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Low cobalt limits cyanobacteria heterocyst frequency in culture but potential for cobalt limitation of frequency in nitrogen-limited surface waters is unclear

2023· preprint· en· W4385622859 on OpenAlexafffundabout
Purnank Shah, Jason J. Venkiteswaran, Lewis A. Molot, Scott N. Higgins, Sherry L. Schiff, Helen M. Baulch, R. Allen Curry, Karen A. Kidd, Jennifer B. Korosi, Andrew M. Paterson, Frances R. Pick, Dan Walters, Susan B. Watson, Arthur Zastepa

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEnvironmental Science
TopicAquatic Ecosystems and Phytoplankton Dynamics
Canadian institutionsEnvironment and Climate Change CanadaNipissing UniversityMcMaster UniversityUniversity of New BrunswickUniversity of SaskatchewanWilfrid Laurier UniversityUniversity of WaterlooGlobal Institute for Water SecurityTrent UniversityInternational Institute for Sustainable DevelopmentMinistry of EnvironmentYork UniversityUniversity of Ottawa
FundersMinistry of EnvironmentMinistère de l’Environnement, de la Protection de la nature et des ParcsWilfrid Laurier University
KeywordsHeterocystCyanobacteriaBiomass (ecology)BiologyDiazotrophNitrogenaseEnvironmental chemistryCobaltNitrogen fixationGrowth rateBotanyAnabaenaChemistryEcologyBacteriaInorganic chemistry

Abstract

fetched live from OpenAlex

Impacts of three cobalt (Co) concentrations were examined on heterocyst frequency and growth rate in four diazotrophic cyanobacteria species in nitrogen (N)-depleted culture and growth rate in one non-diazotrophic species in N-replete culture.After 11 days in batch culture, heterocyst frequency (HF, % of all cells that are heterocysts) increased from 4.1-5.7% to 5.4-7.4% to 5.9-9.3% at 0.17, 17 and 170 nmol L -1 Co, implicating Co in heterocyst differentiation.Growth rate was not significantly affected by Co in any of the species suggesting that the impact of low Co on other metabolic pathways was minimized.2. Stoichiometric extrapolation of culture results to N-limited natural systems with lower nutrient concentrations infers that HF could be limited by sub-nanomolar Co concentrations.3. In experimentally fertilized N-limited Lake 227, mean summer HF in 2000-2020 was 3.4% (epilimnion) and 4.0% (metalimnion).However, in 2017 (the only year for which Co data are available) dissolved Co increased from 0.7 to 2.0 nmol L -1 during the bloom simultaneously with increasing HF and cyanobacteria biomass, hence, Co probably did not limit HF and biomass.HF was significantly higher after 2015 following a shift in dominant bloom species from Aphanizomenon schindlerii to smaller A. skujae.The smaller cell size may have required a higher HF in order to maintain a relatively constant supply rate of fixed N per unit biomass.4. Surveys of ambient Co in over 280 aquatic systems across Canada and elsewhere indicate that Co is sometimes low enough to theoretically limit HF in N-limited waters.However, numerous variables influence HF so a clear understanding of relationships between Co and HF in natural systems remains elusive.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
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 head0.020
GPT teacher head0.245
Teacher spread0.225 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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".

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Citations0
Published2023
Admission routes3
Has abstractyes

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