Bibliographic record
Abstract
This study explores the relationships between abiotic and biotic factors within the intertidal andhow they influence the size and composition of its inhabitants. Barnacles are often studied inintertidal environments because of their prevalence and the role they play in the lives of otherintertidal organisms. The basal diameter sizes of the barnacle Balanus glandula were comparedbetween the low, mid, and high intertidal heights of the Vancouver, BC shoreline in October2020. These three intertidal heights vary significantly with the presence of certain abiotic andbiotic factors that the organisms which live there are exposed to; and their effect on B. glanduladiameter was analyzed. No differences were found in the sizes of the barnacles from each heightof the intertidal, however, this may have been due to a few different causes. A more thoroughexploration of the relationship between intertidal height and barnacle size could lead tointeresting insights about the effects of predation, competition, weather, or desiccation on thebarnacle life cycle and growth rates.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".