Impacts of Rotational Grazing on Soil Carbon in Native Grass-Based Pastures in Southern Australia
Open accessAbstract
Rotational grazing management strategies have been promoted as a way to improve the sustainability of native grass-based pasture systems. From disturbance ecology theory, rotational grazing relative to continuous grazing can increase pasture productivity by allowing vegetation to recover after short intense grazing periods. This project sought to assess whether soil organic carbon (SOC) stocks would also increase with adoption of rotational grazing management. Twelve pairs of rotationally and continuously grazed paddocks were sampled across a rainfall gradient in South Australia. Pasture productivity approximated as the normalized difference vegetation index (NDVI) was on average no different between management categories, but when the data from all sites were aggregated as log response ratios (rotational/continuous) a significant positive trend of increasing NDVI under rotational grazing relative to continuous grazing was found (R2 = 0.52). Mean SOC stocks (0-30 cm) were 48.3 Mg C ha-1 with a range of 20-80 Mg C ha-1 across the study area with no differences between grazing management categories. SOC stocks were well correlated with rainfall and temperature (multiple linear regression R2 = 0.61). After removing the influence of climate on SOC stocks, the management variables, rest periods, stocking rate and grazing days, were found to be significantly correlated with SOC, explaining 22% of the variance in SOC, but there were still no clear differences in SOC stocks at paired sites. We suggest three reasons for the lack of SOC response. First, changes in plant productivity and turnover in low-medium rainfall regions due to changes in grazing management are small and slow, so we would only expect at best small incremental changes in SOC stocks. This is compounded by the inherent variability within and between paddocks making detection of a small real change difficult on short timescales. Lastly, the management data suggests that there is a gradation in implementation of rotational grazing and the use of two fixed categories (i.e. rotational v. continuous) may not be the most appropriate method of comparing diverse management styles.
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Written from the paper’s full text.
TL;DR
In 12 paired paddocks across South Australia, rotational grazing did not produce clear increases in soil organic carbon (SOC) relative to continuous grazing, despite some evidence of slowly increasing pasture productivity. Climate explained most SOC variation, while management variables explained only a small share after climate effects were removed.
Key findings
- Mean SOC stocks (0–30 cm equivalent mass) were 48.9 ± 4.5, 49.4 ± 5.5, and 47.7 ± 11.7 Mg C ha⁻¹ for rotational, continuous, and native remnant sites, respectively, with no significant differences among management categories (ANOVA P = 0.926).
- Pasture productivity measured as annual summed NDVI did not differ between rotational and continuous grazing overall (5.46 ± 0.82 vs. 5.55 ± 0.95; ANOVA F = 0.055, P = 0.82), but the log response ratio of NDVI showed a significant positive trend over time under rotational grazing (R² = 0.52).
- Climate strongly controlled SOC: mean winter temperature and mean annual rainfall explained 61% of variance in SOC (R² = 0.61, ANOVA F = 19.99, P < 0.0001). After removing climate effects, rest periods, stocking rate, and grazing days explained 58% of residual SOC variance, equivalent to 22% of total SOC variance, but paired-site SOC differences remained unclear (mean LRR_SOC = 0.004 ± 0.058).
- Native remnant sites had a greater proportion of particulate organic carbon (POC/SOC = 20.6 ± 5.0%) and higher C/N ratios (12.2 ± 1.4) than either grazing category (P = 0.005 and P = 0.001, respectively).
Methods
- Twelve rotationally grazed paddocks were paired with nearby continuously grazed paddocks on similar soil type and landscape position across a rainfall gradient in South Australia; four native remnant vegetation sites were also sampled.
- Soils were sampled to 50 cm in depth intervals, with six strata per paddock and four cores bulked per stratum; SOC stocks were converted to equivalent mass for the 0–30 cm layer, and POC, C/N, pH, EC, clay, and bulk density were measured or predicted.
- Pasture productivity was estimated from MODIS NDVI, management histories were collected, and analyses included ANOVA, log response ratios, multivariate management ordination (PERMANOVA, PCO, cluster), correlation, and multiple linear regression.
Limitations
- The paper states that changes in plant productivity and turnover in low–medium rainfall regions are small and slow, so only small incremental SOC changes would be expected, and inherent variability within and between paddocks makes detecting small real changes difficult on short timescales.
- The paper states that rotational grazing implementation exists on a gradient, so using two fixed categories (rotational vs. continuous) may not be the most appropriate comparison and may mask real differences.
- The paper notes that NDVI may underestimate true productivity, especially under high grazing pressure, potentially masking differences; it also acknowledges uncertainties in the absolute quality of some paired sites, and the conclusion states measurable SOC gains should not be expected in the short to medium term (<15 years).
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
4 of 42 cited sources checked · 3 supported · 0 flagged · accuracy not yet measured
- Premisecitation
In the Briske et al. [21] review, only 3 of 23 studies found significantly higher plant production in rotational compared to continuously grazed treatments.
“While the Briske et al. [21] review did not focus on soil properties, only 3 of 23 studies found significantly higher plant production in rotational compared to continuously grazed treatments.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [21] DD Briske, 2008, Rotational grazing on rangelands, reconciliation of perception and experimental evidence, Rangeland Ecol Manag source
- Premisecitation
Enhanced belowground microbial activity may result in greater stabilization of organic matter.
“which may result in greater stabilization of organic matter [25].”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [25] MF Cotrufo, 2013, The Microbial Efficiency-Matrix Stabilization (MEMS) framework integrates plant litter decomposition with soil organic matter stabilization: Do labile plant inputs form stable soil organic matter?, Global Change Biol source
- Findingown data
There were no differences in SOC stocks between grazing management categories at paired sites.
“Mean SOC stocks (0–30 cm) were 48.3 Mg C ha-1 with a range of 20–80 Mg C ha-1 across the study area with no differences between grazing management categories.”
- Also stated in: § Abstract · hedged
“but there were still no clear differences in SOC stocks at paired sites”
Quote in the paperSubstantial claim- Rests on an assumption: The paired rotationally and continuously grazed paddocks are otherwise comparable in soil, landscape, climate and other factors, so differences in SOC can be attributed to grazing management.
- Rests on an assumption: The 7–10 year minimum period is sufficient for SOC stocks to respond to changes in grazing management.
- Also stated in: § Abstract · hedged
- Findingown data
Pasture productivity approximated as NDVI was on average no different between rotationally and continuously grazed paddocks.
“Pasture productivity approximated as the normalized difference vegetation index (NDVI) was on average no different between management categories”
- Also stated in: § 3.2. Pasture productivity · plain
“Pasture productivity, as assessed by the mean annual summed NDVI over the number of years of rotational grazing implementation, was no different between the two management classes (NDVIrotational = 5.46 ± 0.82, NDVIcontinuous = 5.55 ± 0.95, ANOVA F = 0.055, P = 0.82).”
Quote in the paperNot a substantial claim- Rests on an assumption: The paired rotationally and continuously grazed paddocks are otherwise comparable in soil, landscape, climate and other factors, so differences in SOC can be attributed to grazing management.
- Also stated in: § 3.2. Pasture productivity · plain
- Findingown data
When data from all sites were aggregated as log response ratios (rotational/continuous), there was a significant positive trend of increasing NDVI under rotational grazing relative to continuous grazing (R2 = 0.52).
“but when the data from all sites were aggregated as log response ratios (rotational/continuous) a significant positive trend of increasing NDVI under rotational grazing relative to continuous grazing was found (R2 = 0.52)”
- Also stated in: § 3.2. Pasture productivity · hedged
“While the overall means did not show any patterns, when plotting mean LRRNDVI across time, there was a significant positive trend (Fig 3) suggesting that under rotational grazing productivity can increase relative to continuous grazing.”
Quote in the paperNot a substantial claim- Rests on an assumption: The paired rotationally and continuously grazed paddocks are otherwise comparable in soil, landscape, climate and other factors, so differences in SOC can be attributed to grazing management.
- Also stated in: § 3.2. Pasture productivity · hedged
- Findingown data
SOC stocks were well correlated with rainfall and temperature (multiple linear regression R2 = 0.61).
“SOC stocks were well correlated with rainfall and temperature (multiple linear regression R2 = 0.61).”
Quote in the paperNot a substantial claim - Findingown data
Mean SOC stocks (0-30 cm) were 48.3 Mg C ha-1 with a range of 20-80 Mg C ha-1 across the study area.
“Mean SOC stocks (0–30 cm) were 48.3 Mg C ha-1 with a range of 20–80 Mg C ha-1 across the study area”
Quote in the paperNot a substantial claim - Findingown data
Rest periods (days of rest per year) was the only single variable that could explain a significant fraction of the residual variance from the multiple linear regression with mean winter temperature and mean annual rainfall (Pearson's R = 0.44, P = 0.04).
“We also compared the management data to the residuals from the multiple linear regression with mean winter temperature and mean annual rainfall and found that rest periods (days of rest per year) was the only single variable that could explain a significant fraction of the residual variance (Pearson’s R = 0.44, P = 0.04).”
Quote in the paperSubstantial claim - Findingown data
Across all sampled paddocks, there were no significant differences in SOCeq or SOC0-10 between rotational grazing, continuous grazing, and remnant native vegetation management categories.
“Across all sampled paddocks, there were no significant differences for SOCeq or SOC0-10 between management categories (Table 1).”
Quote in the paperSubstantial claim - Findingown data
In this study, despite significant differences in management practices and minor shifts in pasture productivity, there were no clear trends in SOC stocks.
“In this study, despite significant differences in management practices (Fig 2), which has led to minor shifts in pasture productivity (Fig 3), there were no clear trends in SOC stocks (Fig 5A).”
Quote in the paperSubstantial claim - Findingown data
A preliminary survey found that it was most important to capture differences in soil types which were associated with different geomorphic surfaces.
“This preliminary investigation found that it was most important to capture differences in soil types which were associated with different geomorphic surfaces.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [42] J Sanderman, 2014, FTRG Project 53 Native perennial vegetation, building stable soil carbon and farm resilience, A report to the Australian Department of Agriculture
Not checked in the free run.
- Findingown data
There were no significant correlations between LRRSOC and any of the soil, climate, topographic, or management variables.
“While there were no significant correlations between LRRSOC and any of the soil, climate, topographic or management variables (Table 2), management variables (i.e., PCO2 from the management ordination) again could explain about 20% of the variability in the LRRSOC data (Fig 5C).”
Quote in the paperNot a substantial claim - Findingown data
NDVI was correlated with annual rainfall (R = 0.52, P = 0.009).
“There was no correlation between temperature and rainfall, but NDVI was correlated with climatic indices (NDVI v. winter temperature, R = 0.47, P = 0.021; NDVI v. annual rainfall, R = 0.52, P = 0.009; NDVI v. annual vapour pressure deficit, R = -0.72, P < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
Management factors explained 58% of the residual variance in SOCeq after taking away the overriding trends with climate.
“Management factors were able to explain 58% of the residual variance in SOCeq after taking away the overriding trends with climate.”
Quote in the paperSubstantial claim - Findingown data
The proportion of SOC found as particulate organic carbon (POC) varied significantly among management categories.
“While total stocks did not vary, the proportion of SOC found as particulate organic carbon (POC) and the C/N ratios were found to vary significantly, with the remnant native vegetation sites having a greater proportion of POC and higher C/N ratios than either of the grazing categories (Table 1).”
Quote in the paperNot a substantial claim - Findingown data
NDVI was correlated with annual vapour pressure deficit (R = -0.72, P < 0.001).
“There was no correlation between temperature and rainfall, but NDVI was correlated with climatic indices (NDVI v. winter temperature, R = 0.47, P = 0.021; NDVI v. annual rainfall, R = 0.52, P = 0.009; NDVI v. annual vapour pressure deficit, R = -0.72, P < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
Across all 12 sites, the mean LRRSOC was 0.004 ± 0.058 (1 s.e.m.).
“Across all 12 sites, the mean LRRSOC was 0.004 ± 0.058 (1 s.e.m.).”
Quote in the paperNot a substantial claim - Findingown data
Remnant native vegetation sites had a greater proportion of POC than either rotational or continuous grazing categories.
“While total stocks did not vary, the proportion of SOC found as particulate organic carbon (POC) and the C/N ratios were found to vary significantly, with the remnant native vegetation sites having a greater proportion of POC and higher C/N ratios than either of the grazing categories (Table 1).”
Quote in the paperNot a substantial claim - Findingown data
A cluster analysis demonstrated that there is a group of farmers who practice a more continuous form of rotational grazing or a more rotational form of continuous stocking.
“A cluster analysis demonstrated that there is a group of farmers who practice a more continuous form of rotational grazing (e.g., lower stocking rate and more grazing days than other rotational graziers) or a more rotational form of continuous stocking (e.g., multiple or longer rest periods).”
Quote in the paperSubstantial claim - Findingreasoning
Inclusion of NDVI in the multiple linear regression did not improve the prediction of SOCeq due to multicollinearity of NDVI with climatic indices.
“Due to the multicollinearity of NDVI with climatic indices, inclusion of NDVI in the multiple linear regression did not improve the prediction of SOCeq.”
Quote in the paperNot a substantial claim - Findingown data
Management variables (PCO2 from the management ordination) could explain about 20% of the variability in the LRRSOC data.
“While there were no significant correlations between LRRSOC and any of the soil, climate, topographic or management variables (Table 2), management variables (i.e., PCO2 from the management ordination) again could explain about 20% of the variability in the LRRSOC data (Fig 5C).”
Quote in the paperSubstantial claim - Findingown data
NDVI was correlated with winter temperature (R = 0.47, P = 0.021).
“There was no correlation between temperature and rainfall, but NDVI was correlated with climatic indices (NDVI v. winter temperature, R = 0.47, P = 0.021; NDVI v. annual rainfall, R = 0.52, P = 0.009; NDVI v. annual vapour pressure deficit, R = -0.72, P < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
The fitted multiple linear regression equation for SOC residuals was SOCresiduals = -4.21 + (2.54 × rest periods) + (0.23 × stocking rate) - (0.31 × grazing days).
“SOCresiduals = -4.21 + (2.54 × rest periods) + (0.23 × stocking rate)–(0.31 × grazing days).”
Quote in the paperSubstantial claim - Findingown data
Mean winter temperature and mean annual rainfall together explained 61% of the variance in SOC in a multiple linear regression (R2 = 0.61, ANOVA F = 19.99, P < 0.0001).
“When used in a multiple linear regression, mean winter temperature and mean annual rainfall could explain 61% of the variance in SOC (R2 = 0.61, ANOVA F = 19.99, P < 0.0001).”
Quote in the paperSubstantial claim - Findingreasoning
The 58% residual variance explained by management factors equates to 22% of the total variance in SOCeq across the study region.
“This value of 58% equates to 22% of the total variance in SOCeq across our study region.”
Quote in the paperSubstantial claim - Findingown data
There was no correlation between temperature and rainfall.
“There was no correlation between temperature and rainfall, but NDVI was correlated with climatic indices (NDVI v. winter temperature, R = 0.47, P = 0.021; NDVI v. annual rainfall, R = 0.52, P = 0.009; NDVI v. annual vapour pressure deficit, R = -0.72, P < 0.001).”
Quote in the paperNot a substantial claim - Findingown data
Measured or predicted soil properties (pH, EC, and clay) did not correlate well with SOC stocks.
“Measured or predicted soil properties (pH, EC and clay) did not correlate well with SOC stocks.”
Quote in the paperNot a substantial claim - Findingown data
C/N ratios varied significantly among management categories.
“While total stocks did not vary, the proportion of SOC found as particulate organic carbon (POC) and the C/N ratios were found to vary significantly, with the remnant native vegetation sites having a greater proportion of POC and higher C/N ratios than either of the grazing categories (Table 1).”
Quote in the paperNot a substantial claim - Findingown data
Multivariate analysis of grazing management variables found highly significant differences between rotational and continuous stocking practices (one-way PERMANOVA, pseudo-F = 11.14, P < 0.001).
“Multivariate analysis of grazing management variables, rest periods (days of rest per year), stocking rate and grazing days, found that there were indeed highly significant differences between rotational and continuous stocking practices (one-way PERMANOVA, pseudo-F = 11.14, P < 0.001).”
Quote in the paperNot a substantial claim- Rests on an assumption: Landholder records, observations and discussions accurately reflect the actual current and previous management of individual paddocks.
- Findingown data
Remnant native vegetation sites had higher C/N ratios than either rotational or continuous grazing categories.
“While total stocks did not vary, the proportion of SOC found as particulate organic carbon (POC) and the C/N ratios were found to vary significantly, with the remnant native vegetation sites having a greater proportion of POC and higher C/N ratios than either of the grazing categories (Table 1).”
Quote in the paperNot a substantial claim - Findingown data
NDVI data indicated that plant production was increasing slightly under rotational relative to continuous grazing.
“While we did not detect positive trends in SOC over time, NDVI data indicated that plant production was increasing slightly under rotational relative to continuous grazing.”
Quote in the paperSubstantial claim - Findingown data
There was a large range of grazing intensities within each management category.
“Additionally, an important finding from this study was that there was a large range of grazing intensities within each management category (Fig 2) and treating all sites as equal within each of the two main categories may be masking real differences in the dependent variable [59].”
Quote in the paperSubstantial claim - Premisecitation
There is some evidence that belowground microbial activity can be enhanced under rotational grazing.
“There is also some evidence that belowground microbial activity can be enhanced under rotational grazing [24]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [24] G Bai, 2013, Arbuscular mycorrhizal fungi associated with vegetation and soil parameters under rest grazing management in a desert steppe ecosystem, Mycorrhiza source
- Interpretationreasoning
Inherent variability within and between paddocks makes detection of a small real change in SOC difficult on short timescales.
“This is compounded by the inherent variability within and between paddocks making detection of a small real change difficult on short timescales.”
Quote in the paperSubstantial claim - Premisecitation
A large number of soil functions that are critical for crop and pasture production are positively associated with greater SOC levels.
“A large number of soil functions that are critical for crop and pasture production, including nutrient and pH buffering, water retention, soil structural stability, and higher agronomic efficiency with respect to fertilizer inputs are all positively associated with greater SOC levels [4], [5].”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [4] R Lal, 2006, Enhancing crop yields in the developing countries through restoration of the soil organic carbon pool in agricultural lands, Land Degrad Dev source
- cites [5] P Loveland, 2003, Is there a critical level of organic matter in the agricultural soils of temperate regions: a review, Soil Till Res source
- Premisecitation
Chan et al. [28] found no significant differences in SOC between rotational and continuous grazing management in central and southern NSW.
“Chan et al. [28] found significantly higher SOC stocks in native and introduced pastures which had been improved with phosphorus often associated with the addition of legumes (grazing management controlled for), but no significant differences in SOC between rotational and continuous grazing management in central and southern NSW.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [28] KY Chan, 2010, Soil carbon stocks under different pastures and pasture management in the higher rainfall areas of south-eastern Australia, Soil Res source
- Premisecitation
Wilson and Lonergan [29] found no difference in SOC stocks in the 0-30 cm layer between similar styles of rotational and continuous grazing of improved pastures in the central Tablelands, NSW.
“Wilson and Lonergan [29] found no difference in SOC stocks in the 0–30 cm layer between similar styles of rotational and continuous grazing of improved pastures in the central Tablelands, NSW.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [29] BR Wilson, 2013, Land-use and historical management effects on soil organic carbon in grazing systems on the Northern Tablelands of New South Wales, Soil Res source
- Premisecitation
NDVI may be underestimating the true productivity of pastures with correlation coefficients between NDVI and measured grass yields typically being between 0.6 and 0.8.
“It is important to recognize that NDVI may be underestimating the true productivity of pastures with correlation coefficients between NDVI and measured grass yields typically being between 0.6 and 0.8 [54].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [54] B Xu, 2008, MODIS-based remote sensing monitoring of grass production in China, Int J Remote Sens source
- Study design and conductnone given
A paired site approach was specifically adopted in this study to minimize the influence of climatic controls on SOC stocks in the interpretation of potential changes due to grazing management.
“A paired site approach was specifically adopted in this study to minimize the influence of climatic controls on SOC stocks in the interpretation of potential changes due to grazing management.”
Quote in the paperSubstantial claim - Premisecitation
Climate is a master variable controlling SOC stocks at regional scales due to its overriding influence on primary productivity and microbial activity.
“These findings are consistent with well established ecological principles that climate is a master variable controlling SOC stocks at regional scales due to its overriding influence on primary productivity and microbial activity [22].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] R Amundson, 2001, The carbon budget in soils, Annu Rev Earth Planet Sci Lett source
- Interpretationown data
Implementation of rotational grazing is only having a small positive effect on SOC stocks.
“Given all the sources of uncertainty in measuring differences in SOC stocks, we are cautious to make a strong case out of this limited finding and feel the preponderance of evidence in this study suggests that implementation of rotational grazing is only having a small positive effect on SOC stocks.”
Quote in the paperSubstantial claim - Premisecitation
Most positive responses of SOC to adoption of rotational grazing seem to be located in more mesic rangelands because of the shorter recovery times needed for vegetation between defoliations.
“Most of the positive responses of SOC to adoption of rotational grazing seem to be located in more mesic rangelands because of the shorter recovery times needed for the vegetation between defoliations [10].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [10] WR Teague, 2013, Multi-paddock grazing on rangelands, Why the perceptual dichotomy between research results and rancher experience, J Environ Manage source
- Premisecitation
Allen et al. [27] found no significant differences between grazing management styles in the rangelands of Queensland.
“Allen et al. [27] found a small negative influence of stocking rate on SOC stocks but no significant differences between grazing management styles in the rangelands of Queensland.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [27] DE Allen, 2013, What determines soil organic carbon stocks in the grazing lands of north-eastern Australia?, Soil Res source
- Premisecitation
Within Australia, field studies have failed to find a significant grazing management effect on SOC stocks.
“Within Australia, field studies have failed to find a significant grazing management effect on SOC stocks.”
Quote in the paperSubstantial claim - Premisecitation
The field evidence for carbon sequestration is inconsistent.
“However, the field evidence for carbon sequestration is inconsistent.”
Quote in the paperSubstantial claim - Premisecitation
At the regional scale, climate and soil properties are often the major factors determining the SOC content of a given soil.
“At the regional scale, climate and soil properties are often the major factors determining the SOC content of a given soil [52]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [52] JA Baldock, 2011, Handbook of soil science
Not checked in the free run.
- Interpretationown data
Under rotational grazing productivity can increase relative to continuous grazing.
“suggesting that under rotational grazing productivity can increase relative to continuous grazing”
Quote in the paperNot a substantial claim - Interpretationreasoning
Rotational grazing may be leading to marginal improvements in SOC.
“Inspection of this equation reveals that both rest periods and stocking rate, the two management variables that were positively associated with rotational grazing practices (Fig 2) positively influenced SOCresiduals suggesting that rotational grazing may be leading to marginal improvements in SOC.”
Quote in the paperSubstantial claim - Interpretationreasoning
Amongst the rotationally grazed sites, the sites with the strongest grazing pressure showed the greatest SOC response.
“Given that the variable grazing days was most strongly correlated with PCO2 (Fig 2), this finding suggests that amongst the rotationally grazed sites the sites with the strongest grazing pressure showed the greatest SOC response.”
Quote in the paperNot a substantial claim - Interpretationown data
The variability introduced due to the gradient in management may preclude finding a treatment effect when lumping data into broad management categories.
“The variability introduced due to this gradient in management may preclude finding a treatment effect when lumping data into broad management categories.”
Quote in the paperSubstantial claim - Premisecitation
The 7-10 year minimum time period should allow for pasture composition to stabilize as species sensitive to the change in regime could have been lost from the species assemblage following a change in grazing management.
“The 7–10 year minimum time period should allow for pasture composition to stabilize as species sensitive to the change in regime could have been lost from the species assemblage following a change in grazing management [34].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [34] Reseigh J (2004) Grazing management determinants of ground-storey vegetation, Northern Tablelands, NSW. Ph D, University of New England.
Not checked in the free run.
- Interpretationreasoning
There is evidence to support improvement of SOC levels with adoption of rotational grazing.
“Clearly, there is evidence to support improvement of SOC levels with adoption of rotational grazing.”
Quote in the paperSubstantial claim - Interpretationcitation
The inherent variability in SOC within paddocks and across small regions makes detecting small but real improvements in SOC difficult.
“As seen in this study and others [28], [29], the inherent variability in SOC within paddocks and across small regions makes detecting small but real improvements in SOC difficult.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [28] KY Chan, 2010, Soil carbon stocks under different pastures and pasture management in the higher rainfall areas of south-eastern Australia, Soil Res source
- cites [29] BR Wilson, 2013, Land-use and historical management effects on soil organic carbon in grazing systems on the Northern Tablelands of New South Wales, Soil Res source
- Interpretationown data
Treating all sites as equal within each of the two main management categories may be masking real differences in the dependent variable.
“Additionally, an important finding from this study was that there was a large range of grazing intensities within each management category (Fig 2) and treating all sites as equal within each of the two main categories may be masking real differences in the dependent variable [59].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [59] LM Macdonald, 2013, Combining management based indices with environmental parameters to explain regional variation in soil carbon under dryland cropping in South Australia, Soil Res source
- Interpretationreasoning
Given enough time, observable gains in SOC may be found.
“This finding of increasing productivity suggests that given enough time observable gains in SOC may be found.”
Quote in the paperSubstantial claim- Rests on an assumption: Gains in plant productivity and root turnover to the soil are the most likely reasons that rotational grazing may lead to greater SOC stocks.
- Premisecitation
These improvements in the pasture base can then contribute to improved animal production through increased stocking rates.
“These improvements in the pasture base can then contribute to improved animal production through increased stocking rates [16].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [16] LP Kahn, 2010, Herbage mass thresholds rather than plant phenology are a most useful cue for grazing management decisions in the mid-north of South Australia, Rangeland J source
- Interpretationreasoning
Gains in SOC from rotational grazing may be the exception rather than the rule.
“Given that gains in plant productivity and root turnover to the soil are the most likely reasons that rotational grazing may lead to greater SOC stocks, the fact that so few studies have found gains in production suggest that gains in SOC may be the exception rather than the rule.”
Quote in the paperSubstantial claim- Rests on an assumption: Gains in plant productivity and root turnover to the soil are the most likely reasons that rotational grazing may lead to greater SOC stocks.
- Interpretationown data
In the short to medium term (< 15 years), measurable gains in SOC with adoption of rotational grazing in similar eco-climatic zones should not be expected to be observed.
“The evidence from this study suggests that in the short to medium term (< 15 years) measurable gains in SOC with adoption of rotational grazing in similar eco-climatic zones should not be expected to be observed.”
Quote in the paperSubstantial claim - Interpretationreasoning
Detecting the small signal of rotational grazing effects on SOC relative to the large variability in SOC is exceedingly difficult.
“The data analysis presented here provided limited support to the hypothesis that rotational grazing management can positively change SOC stocks, but detecting this small signal relative to the large variability in SOC is exceedingly difficult.”
Quote in the paperSubstantial claim - Interpretationown data
The data analysis presented here provided limited support to the hypothesis that rotational grazing management can positively change SOC stocks.
“The data analysis presented here provided limited support to the hypothesis that rotational grazing management can positively change SOC stocks, but detecting this small signal relative to the large variability in SOC is exceedingly difficult.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 17
- May combine two claims. 20
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe experimental evidence on the whole is decidedly mixed with many more studies reporting no demonstrable benefit of rotational grazing.
“However, Briske et al. [21] stressed that the experimental evidence on a whole is decidedly mixed with many more studies reporting no demonstrable benefit of rotational grazing.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [21] DD Briske, 2008, Rotational grazing on rangelands, reconciliation of perception and experimental evidence, Rangeland Ecol Manag source
The Results of Experimental Grazing Research report substantially more experiments finding no difference than an advantage for rotational grazing. But the Introduction describes the overall evidence as “clear and consistent,” not decidedly mixed: the paper concludes that rotational grazing is not superior to continuous grazing on rangelands. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim.
PremisecitationBriske et al. [21] concluded that continued advocacy for rotational grazing as a superior strategy of grazing on rangelands is founded on perception and anecdotal interpretations, rather than an objective assessment of the vast experimental evidence.
“In a recent synthesis of rotational grazing experimental research, Briske et al. [21] concluded that “continued advocacy for rotational grazing as a superior strategy of grazing on rangelands is founded on perception and anecdotal interpretations, rather than an objective assessment of the vast experimental evidence.””
Quote in the paperSubstantial claim1 of 1 sources checked- cites [21] DD Briske, 2008, Rotational grazing on rangelands, reconciliation of perception and experimental evidence, Rangeland Ecol Manag source
May combine two claims.
Findingown dataAfter removing the influence of climate on SOC stocks, the management variables rest periods, stocking rate and grazing days were significantly correlated with SOC, explaining 22% of the variance in SOC.
“After removing the influence of climate on SOC stocks, the management variables, rest periods, stocking rate and grazing days, were found to be significantly correlated with SOC, explaining 22% of the variance in SOC”
Quote in the paperSubstantial claim- Rests on an assumption: The paired rotationally and continuously grazed paddocks are otherwise comparable in soil, landscape, climate and other factors, so differences in SOC can be attributed to grazing management.
May combine two claims.
Findingown dataRest periods and stocking rate positively influenced SOCresiduals.
“Inspection of this equation reveals that both rest periods and stocking rate, the two management variables that were positively associated with rotational grazing practices (Fig 2) positively influenced SOCresiduals suggesting that rotational grazing may be leading to marginal improvements in SOC.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataMean SOCeq stocks were 48.9 ± 4.5 Mg C ha-1 for rotationally grazed, 49.4 ± 5.5 Mg C ha-1 for continuously grazed, and 47.7 ± 11.7 Mg C ha-1 for remnant native vegetation.
“Mean SOCeq stocks were 48.9 ± 4.5, 49.4 ± 5.5 and 47.7 ± 11.7 Mg C ha-1 (± 1 s.e.m.) for rotationally grazed, continuously grazed and remnant native vegetation, respectively.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe second principal coordinate axis (PCO2) could explain 22% of the variance in LRRSOC.
“Interestingly, the second principal coordinate axis (PCO2) could also explain 22% of the variance in LRRSOC (Fig 5C).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn a multiple linear regression, rest periods, stocking rate, and grazing days together explained 58% of the variance in the residuals of SOCeq (ANOVA F = 7.86, P = 0.002), with rest periods the only significant term (P < 0.05).
“In a multiple linear regression, rest periods, stocking rate and grazing days could explain 58% of the variance in the residuals of SOCeq (ANOVA F = 7.86, P = 0.002) although the only significant term (P < 0.05) was rest periods.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataTWI was correlated with slope (R = 0.67, P < 0.001).
“Slope, topographic wetness index (TWI) and topographic position index (TPI) were all correlated (TWI v. slope, R = 0.67, P < 0.001; TWI v. TPI, R = -0.68, P < 0.001).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataWhen only grazed paddocks were considered, TWI and rest periods added additional explanatory power to the regression (R2 = 0.72), but each variable only explained an additional 3-6% of the variance in SOCeq.
“When only the grazed paddocks were considered, TWI and rest periods (average # of rest periods in a year) added additional explanatory power to the regression (R2 = 0.72) but each variable only explained an additional 3–6% of the variance in SOCeq.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataUpland residual surfaces and upper slopes often contained Calcarosols while Red Chromosols were typically encountered on lower slopes and alluvial surfaces.
“Upland residual surfaces and upper slopes often contained Calcarosols while Red Chromosols were typically encountered on lower slopes and alluvial surfaces.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataTWI was correlated with TPI (R = -0.68, P < 0.001).
“Slope, topographic wetness index (TWI) and topographic position index (TPI) were all correlated (TWI v. slope, R = 0.67, P < 0.001; TWI v. TPI, R = -0.68, P < 0.001).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe two categories of grazing management separate out in principal coordinates analysis but there was variation in grazing variables across this management spectrum.
“In a principal coordinates analysis (PCO) of these same data, it was clear that the two categories of grazing management separate out but that there was variation in grazing variables (e.g. stocking rate, length of rest period and number of grazing days/annum) across this management spectrum (Fig 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSOC stocks were strongly correlated with temperature, rainfall, pasture productivity (NDVI), and topographic attributes related to wetness.
“Indeed, there were strong correlations between SOC stocks and temperature, rainfall (Fig 4), pasture productivity (NDVI) and topographic attributes related to wetness (Table 2).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationRotational grazing is a carbon management strategy that is consistent with the protection of the natural environment and improves resilience to the impacts of climate change.
“Rotational grazing is one such carbon management strategy that has an additional benefit in that it is seen as being consistent with the protection of the natural environment and improves resilience to the impacts of climate change [6].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] Australian Government (2011) Carbon Credits (Carbon Farming Initiative) Act 2011, C2011A00101.
Not checked in the free run.
May combine two claims.
PremisecitationMany of the reported benefits of rotational grazing, especially those related to pasture production, can translate into increases in SOC in rotationally grazed paddocks relative to continuously grazed paddocks because greater organic matter inputs to the soil will lead to greater SOC levels.
“Many of the reported benefits of rotational grazing especially those related to pasture production can translate into increases in SOC in rotationally grazed paddocks relative to continuously grazed paddocks because, all else being equal, greater organic matter inputs to the soil will lead to greater SOC levels [22].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [22] R Amundson, 2001, The carbon budget in soils, Annu Rev Earth Planet Sci Lett source
May combine two claims.
PremisecitationPersistent groundcover resulting in decreased erosion has a two-fold SOC benefit: elimination of a direct loss pathway via eroded topsoil and maintenance of improved soil structure.
“Persistent groundcover resulting in decreased erosion will have a two-fold SOC benefit–elimination of a direct loss pathway via eroded topsoil and maintenance of improved soil structure [23].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [23] A Chappell, 2012, The dynamics of soil redistribution and the implications for soil organic carbon accounting in agricultural south-eastern Australia, Glob Change Biol source
May combine two claims.
Interpretationown dataThe management data suggests that there is a gradation in implementation of rotational grazing and the use of two fixed categories (i.e. rotational v. continuous) may not be the most appropriate method of comparing diverse management styles.
“Lastly, the management data suggests that there is a gradation in implementation of rotational grazing and the use of two fixed categories (i.e. rotational v. continuous) may not be the most appropriate method of comparing diverse management styles.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningChanges in plant productivity and turnover in low-medium rainfall regions due to changes in grazing management are small and slow, so at best small incremental changes in SOC stocks would be expected.
“First, changes in plant productivity and turnover in low-medium rainfall regions due to changes in grazing management are small and slow, so we would only expect at best small incremental changes in SOC stocks.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationThis transfer of SOC to the atmosphere represents an opportunity for managing current greenhouse gas emissions through carbon sequestration.
“but also represents an opportunity for managing current greenhouse gas emissions through carbon sequestration [3].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [3] P Smith, 2004, Carbon sequestration in croplands: the potential in Europe and the global context, Eur J Agron source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGlobally, agricultural soils have lost 42-78 Pg C relative to their pre-agricultural state.
“Globally, it has been estimated that agricultural soils have lost 42–78 Pg C relative to their pre-agricultural state [1].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [1] R Lal, 2004, Soil carbon sequestration impacts on global climate change and food security, Science source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThis transfer of SOC to the atmosphere is a major perturbation to the global carbon cycle.
“This transfer of SOC to the atmosphere is a major perturbation to the global carbon cycle [2]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] MU Kirschbaum, 2000, Will changes in soil organic carbon act as a positive or negative feedback on global warming?, Biogeochemistry source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningRotational grazing relative to continuous grazing can increase pasture productivity by allowing vegetation to recover after short intense grazing periods.
“From disturbance ecology theory, rotational grazing relative to continuous grazing can increase pasture productivity by allowing vegetation to recover after short intense grazing periods.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningThis underestimation may be greatest under high grazing pressure, thus potentially masking real differences between grazing management.
“This underestimation may be greatest under high grazing pressure, thus potentially masking real differences between grazing management.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere is evidence that increasing grazing intensity may have different effects in C3 versus C4 dominated pastures.
“Additionally, there is evidence that increasing grazing intensity may have different effects in C3 versus C4 dominated pastures [30].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [30] ME McSherry, 2013, Effects of grazing on grassland soil carbon, a global review, Glob Change Biol source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAllen et al. [27] found a small negative influence of stocking rate on SOC stocks.
“Allen et al. [27] found a small negative influence of stocking rate on SOC stocks but no significant differences between grazing management styles in the rangelands of Queensland.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [27] DE Allen, 2013, What determines soil organic carbon stocks in the grazing lands of north-eastern Australia?, Soil Res source
May combine two claims.
PremisecitationThe scientific literature is mixed on SOC responses to rotational grazing: some studies show positive responses, many show no significant difference, and a few suggest a slight negative response.
“The scientific literature is decidedly mixed with some studies showing positive SOC responses to rotational grazing (e.g. [56], [57]), many showing no significant difference (e.g. [28], [29]) and a few suggesting a slight negative SOC response (e.g. [27], [58]).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [56] RT Conant, 2003, Land use effects on soil carbon fractions in the southeastern United States. I. Management-intensive versus extensive grazing, Biol Fert Soils source
- cites [28] KY Chan, 2010, Soil carbon stocks under different pastures and pasture management in the higher rainfall areas of south-eastern Australia, Soil Res source
- cites [27] DE Allen, 2013, What determines soil organic carbon stocks in the grazing lands of north-eastern Australia?, Soil Res source
May combine two claims.
PremisecitationThe variance around that mean value was large and in many individual studies the data were insignificantly different between management categories.
“However, the variance around that mean value was large and in many individual studies the data were insignificantly different between management categories [27], [28], [29].”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [27] DE Allen, 2013, What determines soil organic carbon stocks in the grazing lands of north-eastern Australia?, Soil Res source
- cites [28] KY Chan, 2010, Soil carbon stocks under different pastures and pasture management in the higher rainfall areas of south-eastern Australia, Soil Res source
- cites [29] BR Wilson, 2013, Land-use and historical management effects on soil organic carbon in grazing systems on the Northern Tablelands of New South Wales, Soil Res source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationChan et al. [28] found significantly higher SOC stocks in native and introduced pastures which had been improved with phosphorus often associated with the addition of legumes (grazing management controlled for).
“Chan et al. [28] found significantly higher SOC stocks in native and introduced pastures which had been improved with phosphorus often associated with the addition of legumes (grazing management controlled for), but no significant differences in SOC between rotational and continuous grazing management in central and southern NSW.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [28] KY Chan, 2010, Soil carbon stocks under different pastures and pasture management in the higher rainfall areas of south-eastern Australia, Soil Res source
May combine two claims.
Study design and conductcitationGrazing pressure was either equal or slightly greater in the rotationally grazed pair at each site, so the NDVI surrogate for productivity is slightly biased towards the continuously grazed paddock in each pair.
“Grazing pressure was either equal or slightly greater in the rotationally grazed pair at each site [35], so there is a chance that our NDVI surrogate for productivity is slightly biased towards the continuously grazed paddock in each pair.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [35] Sanderman J, Reseigh J, Wurst M, Austin J (2014) Soil carbon in native grass-based pastures under different grazing management practices in South Australia. v1. CSIRO. Data Collection. 10.4225/08/53B0EC7D91D4B source
- Rests on an assumption: Landholder records, observations and discussions accurately reflect the actual current and previous management of individual paddocks.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFor most management techniques in grasslands, average relative gains in SOC in the 0-0.3 m horizon are of the order of 1-2% per year, corresponding to average sequestration rates of 0.3 Mg C ha-1 yr-1.
“In a global meta-analysis, Conant et al. [26] suggested that for most management techniques in grasslands, such as fertilization and improvement of grazing management, average relative gains in SOC in the 0–0.3 m horizon are of the order of 1–2% per year, corresponding to average sequestration rates of 0.3 Mg C ha-1 yr-1.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [26] RT Conant, 2001, Grassland management and conversion into grassland: effects on soil carbon, Ecol App source
Classified as probably not a substantial claim.
Study design and conductcitationConverting all SOC stocks to an equivalent mass basis minimizes any potential difference in SOC stocks due to differences in sampling volume to a fixed depth.
“In order to minimize any potential difference in SOC stocks due to differences in sampling volume to a fixed depth, we converted all SOC stocks to an equivalent mass basis (SOCeq) [51].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [51] RM Gifford, 2003, Soil carbon stocks and bulk density: spatial or cumulative mass coordinates as a basis of expression?, Global Change Biol source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationProductivity has been found to increase through the implementation of rotational grazing, from both a pasture and livestock production perspective, although the experimental evidence is mixed.
“Productivity has been found to increase through the implementation of rotational grazing, from both a pasture and livestock production perspective, although the experimental evidence is mixed [20].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [20] P Sanford, 2003, SGS Pasture Theme, effect of climate, soil factors and management on pasture production and stability across the high rainfall zone of southern Australia, Aust J Exp Agr source
May combine two claims.
PremisecitationImprovements in pasture productivity with rotational grazing have been attributed to enhanced growth and survival of plant species, increased herbage production, and greater perennial grass content and basal area through regeneration of plants.
“Improvements in pasture productivity with rotational grazing have been attributed to enhanced growth and survival of plant species [12], [13], increased herbage production [10], [18], [55], and greater perennial grass content and basal area through regeneration of plants [11], [19], [20].”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [12] Fitzgerald RD, Lodge GM (1997) Grazing management of temperate pastures, literature reviews and grazing guidelines for major species. NSW Agriculture. Technical Bulletin No. 47.
Not checked in the free run.
- cites [13] GM Lodge, 1985, The manipulation of species composition of natural pastures by grazing management on the northern slopes of New South Wales, Aust Rangeland J source
- cites [10] WR Teague, 2013, Multi-paddock grazing on rangelands, Why the perceptual dichotomy between research results and rancher experience, J Environ Manage source
The paper relies on this without support.
The paired rotationally and continuously grazed paddocks are otherwise comparable in soil, landscape, climate and other factors, so differences in SOC can be attributed to grazing management.
“a nearby continuously grazed paddock could also be identified that was located on the same soil type and landscape position”
“This study was set up to assess pairs of grazing management strategies as to minimize covariates at each location.”
The paper relies on this without support.
Landholder records, observations and discussions accurately reflect the actual current and previous management of individual paddocks.
“The management history is based on landholder records, observations and discussions about their current and previous management of individual paddocks where possible.”
The paper relies on this without support.
The 7–10 year minimum period is sufficient for SOC stocks to respond to changes in grazing management.
“The 7–10 year minimum time period should allow for pasture composition to stabilize as species sensitive to the change in regime could have been lost from the species assemblage following a change in grazing management [34].”
The paper relies on this without support.
Gains in plant productivity and root turnover to the soil are the most likely reasons that rotational grazing may lead to greater SOC stocks.
“Given that gains in plant productivity and root turnover to the soil are the most likely reasons that rotational grazing may lead to greater SOC stocks, the fact that so few studies have found gains in production suggest that gains in SOC may be the exception rather than the rule.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Rest periods are defined as both days and a count
MinorThe results define "rest periods" once as days of rest per year and elsewhere as the average number of rest periods per year. These are different management variables, making it unclear which was used in the reported analyses.
“rest periods (days of rest per year), stocking rate and grazing days”
“rest periods (average # of rest periods in a year) added additional explanatory power to the regression”
Equivalent-mass adjustment is reversed
MinorA core with less than the target soil mass in its 0-30 cm layer cannot reach that target by using only a fraction of the layer. It would need soil from below 30 cm; the paper instead assigns that procedure to cores above the target mass. This affects how the reported SOC stocks are calculated.
“For cores with < 4251 Mg ha-1 in the 0–30 cm layer, SOCeq was calculated as SOC0-10 + SOC10-20 + fraction of SOC20-30 that would then equal the average soil mass.”
“If the average mass was greater than average, then SOCeq was calculated as SOC0-10 + SOC10-20 + SOC20-30 + fraction of SOC30-50 to equal the average soil mass.”
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Flagged first, then by citations
Research works printed but not linked: 3
- D Fitzgerald, 2000, Glossary of grazing management terms, Prograzier Autumn, 14
- Fitzgerald RD, Lodge GM (1997) Grazing management of temperate pastures, literature reviews and grazing guidelines for major species. NSW Agriculture. Technical Bulletin No. 47.
- J Sanderman, 2014, FTRG Project 53 Native perennial vegetation, building stable soil carbon and farm resilience, A report to the Australian Department of Agriculture
Cited by
Sorted by citations
Brewer, K. M., & Gaudin, A. C. M. (2020) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2020.107936 · Cited by 99 · see citing works
- Authors
- Sanderman, J., Reseigh, J., Wurst, M., Young, M.-A., & Austin, J.
- Affiliations
- Commonwealth Scientific and Industrial Research Organisation (AU)
- Department of Primary Industries and Regions South Australia (AU)
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2015-08-18
- Volume
- 10
- Issue
- 8
- Pages
- e0136157
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4540585
- OpenAlex
- W1771018704
- Semantic Scholar
- 995c67629083a027802def7c328e4e8cc0405d50
- Cited by
- 67
- References
- 51
- Citations by year
- 2026: 5 · 2025: 12 · 2024: 6 · 2023: 5 · 2022: 5 · 2021: 3 · 2020: 14 · 2019: 7 · 2018: 3 · 2017: 3 · 2016: 4
- FWCI
- 4.48
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (submittedVersion, cc-by)
- PubMed Central (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Commonwealth Scientific and Industrial Research Organisation
- Topics
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Soil Carbon and Nitrogen Dynamics
- Life Sciences › Agricultural and Biological Sciences › Forestry › Pasture and Agricultural Systems
- Physical Sciences › Environmental Science › Management, Monitoring, Policy and Law › Rangeland Management and Livestock Ecology
- Keywords
- rotational grazing, continuous grazing, soil organic carbon, native grass pastures, grazing management, pasture productivity, NDVI, precipitation gradient, stocking rate, disturbance ecology, carbon sequestration, South Australia
- MeSH terms
- Animals, Animal Feed, Animal Husbandry, Carbon, Climate, Seasons, Soil, South Australia, Grassland
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-23.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-23.
Cited sources are checked by gpt-6-sol.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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