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Record W2154143405 · doi:10.1651/s-2737.1

Laboratory Experiments on Artificial Reefs for American Lobsters

2006· article· en· W2154143405 on OpenAlexaff
Robert J. Miller, G. J. Sharp, Ellen O’Brien

Bibliographic record

VenueJournal of Crustacean Biology · 2006
Typearticle
Languageen
FieldEnvironmental Science
TopicCrustacean biology and ecology
Canadian institutionsDalhousie UniversityFisheries and Oceans Canada
Fundersnot available
KeywordsDiggingReefCarapaceGeologyDecapodaCrustaceanFisheryBiologyArchaeologyGeography

Abstract

fetched live from OpenAlex

This laboratory study investigated design features for artificial reefs to be used as enhanced juvenile lobster habitat. These features included size of brick shelters, size of rocks in rock piles, and the character of the underlying substrate. Experiments using brick shelters tested the ability of two lobster sizes (50-59 and |$82{\text{-}}89\, {\text{mm CL}}$|⁠) to enlarge shelters by digging in sand-gravel bottom. If the gravel size was |$1{\text{-}}2\,{\text{cm}}$| both lobster sizes occupied |$\gt 90\%$| of shelters by 22 h and the difference between occupancy at 2 and 22 h was not significant. If gravel size was |$3{\text{-}}5\,{\text{cm}}$| or |$6{\text{-}}8\,{\text{cm}}$| fewer shelters were occupied and the excavation of the sand/gravel took longer. Piles of three sizes of rocks were each placed on hard bottom as well as |${\text{sand/}}1{\text{-}}2\,{\text{cm}}$| gravel bottom, and the number of lobsters occupying each rock pile noted after 2-days. Six times more |$70{\text{-}}79\, {\text{mm CL}}$| lobsters and 1.7 times more |$50{\text{-}}59\, {\text{mm CL}}$| lobsters occupied rock piles on sand/gravel than hard bottom. For all rock sizes and substrates combined, three times more small than large lobsters sheltered in rock piles. The greater sheltering by lobsters on sand/gravel bottom and by smaller lobsters was thought to be related to the size of shelters available or that could be created between the rocks and the bottom by excavating under the rocks. Nearly all lobsters in the piles were located between the rocks and the bottom rather than among the rocks. A final experiment compared occupancy of |$0.7 \,{\text{m}}$| and |$1.2 \,{\text{m}}$| diameter rock piles by |$60{\text{-}}69\, {\text{mm CL}}$| lobsters where both pile sizes were of large rocks on sand-gravel. The larger piles attracted more lobsters, but neither the |${\text{number/m}}^2$| nor number/m circumference were significantly different. In summary, the substratum beneath a rock reef should be considered part of the reef's structure. Reefs housed more lobsters if the reef was placed on substrate they could excavate. Excavating a sand-gravel mix was easier where the gravel was smaller than |$3{\text{-}}5\,{\text{cm}}$|⁠. Because lobsters mostly occupy shelters under the reef, reefs several rocks thick would add little to shelter availability. Occupancy of rock piles was related to rock and lobster size.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.005
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.001

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 head0.015
GPT teacher head0.278
Teacher spread0.262 · 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".

Quick stats

Citations7
Published2006
Admission routes1
Has abstractyes

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