Developing Affordable Seed Corn for On-Farm Production and Sales

Progress report for FNC21-1286

Project Type: Farmer/Rancher
Funds awarded in 2021: $27,000.00
Projected End Date: 04/30/2024
Grant Recipient: Z Mojego Ogrodu
Region: North Central
State: Wisconsin
Project Coordinator:
Frank Kutka
Z Mojego Ogrodu
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Project Information

Description of operation:

We vary in size from a 65 acre mini-farm to several hundred acres used for raising cattle or seed crops.

One of our farm team members is an organic farmer, and two others are looking to transition. Several of us are beginning to work cover crops into our rotations, and two of us are adapting reduced tillage methods into our operations. This grant may help several of us work into seed crops if we are successful and find an economic alternative that is well adapted to our operations.

Summary:

Corn prices are low, input costs are high.  We know rotation, cover crops, and reduced tillage can improve this and our environment, but reduced seed costs and seed sales could also improve economic viability in a socially responsible manner.  Open pollinated (OP) corn is cheap and great for silage, but rarely for grain due to low yields.  We have a good OP (Dairyland) corn variety that deserves improvement for yield.  The fastest way to improve corn is hybridization, so we used modern and exotic lines identified from reported genomic and new field-testing to potentially boost the performance of Dairyland.  We made and tested topcross hybrids in 2019-2021 from North Dakota to Vermont, and have also formed a new synthetic OP population (by intermating the best of these crosses) in 2022 with the hope to increase yields and seed sale opportunities.  We measured grain nutritional quality and other factors to evaluate the economics of on-farm seed production (reviewer suggestion), and have found students from UW-Madison to help with those evaluations in 2023 and 2024.  We posted a video online to promote the project, and held a field day in Minnesota in fall of 2022.  Information and seeds will be released to the public in 2023 and beyond.  We intend to do more public outreach in 2024.

Project Objectives:
  1. Evaluate 30 corn testcrosses and check varieties in university trials and on our farms.  (Completed in 2021)
  2. Hold field events in MN, WI, and MI to discuss sustainable corn and seed production.  (Event held in Minnesota in 2022)
  3. Evaluate changes in knowledge and predicted changes in behavior among attendees.  (2 attendees already grow OP corn)
  4. Evaluate the economics of on-farm seed production with a collaborating students.  (Completed in 2023 and 2024)
  5. Post our methods and findings to the internet and Extension/NGO cooperators.  (Started in 2022, more planned for 2023 and 2024)
  6. Hold a webinar about our methods and findings, evaluate changes among audience as above.  (Planned for 2024)
  7. Increase and release seeds so farmers can grow their own superior topcross hybrids or OP corn varieties.  (Started in 2022 and onward)

Cooperators

Click linked name(s) to expand/collapse or show everyone's info
  • Roger Coulter (Researcher)
  • Audrey Alwell
  • Stephanie Blumhagen
  • Dr. Heather Darby - Producer (Researcher)
  • Eric Doornbos - Producer (Researcher)
  • Scott Dudek (Researcher)
  • Jerry Ford
  • Verna Kragnes
  • Dr. Joe Lauer (Researcher)
  • Dr. Joel Ransom (Researcher)
  • Dr. Erin Silva
  • Dr. Maninder Singh (Researcher)
  • Dr. Margaret Smith - Producer (Researcher)
  • Stan Smith (Researcher)
  • Dr. Bill Tracy
  • Elena Hill - Technical Advisor (Researcher)
  • Daniel Hayden - Technical Advisor (Researcher)
  • Mark Millard - Technical Advisor (Researcher)

Research

Materials and methods:

A superior OP corn variety, Dairyland (Guelph Stiff Stalk Synthetic x Wisconsin Quality Silage), was crossed with sister crosses of inbred lines from USDA, inbreds from North Dakota State University (NDSU), old OPs from the Midwest, and inbreds with exotic ancestry selected by Frank Kutka.  Recent genomic studies allowed us to choose inbreds from the USDA collection that could add hybrid vigor to crosses with Dairyland, especially lines with Minnesota 13, Iodent, Pioneer Mixed, Flint, and exotic backgrounds.  Frank Kutka crossed lines/populations with Dairyland in 2019-2020 using hand pollination.

 Kutka sent seed of twenty-two testcrosses, two hybrid check varieties from Foundation Direct Organics, and six OP checks from our team of farmers and from Green Haven OP Seed Group to university cooperators in ND, WI, MI, NY, and VT in April 2021 for evaluation of yield, lodging, and grain moisture in replicated trials.  Kutka and Daniel Hayden, one of our graduate student research partners, organized and analyzed the data for yield to help evaluate experimental methods and to choose parents for future breeding.  These analyses were carried out from 2022 to 2024.

Each collaborating farmer also planted out a single replicate of each of the thirty experimental entries on their farms in 2021.  Plots were two rows and @18’ long, planted in a block with an OP corn border.  Plots on one farm were demolished by weather before full growth, but the other four came through with enough grain for evaluation of nutritional quality.  The on-farm plots were featured in a video, with field events cancelled due to the pandemic.  We collected grain from the farmer plots and sent it to the Dairy One lab in Ithaca, NY for NIR analysis of major nutrients.  Plots were also be scored for plant form and lodging.  These data and the data from university yield trials were summarized and shared with Extension, Non-governmental organizations, and via Facebook.  

            Kutka and Smith collected management data from our regular seed production, and several other farmers across the region also provided data on the time and effort involved in seed production.  These data were shared with Elena Hill, one of our graduate student research partners, in summer of 2023.  Late in 2023 Kutka also pulled together average costs of production from State Extension publications in order to more fully consider the costs of producing corn for seed.  An updated version of the CornPro3 spreadsheet model used for the Heritage Maize project twenty years ago, was used again to predict the potential value of corn protein levels and corn variety characteristics given current costs and prices in the market late in 2023.

In 2022, we increased and crossed seeds of the best testcrosses to form an improved version of Dairyland.  In 2023 Roger Coulter grew out the F1 generation to generate F2 seeds and to increase the supply.  As of early 2024 we have released it publicly via the USDA North Central Plant Introduction Station in Ames, IA.  A second video and a ZOOM webinar about the project are still planned for 2024, but are now well outside the time frame of this study.

Research results and discussion:

Seeds of our thirty experimental varieties (test crosses, OP varieties, check hybrids) were counted out, packed, and shipped to all project participants in spring of 2021.  We thank Bill Tracy of the University of Wisconsin-Madison for allowing us to use his seed counter!  Replicated trials were planted by NDSU, UW-Madison, MSU, Cornell, and UVM.  Farmers in Minnesota, Wisconsin, Michigan, and New York planted single replicates to grow grain for nutritional analyses and to provide a backdrop for field events.  However, the planting in Michigan was destroyed by flooding, and the pandemic continued so we cancelled all field events.  Instead, on 18 October we posted a project introductory video on the Corn Culture blog on Facebook (https://www.facebook.com/cornculture.info/).

As of January 2023, all the universities had submitted their data to us.  Preliminary summaries of these were posted to the Corn Culture blog on Facebook early in 2022 and they also featured in our fall 2022 field event at Stan Smith's farm in Minnesota.  All nutrient data have been collected and analyzed.  These were summarized and posted on the Corn Culture blog on Facebook as well.  They were mentioned during our fall field event and will also be explained in our last video and webinar in 2024.

The degree to which several of the test cross combinations pushed the relatively low yielding Dairyland parent to yields above the other open-pollinated varieties is noteworthy (Table 1).  Further evaluation of crosses among the B73, Iodent, Pioneer Mixed, and Mo17 two-line populations directly seems valuable given the use of these match ups in the seed industry.  The B37 population may also be of interest, although its test cross yield was lower, in part due to poor germination.  The two-line populations we tested were significantly easier to work with than the single inbreds themselves.  In 2019 the inbreds were generally short and low in vigor, certainly not very competitive with weeds.  On the other hand, the two-line populations are sister line crosses, and were as tall as most hybrid corn during test crossing in 2020.  These would be far easier for farmers to grow and hybridize than the single inbreds themselves.  They are also likely to be higher yielding as parents for hybrid seed production, which could increase seed yields, although this has not yet been investigated.  Also worthy of further investigation could be test crossing onto the better open-pollinated populations like Minnesota 13, Stan’s OP, or Tommy Boy to see if they could be pushed farther than the much lower yielding Dairyland population.

Our comparison of currently available, relatively early, open-pollinated varieties showed that our newer Dairyland parent population was not competitive for yield, although it dried down nearly as well as Minnesota 13 and Stan’s new variety.  It also stood quite well.  By comparison, Stan’s population was quite impressive in the regional trials, and does appear to be a leap forward for open-pollinated varieties in the area.  It dried down as well as the 90-day hybrids, and lodging was also comparable.  Scott’s Tommy Boy was also a clear improvement on Victor Kucyk’s Wapsie Valley, one of its parents, given its improved standing abilities.  However, the yields of the check hybrids were still 43-56 bu/A better than our best open-pollinated varieties (Table 1).  The open-pollinated varieties still look stronger for silage than for grain.  Seed saving and on farm breeding are our heritage, but they are not without cost.

 
Table 1.  Average performance from a regional corn variety trial performed in 2021 at university and farm sites.
Averages across Sites from North Dakota to Vermont          
PEDIGREE YIELD RANK LODGING % MOIST Y/M %Cpro %Cfat
B73s/Dairyland 155 6 4.0 20.4 7.52 9.45 5.23
B37s/Dairyland 133 12 2.3 21.0 6.39 9.68 5.55
Iodents/Dairyland 149 8 1.4 21.3 6.94 10.03 5.70
Pioneer Mixed/Dairyland 153 7 3.8 20.6 7.13 9.10 5.35
Mo17s/Dairyland 149 8 2.7 20.1 7.17 9.45 5.50
MN13s/Dairyland 129 16 3.9 19.7 5.99 9.48 5.13
EP1/CO255//Dairyland 109 22 3.8 20.1 5.31 10.43 5.68
80-1/No. 380//Dairyland 113 23 11.4 21.1 5.25 10.33 6.30
Pete Seeger Cross/Dairyland 114 22 5.7 19.9 5.35 9.85 6.13
Wachichu/Compton's Early//Dairyland 115 19 11.8 21.1 5.72 9.90 6.35
Dairyland/(FBHJ/Euro Flint S3) 116 19 3.8 19.6 5.66 10.15 6.23
ND2004/Dairyland 133 13 0.9 20.3 6.55 9.45 5.25
ND2006/Dairyland 115 20 7.9 19.3 5.70 9.93 5.25
(CG-BS16/Syn A-NL)/Dairyland 102 25 8.0 19.4 5.11 9.90 5.90
Cateto Cross/Dairyland 97 27 4.6 20.9 4.29 9.75 5.83
NDBSK/Dairyland 130 14 4.6 22.1 5.70 9.63 5.90
Silver King/Dairyland 116 20 14.9 20.7 6.02 9.75 5.98
Dairyland/Cuzco Cross 118 18 12.7 25.8 4.75 9.68 5.50
Dairyland/Cacahuacintle Cross 115 20 16.1 22.6 5.40 10.40 6.10
Dairyland/Conico Cross 132 13 6.8 21.9 6.02 10.10 5.70
Sequia/Dairyland 111 22 7.4 20.7 4.84 9.40 5.80
Dairyland/Coroico Cross 125 15 2.1 22.8 5.92 10.25 6.50
Minnesota 13 137 11 8.0 19.0 7.27 9.63 5.03
Dublin 118 19 23.6 22.6 5.57 10.38 5.10
Stan's OP 147 8 5.9 19.7 7.75 9.15 4.85
Wapsie Valley 125 15 28.5 21.1 6.80 10.10 5.65
Tommy Boy 125 16 14.1 21.6 6.15 10.20 5.28
Dairyland 109 24 3.6 20.7 5.14 10.03 5.70
FDO 8833 203 1 1.6 19.6 10.64 8.13 4.50
FDO 8924 190 2 1.5 19.4 9.92 7.98 4.55
 
Daniel Hayden analyzed the regional yield data in two ways, the first was as a Randomized Complete Block Design (RCBD) with one plot of each entry in each block.  This is the standard approach used by farmers and agronomists in the region.  With this design, one plot for every entry is randomized within a separate block for each replicate of the experiment.  We usually used three or four blocks at each site.  A concern with this approach that is often ignored is the possibility of important variation in soil, nutrients, water availability, weed community structure, and light availability that can occur across larger parcels of ground as the size of the experiments increases.  For this data set, the effect of Entry had an F-value of 14.45 and a p-value much below 0.001 showing that there were significant differences among the entries.  The effect of Block had an F-value of 15.08 and it was also very significant with a p-value well below 0.001.  There was variation of interest across these varieties and research sites.
           
Figure 1.  The estimated mean and confidence limits of yield (bu/A, here labelled emmean) for thirty corn varieties from a regional variety trial in 2021.  Entries are named in the Tables in this report.  Data are analyzed here as a Randomized Complete Block Design.
This is figure 1 from the Randomized Complete Block Design Analysis
Figure 1
 
Table 2.  Estimated mean yield (bu/A) for thirty corn varieties from a regional variety trial in 2021.  The model used to estimate the means is from a Randomized Complete Block Design.
This is Table 2 with the breakdown of the estimated means and their likely differences.
Table 2
 
Daniel also analyzed the regional data as an Alpha Design (AD).  This design breaks up the blocks from the RCBD into smaller, incomplete blocks to hopefully better deal with small variations in environment that might get ignored in the larger blocks.  The difference in results here is small, but important.  The F-value via this analysis of the exact same experiment and field lay out was slightly higher, 15.80, there were minor changes in the estimated variety yield means, and the groupings of the varieties was altered slightly.  Here we see the hybrid check varieties as clearly and significantly higher than all of the other entries in the experiment (Table 3).  This increased efficiency was due to using the smaller, incomplete blocks that are created when breaking a Randomized Complete Block Design into an Alpha Design.  As building Alpha Designs is easy with Gendex (https://designcomputing.net/gendex/alpha/), this design and analysis should probably be considered more frequently.
 
Figure 2.  The estimated mean and confidence limits of yield (bu/A, here labelled emmean) for thirty corn varieties from a regional variety trial in 2021.  Entries are named in other Tables in this report.  Data are analyzed here as an Alpha Design.
This figure shows the estimated means and confidence intervals from the Alpha Design analysis.
Figure 2
 
Table 3.  Estimated mean yield (bu/A) for thirty corn varieties from a regional variety trial in 2021.  The model used to estimate the means is from an Alpha Design.
This table shows the means, confidence limits, and significance groupings from the Alpha Design analysis.
Table 3
 
These are the averages for yield and lodging from the trial carried out by NDSU in North Dakota. Our trial was composed largely of testcrosses onto the Dairyland population, some OP varieties that we have bred or are available from friends who sell them, and two hybrids from Foundation Direct Organic. In this trial we see that the check hybrids set a blistering pace for yield, and they also stood very well. They outyielded the best OP variety by just over 40%. The Pioneer Mixed lines crossed well with Dairyland here and this topcross hybrid appeared potentially competitive with the checks in North Dakota this year at this site, maybe the Minnesota 13 type lines too. Exotic types of maize did not add much to these crosses here. The best OPs at this site were Minnesota 13, from Green Haven, and Stan's OP, a composite recently developed by one of us in southeastern Minnesota. Some others had very high lodging in this trial.
 
Table 4.  Averages from a corn variety trial performed in North Dakota in 2021.  Yield is in bu/A, lodging is a percentage, and stand is number of plants per plot.
PEDIGREE YIELD LODGING STAND
B73s/Dairyland 161 1 70
B37s/Dairyland 130 0 45
Iodents/Dairyland 164 1 73
Pioneer Mixed/Dairyland 181 1 70
Mo17s/Dairyland 169 0 71
MN13s/Dairyland 174 1 71
EP1/CO255//Dairyland 117 2 73
80-1/No. 380//Dairyland 119 9 70
Pete Seeger Cross/Dairyland 145 1 69
Wachichu/Compton's Early//Dairyland 93 17 61
Dairyland/(FBHJ/Euro Flint S3) 137 2 69
ND2004/Dairyland 131 0 69
ND2006/Dairyland 138 1 69
(CG-BS16/Syn A-NL)/Dairyland 115 1 70
Cateto Cross/Dairyland 126 2 71
NDBSK/Dairyland 147 2 68
Silver King/Dairyland 86 32 51
Dairyland/Cuzco Cross 97 23 57
Dairyland/Cacahuacintle Cross 84 29 54
Dairyland/Conico Cross 132 6 68
Sequia/Dairyland 150 0 70
Dairyland/Coroico Cross 86 2 64
Minnesota 13 135 8 65
Dublin 89 36 46
Stan's OP 128 4 59
Wapsie Valley 54 49 45
Tommy Boy 97 19 41
Dairyland 119 4 62
FDO 8833 184 0 70
FDO 8924 194 0 71
 
An important consideration is also plant stand.  Some of the varieties had much reduced plant stands in this trial.  To what degree that might have affected yield can only be guessed.  Could the OPs be bred to yield higher than @135 bu/acre? These preliminary results with some of the test crosses suggest a major incremental step forward that could possibly be made in yield and lodging with the right synthetic population for North Dakota.  Further research would be needed to see what might result.
 
In Wisconsin these same trends generally held in the UW-Madison trial.  Hybrid yields really took off here, with Stan's OP and the very best test crosses forming a second tier.  Most of the OP varieties did not stand very well, whereas Stan's OP, Minnesota 13, and Dairyland did stand pretty well.  The Iodent testcross led the pack among the experimental crosses, but its yield was still well behind the checks, so there is not a potentially valuable topcross hybrid to recommend for Wisconsin.
 
Table 5.  Averages from a corn variety trial performed in Wisconsin in 2021.  Yield is in bu/A, and both lodging and moisture are percentages.
Pedigree Yield Lodging Moisture
B73s/Dairyland 173 3 20.1
B37s/Dairyland 147 7 20.9
Iodents/Dairyland 186 2 21.6
Pioneer Mixed/Dairyland 161 5 19.9
Mo17s/Dairyland 160 8 19.9
MN13s/Dairyland 136 5 19
EP1/CO255//Dairyland 146 3 20.6
80-1/No. 380//Dairyland 133 13 21.2
Pete Seeger Cross/Dairyland 134 8 20
Wachichu/Compton's Early//Dairyland 152 10 20.9
Dairyland/(FBHJ/Euro Flint S3) 134 6 19.8
ND2004/Dairyland 168 1 20.2
ND2006/Dairyland 139 6 20.7
(CG-BS16/Syn A-NL)/Dairyland 127 7 18.3
Cateto Cross/Dairyland 124 6 21.5
NDBSK/Dairyland 158 4 22
Silver King/Dairyland 131 15 20.6
Dairyland/Cuzco Cross 144 10 30
Dairyland/Cacahuacintle Cross 136 10 23.2
Dairyland/Conico Cross 164 10 22.7
Sequia/Dairyland 134 5 21
Dairyland/Coroico Cross 144 3 23.8
Minnesota 13 146 9 17.8
Dublin 119 23 24.1
Stan's OP 175 6 19.1
Wapsie Valley 142 18 21.6
Tommy Boy 138 20 22.3
Dairyland 129 2 19.9
FDO 8833 238 2 19.4
FDO 8924 223 3 17
 
Results from the trial carried out by MSU in Michigan follow the same general pattern as in Wisconsin.  Getting an improved OP variety that would yield closer to 200 bu/acre here looks much less likely given these results, but lodging could likely be reduced without too much trouble so long as early maturity was pushed to recover better dry down through ongoing selection.  Only the B73 testcross yielded enough to be considered possibly useful for making a topcross hybrid on farm, but it was still more than ten percent lower yielding than the check hybrids.
 
Table 6.  Averages from a corn variety trial performed in Michigan in 2021.  Yield is in bu/A, and both lodging and moisture are percentages.
PEDIGREE YIELD LODGING MOISTURE
B73s/Dairyland 182 4.6 23
B37s/Dairyland 150 0.3 23
Iodents/Dairyland 158 1.8 22
Pioneer Mixed/Dairyland 171 1.2 23
Mo17s/Dairyland 169 0.9 22
MN13s/Dairyland 139 0 22
EP1/CO255//Dairyland 118 5.3 22
80-1/No. 380//Dairyland 127 10 23
Pete Seeger Cross/Dairyland 110 5.8 22
Wachichu/Compton's Early//Dairyland 108 9.5 23
Dairyland/(FBHJ/Euro Flint S3) 137 3.3 21
ND2004/Dairyland 163 0 22
ND2006/Dairyland 110 16.4 19
(CG-BS16/Syn A-NL)/Dairyland 94 12.8 22
Cateto Cross/Dairyland 88 6 21
NDBSK/Dairyland 145 1.2 24
Silver King/Dairyland 136 6 23
Dairyland/Cuzco Cross 153 8.2 26
Dairyland/Cacahuacintle Cross 131 4.9 24
Dairyland/Conico Cross 143 4.2 24
Sequia/Dairyland 105 15.4 21
Dairyland/Coroico Cross 153 0 24
Minnesota 13 148 9.3 21
Dublin 127 17.5 24
Stan's OP 161 5.2 21
Wapsie Valley 127 25.4 23
Tommy Boy 135 6.7 23
Dairyland 128 0.6 23
FDO 8833 235 0 22
FDO 8924 208 2.1 22
 
Here are the results from New York State from an organic trial conducted by Cornell University.  Once more the hybrid checks were clearly on top, with the best one outyielding the best OP by about 35%. However, in this trial the best OP outyielded all of the testcrosses on average. Wapsie Valley from Green Haven took the lead of the OPs here, with Minnesota 13, Stan's OP, and Tommy Boy also competing well with the very best of the testcrosses. For this environment with these results one might expect at best that a good synthetic might join these OP varieties and have perhaps lower lodging. That would be a much smaller improvement than what might be possible elsewhere, although very handy for harvest.
 
Table 7.  Averages from a corn variety trial performed in New York in 2021.  Yield is in bu/A, and both lodging and moisture are percentages.
PEDIGREE YIELD LODGING MOISTURE
B73s/Dairyland 130 7 18
B37s/Dairyland 140 2 19
Iodents/Dairyland 142 1 18
Pioneer Mixed/Dairyland 134 8 18
Mo17s/Dairyland 126 2 18
MN13s/Dairyland 105 10 18
EP1/CO255//Dairyland 98 5 18
80-1/No. 380//Dairyland 95 14 19
Pete Seeger Cross/Dairyland 93 8 18
Wachichu/Compton's Early//Dairyland 107 11 19
Dairyland/(FBHJ/Euro Flint S3) 114 4 18
ND2004/Dairyland 96 3 19
ND2006/Dairyland 102 8 17
(CG-BS16/Syn A-NL)/Dairyland 77 12 18
Cateto Cross/Dairyland 75 4 19
NDBSK/Dairyland 111 11 20
Silver King/Dairyland 111 6 18
Dairyland/Cuzco Cross 102 9 22
Dairyland/Cacahuacintle Cross 91 21 20
Dairyland/Conico Cross 118 7 19
Sequia/Dairyland 68 9 19
Dairyland/Coroico Cross 130 4 21
Minnesota 13 134 6 18
Dublin 127 18 20
Stan's OP 137 9 19
Wapsie Valley 148 21 19
Tommy Boy 139 10 20
Dairyland 90 8 18
FDO 8833 201 4 18
FDO 8924 181 1 18
 
In Vermont the corn suffered through a significant drought in 2021.  These low yield results show the intensity of this very dry season.  However, in this organic trial, Wapsie Valley did as well as the hybrid varieties.  The testcrosses and other OP varieties were much lower.  Clearly Wapsie Valley has great adaptation to this environment.  Improving an OP here should perhaps begin with Wapsie Valley instead of with Dairyland which seems much less well adapted to this particular environment.
 
Table 8.  Averages from a corn variety trial performed in Vermont in 2021.  Yield is in bu/A and moisture is a percentage.
Pedigree Yield %Moist
B73s/Dairyland 131.6 20.3
B37s/Dairyland 96.4 20.9
Iodents/Dairyland 95.4 23.7
Pioneer Mixed/Dairyland 119.8 20.9
Mo17s/Dairyland 122.1 20.7
MN13s/Dairyland 90.8 20.0
EP1/CO255//Dairyland 67.4 19.8
80-1/No. 380//Dairyland 90.0 21.4
Pete Seeger Cross/Dairyland 88.3 19.6
Wachichu/Compton's Early//Dairyland 113.6 21.2
Dairyland/(FBHJ/Euro Flint S3) 56.6 20.1
ND2004/Dairyland 109.0 20.5
ND2006/Dairyland 88.5 20.2
(CG-BS16/Syn A-NL)/Dairyland 95.8 19.6
Cateto Cross/Dairyland 71.8 22.4
NDBSK/Dairyland 90.6 22.5
Silver King/Dairyland 117.5 21.1
Dairyland/Cuzco Cross 92.5 24.8
Dairyland/Cacahuacintle Cross 133.8 23.2
Dairyland/Conico Cross 102.6 22.0
Sequia/Dairyland 96.0 22.2
Dairyland/Coroico Cross 111.8 22.6
Minnesota 13 122.0 19.1
Dublin 127.5 22.8
Stan's OP 135.7 20.1
Wapsie Valley 152.0 20.8
Tommy Boy 116.3 21.3
Dairyland 77.2 21.3
FDO-8833 159.0 19.6
FDO-8924 142.7 21.0
 
Our average corn nutrient data from the farms are presented here, with means for each cross and variety and also means by each farm.  The trends in the data are that the test crosses and OP varieties were sometimes slightly better than the hybrid check varieties for some parameters, but that the highest nutritional quality usually also came with varieties or crosses that were the lowest yielding.  That said, Adjusted Crude Protein percentage was generally 1-2.5 points above the hybrids across the test crosses and OP varieties.
 
Table 9.  Nutrient density from thirty varieties of corn evaluated on farms in 2021.  Percentages are on a dry matter basis.
Entry %AdjCP Degr %CP %Lignin %Starch %Cfat %Ash %TDN NEG %P %K %Lysine %Methio
B73s/Dairyland 9.45 36.50 0.78 70.18 5.23 1.49 90.50 0.72 0.36 0.45 0.27 0.20
B37s/Dairyland 9.68 35.25 0.88 67.48 5.55 1.66 90.25 0.72 0.38 0.49 0.27 0.21
Iodents/Dairyland 10.03 36.50 0.83 65.78 5.70 1.61 90.50 0.73 0.40 0.49 0.29 0.22
Pioneer Mixed/Dairyland 9.10 40.00 0.78 69.23 5.35 1.55 90.25 0.72 0.39 0.47 0.26 0.19
Mo17s/Dairyland 9.45 37.75 0.85 68.20 5.50 1.54 90.25 0.72 0.39 0.48 0.27 0.20
MN13s/Dairyland 9.48 35.00 0.98 69.05 5.13 1.56 90.00 0.72 0.38 0.46 0.27 0.21
EP1/CO255//Dairyland 10.43 35.00 0.98 65.80 5.68 1.63 90.50 0.73 0.41 0.49 0.30 0.22
80-1/No. 380//Dairyland 10.33 37.75 0.90 65.58 6.30 1.74 91.25 0.74 0.44 0.52 0.29 0.22
Pete Seeger Cross/Dairyland 9.85 36.25 0.88 67.35 6.13 1.60 91.00 0.73 0.41 0.50 0.28 0.21
Wachichu/Compton's Early//Dairyland 9.90 37.25 0.93 66.63 6.35 1.54 91.25 0.74 0.41 0.51 0.28 0.21
Dairyland/(FBHJ/Euro Flint S3) 10.15 36.50 0.85 65.93 6.23 1.62 91.50 0.74 0.43 0.51 0.29 0.22
ND2004/Dairyland 9.45 37.00 0.70 67.98 5.25 1.52 90.25 0.72 0.39 0.48 0.27 0.20
ND2006/Dairyland 9.93 35.75 0.80 67.50 5.25 1.60 90.00 0.72 0.40 0.49 0.28 0.21
(CG-BS16/Syn A-NL)/Dairyland 9.90 39.25 0.78 66.30 5.90 1.56 91.25 0.74 0.41 0.51 0.28 0.21
Cateto Cross/Dairyland 9.75 38.75 0.83 67.88 5.83 1.55 91.00 0.73 0.41 0.49 0.28 0.21
NDBSK/Dairyland 9.63 37.75 0.63 67.50 5.90 1.55 91.25 0.74 0.39 0.49 0.27 0.20
Silver King/Dairyland 9.75 38.00 0.85 67.35 5.98 1.59 91.00 0.73 0.43 0.52 0.28 0.21
Dairyland/Cuzco Cross 9.68 38.75 0.85 67.73 5.50 1.71 90.25 0.72 0.39 0.49 0.28 0.21
Dairyland/Cacahuacintle Cross 10.40 38.00 0.73 64.90 6.10 1.65 91.50 0.74 0.41 0.49 0.30 0.22
Dairyland/Conico Cross 10.10 38.75 0.68 65.93 5.70 1.60 90.75 0.73 0.39 0.48 0.29 0.22
Sequia/Dairyland 9.40 39.67 0.87 67.33 5.80 1.62 90.67 0.73 0.39 0.49 0.27 0.20
Dairyland/Coroico Cross 10.25 38.50 0.78 65.20 6.50 1.71 91.75 0.75 0.43 0.53 0.29 0.22
Minnesota 13 9.63 37.00 0.88 67.20 5.03 1.60 89.75 0.71 0.39 0.48 0.28 0.21
Dublin 10.38 36.75 0.95 65.08 5.10 1.63 89.75 0.71 0.38 0.49 0.29 0.22
Stan's OP 9.15 36.25 0.73 70.18 4.85 1.53 90.00 0.71 0.35 0.46 0.26 0.19
Wapsie Valley 10.10 37.50 0.90 65.95 5.65 1.76 90.25 0.72 0.42 0.51 0.29 0.22
Tommy Boy 10.20 37.25 1.03 65.03 5.28 1.64 89.75 0.72 0.40 0.49 0.29 0.22
Dairyland 10.03 36.50 0.78 66.35 5.70 1.67 90.50 0.73 0.34 0.49 0.29 0.22
FDO 8833 8.13 40.00 0.70 72.60 4.50 1.53 89.75 0.71 0.34 0.42 0.23 0.17
FDO 8924 7.98 41.50 0.70 73.63 4.55 1.64 89.50 0.71 0.35 0.44 0.23 0.17
 

The potential for open-pollinated corn varieties to have higher nutrient density than most current hybrids is well known and clear.  It is a potentially important set of traits.  Higher protein and fat can make up for lower yields in corn varieties used for feed because this nutrient density can substitute for some of the more expensive soy that may be purchased or grown to fill out a ration.  However, these traits are quite variable in their expression: every open-pollinated variety is not significantly higher in specific nutrients.  In our data above, based on grow outs on our farms, one can see that most of the open-pollinated varieties and test crosses had higher protein and fat levels than the check hybrids which were fairly low by comparison.  One to two percentage points higher in protein and fat were common features.  Of the current open-pollinated varieties, Stan’s OP was only higher than the hybrids for protein by about a percentage point, and only slightly higher for fat.  This may be due to Minnesota 13 being part of its parentage as Minnesota 13 is not a very nutrient dense variety.  Varieties and test-crosses with Northern Flint or Wapsie Valley parentage often had both much higher protein and fat.  However, the Northern Flint test-crosses were generally not very high yielding.  Of the exotic parents, only the Conico test-cross had somewhat reasonable yields and higher nutrient density.  Although slower to dry, these lines may offer something useful to breeders looking for higher yielding and nutrient dense populations for grain production.  The commercial Iodent lines also were quite impressive for pushing yield while maintaining nutrient density in test-crosses with Dairyland.

Using our updated version of CornPro3, a corn protein and yield assessment spreadsheet developed during the SARE-funded Heritage Maize Project in 2004, we were able to identify the dollar value of increasing corn protein for use as feed on farm.  If a farmer were to grow an expensive hybrid that yielded as well as ours did, about 196 bu/A, costs of production followed the 2023 average cost estimates from Iowa State University, and soymeal is $440/ton, we see clear, but modest reductions in feeding costs with increasing corn protein (Table 10).  A hybrid, like our check varieties with 8% protein, could be mixed into a ration for finishing beef cattle that would cost $1.93 per head daily.  With higher protein allowing for the substitution of higher quantities of cheaper corn in the ration, the costs for feed falls modestly by about 2.4-3% for each percentage increase in protein for the expensive hybrid, and by about 2.7-3.4% for the inexpensive hybrid.  Similar trends occur with the other animal diets.

Table 10.  Daily costs to feed livestock using corn hybrids with varying seed costs and levels of protein.  All calculations are based on CornPro3 assumptions for the corn and soymeal in grain-based diets.

Table 10.  Daily animal feed costs based on corn seed prices and grain protein content.
Table 10

Our student economist, Elena Hill, processed a great deal of data from across multiple states to gain a better understanding of the costs of corn production, and the time needed to carry it out.  Data on yield and costs that is published by states in the 90-day corn region show these averages for yields and variable costs related to field work (Table 11).  The general trend is that organic growing provides slightly lower yields, except in North Dakota where the concentration of organic growers in the best corn growing areas of that state likely bias those data.  Organic corn production was about 72-97% of local, conventionally grown corn if we ignore the North Dakota data.  This reduction in yield increased the costs of production on a per bushel basis as well.  However, estimated variable field costs per bushel of grain (or potentially seed) are fairly similar using either system anywhere across this region.  Calculations for the average number of hours spent with field activities concerning growing an acre of corn were about half an hour per acre for conventional growing and about two hours per acre for organic growers.  Part of this is due to cultivation passes, and part of it may be due to scale of production which can be quite large for many conventional operations.  USDA estimates that total organic corn production costs are $83-$98 higher per acre in general, but in December 2023 organic corn prices in the Midwest averaged $8.05/bu, as compared to the $4.75/bu price for other corn.

Table 11.  Average yields (bu/A) and variable costs for field work for conventionally grown and organically grown corn calculated from data published by states in the 90-day corn maturity zone.

Table 11.  Average yields (bu/A) and variable costs for field work for conventionally grown and organically grown corn calculated from data published by states in the 90-day corn maturity zone.
Table 11

If we consider all costs from crop production budgets prepared by USDA and Extension economists in several states, we see that the costs of production often push corn for grain into a not profitable situation.  Per bushel costs for corn are significantly higher when land costs are included (Table 12).  On-farm prices to grow each bushel are still quite low compared to seed costs, so if we could grow our own seeds, there is space potentially for advantageous cost savings.

Table 12.  Average yields and average total costs of production reported by States and USDA for 2023.

Table 12.  Average yields and average total costs of production reported by States and USDA for 2023.
Table 12

One of the critical calculations worked through by Elena is the costs and returns from growing open-pollinated corn for seed by three organic farmers who are already producing seed in the Midwest.  Data in Table 13 below are based on reported time, expenses, and yields from these farmers.  State averages released by Extension Services were used to fill out the table with our best estimates when our cooperating farmers could not supply all of the numbers.  If we assume all are planting about 30,000 seeds per acre, and about 80,000 seeds per bushel, then farmers can plant about 2.7 acres per bushel.  Using this estimate we can also estimate the cost for seed when these farmers plant their own seeds back as compared to the likely prices if they were to purchase these same varieties.  While the yields of open-pollinated varieties are still considerably lower than commercial hybrids in most cases, it appears that saved seeds could reduce the costs of seed by $21-$40/A each year over purchasing fresh open-pollinated corn seeds each year.  The costs of hybrid seeds range from $85 up to $330 and more per bag, and $31-$122/A for planting at 30,000 seeds to the acre.  Low costs of open-pollinated seed corn seed grown on farm could reduce seed costs compared to some hybrids depending on one’s production and seed cleaning system, and on the variety grown.

Table 13.  Costs of production for three organic open-pollinated corn growers in the Midwest.

Table 13.  Costs of production for three organic open-pollinated corn growers in the Midwest.
Table 13

Although two of our three organic, open-pollinated corn seed growers use combines to harvest, many seed corn growers use corn pickers to harvest ears for drying and later shelling.  Often this allows a harvest at higher moisture and it is used to help maintain high rates of germination.  Not all standard custom rates publications mention costs for picking ear corn anymore, but of those that do, we see a range of costs starting at $17.3/A from a South Dakota publication in 2004 to $28.10/A in Pennsylvania and $31.9/A in Michigan in more recent years.  Our second open-pollinated corn grower uses a picker and those expenses are considered in the second data column.  High yields reported from the synthetic variety grown on that farm (Revolt) help reduce variable production costs on a per bushel basis.

The costs for forced drying, shelling, fanning, and other cleaning would have to be considered by anyone intending to grow their own seeds.  Our first grower who uses small scale equipment puts in just over an hour for each bushel of dried and cleaned seeds.  If we pay ourselves $15/hr for that work, and we consider the general cost per bushel to grow corn in the USA (Table 12), then the price of our own seed on farm could reasonably be priced at around $20/bushel.  Larger scale cleaning can reduce this to as little as $2.60/bushel as we see for the third grower, so for some farmers it may be possible to produce their own corn seeds for as little as $7-9/bu.  One of our research team estimates the full costs of cleaning at closer to $25/bu, so more data on small scale seed production may be needed to arrive at a robust estimate and range of costs.  The current markets for seed of open-pollinated seed corn are apparently relatively small, with retailers saying many varieties are selling less than 300 bu annually.

Some growers are starting out at an even smaller scale – hand harvesting from large gardens.  This is the ancient tradition with this wonderful crop, and it brings some a great deal of satisfaction to maintain traditional varieties or to breed new ones in this same manner.  What might the economics of such seed look like, and how could hand harvest be done more economically?  During our on-farm evaluations in 2021, Frank Kutka timed his hand harvest of each of our 1/1000th of an acre plots for each of the thirty experimental varieties.  The grain was then dried, shelled, and weighed.  These data were analyzed and plotted by Elena Hill (Figure 3).  On average, 6.6 pounds of dry grain could be harvested every 3.62 minutes, or 1.95 bushels per hour.  If we value labor at $15/hr, then hand harvest would cost about $7.62 per bushel just for picking.  The results also show remarkably weak relationships for most any factor about the plots (% lodging, number of ears, total ear weight, average ear weight, total grain weight) and harvest time.  The factor with the strongest relationship, number of ears in the plot, had only an R2 value of 0.32 with harvest time.  Clearly this is a complex, multifactor issue.  More data could possibly help to determine ways to make hand harvest more efficient and to arrive at a better estimate of costs, but the picker in this case certainly appreciated large ears at a convenient height, with loose husks, on plants that were standing upright.  These are the sorts of plants recommended by USDA a century ago.

Figure 3.  Plot of hand harvest time by number of ears per plot.

Figure 3.  Plot of hand harvest time by number of ears per plot.
Figure 3

Very small-scale producers also would have to dry the corn, and this can be done in a number of ways.  The easiest way to just set the ears on a wire rack, but ears can also be hung on holders, hung by string, braided in the husks, etc.  There would be some as yet unknown time input to drying.  Shelling comes next after drying.  Frank hand shelled three samples of ears from a flour corn population and arrived at an estimate of 0.94 bu/hr.  Three samples of a mixture of floury, flinty, and dent ears were also shelled through an antique John Deere 1b hand cranked sheller.  With this machine 8.7 bu/hr could be shelled, although there would also be some time to clear cobs and remove cobs from the shelled corn.  Winnowing to clean the corn for planting or eating comes next, and this is fairly quick as well, just pouring grain from a bucket into another bucket three times.  Frank’s estimate is winnowing at a rate of about 7.7 bu/hr, although there would be some set up time since one can winnow about 15-25 lbs at a time in each batch.  With labor at $15/hr, cleaning up the grain at this scale adds at least another $3.66-$17.90 per bushel depending on tools, variety, and other factors.  Even with these costs, home seed production could be relatively affordable depending on one’s scale and the commercial availability of the variety one wishes to grow.  Rare varieties, if they are otherwise important to grow, are rarely available commercially at any price.

We can model any potential savings from using seeds with different costs and from using varieties with different yields or nutrient densities.  Once more, we returned to CornPro3, which has been updated with current crop budgets from the USDA and from several states.  Given the current corn price of $4.75/bu and soymeal price of $440/ton, the open-pollinated corn varieties we grew in our trial are not competitive for growing grain for sale.  Even the more expensive hybrids are only marginally profitable or not profitable to grow in this scenario as the cost of production is close to or exceeds the current price (Table 14).  However, we predict that synthetic varieties grown as open-pollinated corn that achieve 176 bu/A could currently meet or beat the profitability of hybrids grown for grain when the hybrids cost $170 or more per bag.  This relationship is still close even if it cost $30/bu to clean the open-pollinated corn seeds.  Currently there are no such open-pollinated varieties with such high yields, but they are theoretically possible.  The search continues.

Table 14.  Feed costs based on corn varieties with different population structure, seed cost, and nutrient density.  Predictions for corn costs and costs of daily animal rations are based on CornPro3 with crop production budgets from Iowa State University from January, 2023.

Table 14.  Feed costs based on corn varieties with different population structure, seed cost, and nutrient density.  Predictions for corn costs and costs of daily animal rations are based on CornPro3 with crop production budgets from Iowa State University from January, 2023.
Table 14

Another way to gain value from grain is to feed it to animals on farm.  CornPro3 allows the modelling of feed prices based on cost of production including seed prices, the value of grain based on total cost of production, and the price for soymeal which can be replaced with corn protein to some degree (Table 14).  Across all diets, Stan’s OP variety is currently competitive for making feed when compared to the highest priced hybrids ($330/bag).  Other than that, the other open-pollinated varieties are not competitive given our results.  However, when Tommy Boy reaches 150 bu/A yields as it sometimes does, its total cost per bushel falls to $5.01 if one can produce one’s own seeds at $10/bu, and the cost of finishing beef animals with it in the ration drops to $1.86 per day, greatly improving its competitiveness.  Clearly, anyone who wishes to grow open-pollinated corn in a profitable manner still needs to be mindful of yield too even when nutrient density is high.

Is there any other situation where an open-pollinated variety might be economically competitive in the future?  Our modelling from Table 14 shows that a synthetic variety or greatly improved open-pollinated population that yields 90% of our hybrid average (176 bu/A) would be competitive for grain prices with all but the cheapest hybrids at $4.53-$4.55/bu break even prices.  Varieties that could yield 80% of the hybrid average (157 bu/A) would be fairly competitive with the most expensive hybrids for grain production costs, and any yielding less would not be competitive with the hybrids.  When the corn is fed on farm as feed, the value-added option improves possibilities for these hypothetical varieties.  Any synthetic variety that could yield 90% of the hybrid average would compete with or be slightly cheaper to feed than any of the hybrids given current cost estimates and prices (Table 14).  This is true across all levels of protein and is largely due to the seed cost savings, although increasing protein levels would clearly improve the situation.  Differences in costs for cleaning the seeds at home, whether small or large scale, were small enough that this may not be a big consideration for those interested in growing their own seeds.  They just did not greatly influence predicted feed costs here.

The predicted varieties that could yield 80% of the hybrid average are also competitive for feed prices with the more expensive hybrid seed.  If protein levels could be 10%, two points higher than most hybrids, these that yield 157 bu/A would also be competitive with moderate priced hybrids, and if protein levels could be 11%, on the high end for maize generally, these varieties would also be competitive with any 8% protein hybrids for feed price (Table 14).  Developing synthetic varieties that yield 80% of good hybrids is predicted to be fairly readily attainable, and even those yielding 90% are theoretically possible.  However, research in this area by government agencies and seed companies is limited or non-existent.

Given this situation, another hope of our research project was to identify parents that could come together to form a new, synthetic open-pollinated population that would out yield the currently available open-pollinated varieties.  The first six testcrosses appear to have some potential in this way, with ND2004 and the Conico lines also potentially of interest given average yield alone.  If our premise of using a mixed population to find general combining ability among the test cross parents is correct, then some of these likely have better general combining ability than others.  They may have some potential for pushing yields via hybridization and maintenance of much of that hybrid vigor by increasing the number of parents, the way that good synthetics do.  Whether it is possible to form a synthetic that could perform as well as Stan’s OP or closer to 90% of the hybrid checks remains to be seen.

To this end, in 2022 we advanced the intermating of promising lines to develop a potential synthetic variety of dent corn for the region.  Parents included the B73/Dairyland cross and a four-way cross of other parents from our experiment (B37s/Iodents//Pioneer Mixed/Mo17s).  We also made a cross between B73s/Dairyland and the Dairyland/Conico Cross for future expansion with a slightly broader mix of lines.  In 2023, Roger Coulter grew out the initial synthetic at his farm in New York State to expand the seed supply and move the population to F2 for use as an OP variety and for further evaluation.  Seeds from this grow out were sent to USDA Plant Introduction Station in Ames, IA.  Photographs show that some of the plants from this new mixture appear to be healthy and productive.  Only ongoing evaluation can determine whether this population can carry through as a new and higher yielding variety with better standing ability than the existing open-pollinated varieties.  However, given the moisture levels observed in the test crosses, it is probably likely that this new population would still need further selection for early maturity to meet what Minnesota 13 can currently do.  In 2023, Frank Kutka also crossed the B37/Iodent//Pioneer Mixed/Mo17 cross with the B73s/Dairyland//Dairyland/Conico cross to generate the F1 of a second, very closely related synthetic population with slightly broader parentage.  This will also be grown out to the F2 and beyond with hope of finding higher yield maintained in the later generations.

Figure 4.  Roots and stalks of our new synthetic variety.

Figure 4.  Roots and stalks of our new synthetic variety.
Figure 4

Figure 5.  A fine ear of our new synthetic variety still on the stalk.

Figure 5.  A fine ear of our new synthetic variety still on the stalk.
Figure 5

Figure 6.  A nice selection of ears from of our new synthetic variety after harvest.

Figure 6.  A nice selection of ears harvested from our new synthetic variety of corn.
Figure 6

Growing corn for grain and seed, as most of us do, is a pleasant part of our lives.  We enjoy the challenges and rewards even in our current economic situation, and we enjoy sharing the task and the idea with others.  Seed saving and crop breeding are traditional farmer occupations here and around the world, and we would like to see these continue.  In 1920, the USDA said this in Better Seed Corn, Farmers’ Bulletin 1175: “At corn-ripening time, drop all other business and select an abundance of seed corn.  The work is too important to be conducted incidentally while husking.  When selecting seed corn give it your entire attention and select for the one most important character, the power to yield well.  Get the very best that is to be had and dry it promptly, and your increased yields will return you more profit than any other work you can do on your farm.”  With the right breeding, this tradition could possibly continue in an economically competitive manner.

To summarize, we learned these things during this project:

  1. Test crosses of various types of corn with the Dairyland population showed us possibilities for forming new synthetic varieties that might potentially and modestly out yield current open-pollinated varieties. They did not show us ways to form competitive topcross hybrid seed that would be cheap to produce on farm and useful across the region, although a Pioneer Mixed/Dairyland testcross could possibly be an effective top cross hybrid to make in North Dakota.
  2. Some of the sister-line populations we used might be used to explore other farm-based hybrids with further research.
  3. Many test crosses and open-pollinated varieties do have higher protein than our check hybrids. The value of this protein for replacing expensive soymeal increases the economic value of one variety, Stan’s OP, to the point that if fed on farm it could be competitive with more expensive hybrids due to the protein value and the low seed cost.
  4. The costs of growing open-pollinated corn for seed are fairly low. They are essentially the same as any other corn for overall production, with a slightly higher cost due to lower yield.  The costs for cleaning the seeds for use are modest, a few dollars per bushel for larger scale production and perhaps about $15 per bushel for small scale production.  Work at very small scale would increase seed cleaning costs, but seed would likely still cost less than retail.
  5. Given current costs of feed, seed, and crop production, open-pollinated varieties that could yield 90% of current hybrids in our tests would be economically competitive with them for grain production when hybrid seed costs were average to high. If fed on farm, they would be competitive with any hybrids for feed costs when the open-pollinated varieties had 9% protein levels.  Currently there are no open-pollinated varieties like this of which we are aware.
  6. Given current costs of feed, seed, and crop production, open-pollinated varieties that could yield 80% of current hybrids in our tests would be competitive with hybrids for feed costs if the open-pollinated varieties had higher protein, especially 10-11% vs. 8% or less for the hybrids. Currently there are no open-pollinated varieties like this of which we are aware.

Seed of our new synthetic variety has been released to USDA, and will be shared with the public.  An updated version of CornPro3 is also available to anyone who would like to request it.  Copies will also be shared via SARE.

 

Participation Summary
5 Farmers participating in research

Educational & Outreach Activities

1 Curricula, factsheets or educational tools
1 On-farm demonstrations
2 Workshop field days

Participation Summary:

710 Farmers participated
Education/outreach description:

The pandemic squashed our use of traditional field events and meetings with fellow farmers in 2021.  We did post a video on the Corn Culture blog on Facebook (https://www.facebook.com/cornculture.info/), along with some tables of preliminary data.  As of 29 January 2023, 366 people had noticed our introductory video and 72+ had taken notice of the video, our data, photo, and other postings.

In October, 2022 we held a traditional field event at Stan Smith's Farm in southeastern Minnesota.  Another couple interested in OP corn joined the Smiths and Frank Kutka, and a photo was posted to Corn Culture.  A video presentation about synthetic varieties was posted onto the Corn Culture page early in 2023, and it received 118 views as of 2 March 2024.  A photo of the new synthetic that Roger Coulter grew was also posted to Corn Culture and has been seen by 226 people as of 2 March 2024.

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    Any opinions, findings, conclusions, or recommendations expressed in this publication are those of the author(s) and do not necessarily reflect the view of the U.S. Department of Agriculture or SARE.