| Literature DB >> 33854170 |
Mulundu Mwila1, Blessing Mhlanga2, Christian Thierfelder3.
Abstract
Declining soil fertility and negative impacts of climate effects threaten the food security of millions in Africa. Conservation Agriculture (CA) is a promising strategy to address these challenges. However, lack of viable economic entry points and short-term beneEntities:
Year: 2021 PMID: 33854170 PMCID: PMC8047045 DOI: 10.1038/s41598-021-87594-0
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Significance of fixed effects on legume and maize grain and biomass yield across the years.
| Source | Degrees of freedom | Grain | Biomass | ||||
|---|---|---|---|---|---|---|---|
| Sum of squares | Wald statistic | Sum of squares | Wald statistic | ||||
| (Intercept) | 1 | 113.89 | 324.15 | 2.20 e−16*** | 443.81 | 219.89 | 2.20 e−16*** |
| Treatment (Treat) | 1 | 0.807 | 2.3 | 0.12959ns | 0.53 | 0.26 | 6.09 e−01ns |
| Subtreatment (Subtreat) | 3 | 139.192 | 396.16 | 2.20 e−16*** | 670.93 | 332.43 | 2.20 e−16*** |
| Season | 2 | 172.551 | 491.11 | 2.20 e−16*** | 115.77 | 57.36 | 3.50 e−13*** |
| Treat × subtreat | 3 | 0.17 | 0.48 | 0.92236ns | 26.04 | 12.9 | 4.86 e−03*** |
| Treat × season | 2 | 5.469 | 15.57 | 0.00042*** | 33.47 | 16.58 | 0.00025** |
| Subtreat × season | 6 | 32.568 | 92.7 | 2.20 e−16*** | 66.51 | 32.96 | 1.07 e−05*** |
| Treat × subtreat × season | 6 | 0.216 | 0.62 | 0.99613ns | 15.39 | 7.63 | 0.26684ns |
| Residual (MS) | 0.351 | 2.02 | |||||
| (Intercept) | 1 | 72.198 | 60.648 | 6.77 e−15*** | 154.853 | 137.16 | 2.20 e−16*** |
| Treatment (Treat) | 1 | 1.105 | 0.928 | 0.3354ns | 0.768 | 0.68 | 0.40945ns |
| Subtreatment (Subtreat) | 3 | 3.932 | 3.303 | 0.3473ns | 7.948 | 7.04 | 0.07064. ns |
| Season | 1 | 71.86 | 60.364 | 7.88 e−15*** | 39.434 | 34.928 | 3.42 e−09*** |
| Treat × subtreat | 3 | 0.837 | 0.703 | 0.8725ns | 0.794 | 0.703 | 0.8724ns |
| Treat × season | 1 | 1.248 | 1.048 | 0.3059ns | 0.041 | 0.037 | 0.84817ns |
| Subtreat × season | 3 | 0.257 | 0.216 | 0.975ns | 2.03 | 1.798 | 0.61531ns |
| Treat × subtreat × season | 3 | 1.413 | 1.187 | 0.7561ns | 5.301 | 4.695 | 0.19555ns |
| Residual (MS) | 1.19 | 1.129 | |||||
¶ns, not significant.
*p < 0.05; **p < 0.01; ***p < 0.001.
Figure 1Interactive effects of different crop management systems and legume combinations and populations with seasons on (a), (b) legume grain yield and (c), (d) legume biomass yield over the seasons of implementation: RF = ridge and furrow; CA = conservation agriculture; soleGn = sole groundnuts; solePp = sole pigeonpea; fullGN/halfPP = legume intercropping with full population of groundnut and half population of pigeon pea; and fullGN/fullPP = legume intercropping with full population of groundnut and full population of pigeon pea. Boxplots with different letters above them are significantly different from each other. The error bars represent the standard error of mean (SEM). The jittered dots represent the individual observations from each plot over the seasons.
Figure 2Interactive effect of crop management systems and legume combinations and their different populations on legume biomass yield over the seasons of implementation: RF = ridge and furrow; CA = conservation agriculture; soleGn = sole groundnuts; solePp = sole pigeonpea; fullGN/halfPP = legume intercropping with full population of groundnut and half population of pigeon pea; and fullGN/fullPP = legume intercropping with full population of groundnut and full population of pigeon pea. Boxplots with different letters above them are significantly different from each other. The error bars represent the standard error of mean (SEM). The jittered dots represent the individual observations from each plot over the seasons.
Figure 3Effect of different seasons on (a) maize grain and (b) biomass yield averaged across all sites. Boxplots with different letters above them are significantly different from each other. The error bars represent the standard error of mean (SEM). The jittered dots represent the individual observations from each plot over the seasons.
Significance of fixed effects on total system grain yield, total system biomass yield and overall total system yield across the years.
| Source | Degrees of freedom | Sum of squares | Wald statistic | |
|---|---|---|---|---|
| (Intercept) | 1 | 73,851 | 367.03 | 2.20e−16*** |
| Treatment (Treat) | 1 | 31 | 3.5 | 0.729655ns |
| Subtreatment (Subtreat) | 3 | 17,395 | 225.63 | 1.35e−14*** |
| Season | 2 | 264,631 | 735.02 | 2.20e−16*** |
| Treat × subtreat | 3 | 508 | 0.75 | 0.57751ns |
| Treat × season | 2 | 2633 | 26.28 | 0.005974** |
| Subtreat × season | 6 | 3747 | 72.37 | 0.02384* |
| Treat × subtreat × season | 6 | 708 | 3.31 | 0.839173ns |
| Residual (MS) | 257 | |||
| (Intercept) | 1 | 31,484 | 198.04 | 2.20e−16*** |
| Treat | 1 | 56 | 0.35 | 0.554526ns |
| Subtreat | 3 | 35,135 | 221 | 2.20e−16*** |
| Season | 2 | 208,213 | 1309.68 | 2.20e−16*** |
| Treat × subtreat | 3 | 144 | 0.91 | 0.824183ns |
| Treat × season | 2 | 361 | 2.27 | 0.321296ns |
| Subtreat × season | 6 | 3441 | 21.64 | 0.001405** |
| Treat × subtreat × season | 6 | 363 | 2.29 | 0.891634ns |
| Residual (MS) | 159 | |||
| (Intercept) | 1 | 16,939.5 | 267.85 | 2.20e−16*** |
| Treat | 1 | 168.8 | 2.669 | 0.1023ns |
| Subtreat | 3 | 7932.6 | 125.432 | 2.20e−16*** |
| Season | 2 | 5374.6 | 84.984 | 2.20e−16*** |
| Treat × subtreat | 3 | 232.8 | 3.682 | 0.57751ns |
| Treat × season | 2 | 1999.8 | 31.621 | 0.005974*** |
| Subtreat × season | 6 | 3683.5 | 58.244 | 0.02384*** |
| Treat × subtreat × season | 6 | 395.5 | 6.254 | 0.839173ns |
| Residual (MS) | 63.2 | |||
¶ns, not significant.
*p < 0.05; **p < 0.01; ***p < 0.001.
Figure 4Interactive effects of (a) different crop management systems and (b) legume combinations and populations with the seasons on total system grain yield, total system biomass yield and overall total system yield (grain plus biomass) over the seasons of implementation: RF = ridge and furrow; CA = conservation agriculture; soleGn = sole groundnuts; solePp = sole pigeonpea; fullGN/halfPP = legume intercropping with full population of groundnut and half population of pigeon pea; and fullGN/fullPP = legume intercropping with full population of groundnut and full population of pigeon pea. The letters within each segment of the stacked columns denote significance for that segment for grain and biomass and the letters above the columns denote significance for overall total system yield. Stack segments and columns with different letters are significantly different from each other.
Significance of fixed effects on land equivalent ratio (LER) of total system yield across the years.
| Source | Degrees of freedom | Sum of squares | Wald statistic | |
|---|---|---|---|---|
| (Intercept) | 1 | 104.074 | 2394.52 | < 2.20e−16*** |
| Treatment (Treat) | 1 | 0.041 | 0.95 | 0.329709ns |
| Season | 2 | 0.52 | 11.96 | 0.002524** |
| Treat × season | 2 | 0.003 | 0.06 | 0.971593ns |
| Residual (MS) | 0.043 | |||
| (Intercept) | 1 | 111.718 | 1542.15 | < 2.00e−16*** |
| Treatment (Treat) | 1 | 0.02 | 0.27 | 0.6013ns |
| Season | 2 | 0.312 | 4.31 | 0.1159ns |
| Treat × season | 2 | 0.21 | 2.9 | 0.235ns |
| Residual (MS) | 0.072 | |||
¶ns, not significant.
*p < 0.05; **p < 0.01; ***p < 0.001.
Land equivalent ratios for the different legume configurations for total system yield averaged across locations in different seasons.
| Season | Land equivalent ratio | |
|---|---|---|
| FullGN/fullPP | FullGN/halfPP | |
| 2015/16 | 1.13 b | 1.29 a |
| 2016/17 | 1.28 a | 1.22 a |
| 2017/18 | 1.25 a | 1.16 a |
Means followed by different letters are significantly different from each other.