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Reframing plant strategies: Identifying a competitive-facilitative continuum

2025· preprint· en· W4408113793 on OpenAlexaff
Emily M. Holden, James F. Cahill

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldBusiness, Management and Accounting
TopicBusiness Strategy and Innovation
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsCognitive reframingCompetitive advantageBusinessComputer scienceProcess managementIndustrial organizationPsychologyMarketingSocial psychology

Abstract

fetched live from OpenAlex

A standard belief is that species can be organized in competitive hierarchies, leading to concepts of plant strategies. Based on species' average competition values, this approach may fail to predict specific outcomes and overlook common facilitative interactions, biasing understandings of species interactions. Using a mesocosm experiment, we examined interactions of 13 native grassland species grown alone and in 168 pairwise combinations under two nutrient conditions. We measured the positive and negative effects of plants on neighbours and their responses to neighbours. All species engaged in both facilitative and competitive interactions, and neighbour effects and responses were positively related, suggesting that species specialize at either end of the interaction gradient. Nutrient addition reduced the strength of both competitive and facilitative plant-plant interactions, thereby reducing variation in plant growth. These results suggest the existence of a competition-facilitation continuum, integrating both effects on and from neighbours, along which plant strategies may fall.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.955
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0020.002
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.041
GPT teacher head0.282
Teacher spread0.241 · 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.

Study designTheoretical or conceptual
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

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