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Record W2332394160 · doi:10.14288/1.0095158

Classification of epilithic bryophyte communities in south-western British Columbia

2010· article· en· W2332394160 on OpenAlexaboutno aff
Johannes Petrus van Velzen

Bibliographic record

VenueOpen Collections · 2010
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicBryophyte Studies and Records
Canadian institutionsnot available
Fundersnot available
KeywordsBryophyteGeographyEcologyArchaeologyBiology

Abstract

fetched live from OpenAlex

The present study attempts to classify the epilithic (=growing on rock) bryophyte vegetation of south-western British Columbia, Canada. During the summer field season of 1980 around 350 releves (=samples) were taken of bryophyte assemblages from rocky habitats that ranged in elevation from sea level to subalpine and alpine areas. Small scale variation was expressed in the segregation of various types of micro-environments on rocks, all characterized by their own bryophyte vegetation. On a larger scale, the releves of these epilithic bryophyte assemblages were divided into four major groups: (1) exposed, dry rocks (2) shaded, humid rocks (3) siliceous rocks along streams and (4) calcareous rocks. Within these major groups cluster analyses and tabular sorting, combined, were utilized to detect patterns in the data set. The subsequent recognition of groups of similar releves formed the basis for the segregation of separate vegetation units (syntaxa). These syntaxa were defined by diagnostic species (character and differential species) and further characterized by micro-site specificity of species and/or communities and their geographic distribution throughout the study area. Comparison to and integration in already existing classification schemes was attempted. In particular, floristic and sociological affinities assigned to the epilithic bryophyte associations in south western British Columbia were related to those in Europe. Where necessary and appropriate, new syntaxa were distinguished and defined. Finally, the application of ordination techniques, although limited in the present study, was utilized as an additional means to display and interpret patterns in the data set. The prior classification, paralleled with field data on ecological site characteristics, already showed some relationship between releves. This provided a basis for interpreting the ordinations, which, in turn, further expressed and clarified relationships of releves to one another and to the environment.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.484
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
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 head0.029
GPT teacher head0.236
Teacher spread0.207 · 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 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
Published2010
Admission routes1
Has abstractyes

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