character of the source material did not result in a mineralogical differentiation of the solum, nor did it affect the physico-hydric characteristics of the evaluated Regosols.

Our results show the saprolite (Cr horizon) derived from volcanic rocks is an important portion of the soil due to its high water-holding capacity and AW for plant support. When associated with Regosols, the saprolite approximates the hydraulic behavior of the surface (A horizon) and interacts with plant roots, performing essential environmental services for ecosystem maintenance (Pedron et al., 2009). When close to the surface, likely in the Regosols, saprolites are clearly fragile in relation to contamination, so their identification, characterization and study is essential for sustainable land use planning (Santos et al., 2019).

CONCLUSIONS

Soil saturated hydraulic conductivity was considered low and without significant difference between A and Cr horizons. Total porosity was high, with most samples above 0.50 m3 m-3. Field capacity was higher in Cr than in A horizons in six of the eight evaluated profiles. Available water was higher in the Cr horizon than in A horizon in five soil profiles. There was no distinction in hydraulic properties of samples derived from acidic and basic rocks. Although the saprolite samples showed different mineralogical compositions, there was no significant difference in the mineralogical composition of the solum (horizon A). Mineralogical alteration in the Cr horizons (dissolution of mafic minerals and feldspars and precipitation of vermiculite and kaolinite) is responsible for the expansion of the porous matrix of the saprolite.

  • How to cite: Deobald GA, Gubiani PI, Santos LAC, Azevedo AC, Reichert JM, Dambroz APB. Soil hydraulic properties, mineralogical alteration and pore formation in Regosols from southern Brazil. Rev Bras Cienc Solo. 2024;48:e0240013. https://doi.org/10.36783/18069657rbcs20240013
  • FUNDING
    This study was financially supported by the National Council for Scientifc and Technological Development - CNPq (Process No. 475874/2010-2) and the Research Support Foundation of Rio Grande do Sul - FAPERGS (Process No. 0904846).

DATA AVAILABILITY

The data will be provided upon request.

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Edited by

Publication Dates

  • Publication in this collection
    16 Sept 2024
  • Date of issue
    2024

History

  • Received
    25 Jan 2024
  • Accepted
    08 Apr 2024
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