MétaCan
Menu
Back to cohort
Record W7117411108 · doi:10.1007/s12230-025-10021-x

Planting Substrate Mixture Impacts Yield and Size of Nuclear Potato Tubers

2025· article· en· W7117411108 on OpenAlexaff
Ana Maria Vazquez-Catoni, Leslie A. Holland, Richard Lankau, Brooke Babler, Renée Rioux, Amanda J. Gevens

Bibliographic record

VenueAmerican Journal of Potato Research · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPotato Plant Research
Canadian institutions123 Certification (Canada)
FundersUniversity of Wisconsin-MadisonU.S. Department of Agriculture
KeywordsPerliteSowingCultivarGreenhouseYield (engineering)Crop

Abstract

fetched live from OpenAlex

Abstract Potato ( Solanum tuberosum ) is a vegetatively propagated crop for which certification programs seek to ensure cleanliness of seed supply and true-to-type cultivars. Seed potato planting stocks start from micropropagated plantlets transplanted to a greenhouse for nuclear tuber production. Tubers are then grown for multiple generations in the field before use in commercial ware potato production. Growers consider factors such as crop genetics and management to ensure productivity and quality. However, the impact of the media in which micropropagated potato plantlets are grown and the host plant’s associated bacterial communities are often overlooked. We hypothesized that tubers from high yielding plants will have higher endophytic bacteria diversity, and these will continue to produce high yield in the subsequent field season. In this study, we conducted two sequential experiments involving potato plantlets of two cultivars (‘Russet Norkotah’ and ‘Silverton Russet’). The first experiment was conducted in a greenhouse, where the plantlets were grown in four different planting substrates: peat-based media (a former standard now discontinued due to potential for pathogen contamination), and three alternate substrates (Perlite, 2:1 perlite and calcined clay, and 2:1 perlite and rice hulls). Dry aboveground biomass, tuber set, and yield at harvest were measured. The tubers harvested from the greenhouse were then used in a subsequent field experiment. In this second experiment, we measured canopy coverage, total tuber yield and tuber set. For both cultivars in both the greenhouse and field experiment, 2:1 perlite and calcined clay had similar high nuclear tuber yield to plants grown in peat-based media. In the field experiment, for both cultivars, larger planted tuber size resulted in increased measurements across all tuber metrics. Therefore the results indicated that 2:1 perlite and calcined clay mixture has the potential as a suitable alternative substrate for micropropagated potato plantlets. Alpha diversity indices revealed no significant differences in tuber bacterial richness and diversity between substrates and experiment repetitions. Beta diversity analyses demonstrated that experiment repetition had the strongest effect on the composition of the bacterial communities on tubers. This research highlights the need for greater understanding of planting substrate impact on potato microbiome, nuclear tuber productivity and product quality, which may lead to improved early generation seed potato production practices.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.867
Threshold uncertainty score0.399

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.031
GPT teacher head0.314
Teacher spread0.283 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAmerican Journal of Potato ResearchSame topicPotato Plant ResearchFrench-language works237,207