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Record W4414091668 · doi:10.1093/naaqua/vraf018

Effects of seeding density, substrate depth, and tray type on the growth and survival of juvenile Pacific geoduck clams <i>Panopea generosa</i> in suspended nursery culture

2025· article· en· W4414091668 on OpenAlexaffabout
Emaline M. Montgomery, Sierra L. M. Gray, Christopher M. Pearce

Bibliographic record

VenueNorth American Journal of Aquaculture · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicMarine Bivalve and Aquaculture Studies
Canadian institutionsGrieg Seafood (Canada)Fisheries and Oceans Canada
Fundersnot available
KeywordsTraySeedingJuvenileSubstrate (aquarium)AlgaeGrowth rateBenthosPellets

Abstract

fetched live from OpenAlex

ABSTRACT Objective Nursery culture of Pacific geoduck clams Panopea generosa involves placing hatchery-produced juveniles in trays of sand in the field for grow out to a size at which they can be transplanted to the benthos for intertidal/subtidal grow out to market size. A 5-month experiment was conducted in Deep Bay, British Columbia, Canada, to determine the effects of nursery tray type (two types), sand depth (two levels), and initial seeding density (two levels) on the growth and percent survival of young Pacific geoduck clams. Methods Hatchery-produced juveniles (shell length [mean ± SD] = 5.8 ± 0.1 mm; wet weight = 32.9 ± 1.8 mg) were placed in two types of trays (black plastic oyster trays [OTs] or specially designed experimental aluminium trays [ATs]) at two sand depths (10 cm [10D] or 20 cm [20D]) and at two seeding densities (low [LD] = 1,615 individuals/m2 or high [HD] = 3,230 individuals/m2). The deeper sand depth could not be accommodated in the OTs, leading to six treatments: OT/LD/10D (n = 18), OT/HD/10D (n = 18), AT/LD/10D (n = 21), AT/HD/10D (n = 17), AT/LD/20D (n = 19), and AT/HD/20D (n = 17). The effects of those factors on shell length, wet weight, and percent survival were examined after 5 months of tray deployment. Results Tray type, sand depth, and initial seeding density all significantly affected the growth of the juvenile clams. The 20D and LD treatments produced significantly larger (shell length) and heavier (wet weight) individuals than the 10D and HD treatments. The ATs produced significantly heavier (but not larger) individuals than the OTs. Percent survival was relatively high (88.3–97.6% in the various treatments) and was not significantly impacted by any of the studied variables. Conclusions The study showed that ATs seeded with a density of 1,615 individuals/m2 in a sand depth of 20 cm resulted in the greatest shell length and individual wet weight for the systems tested for rearing juvenile Pacific geoduck clams during the nursery phase. The results will be useful in optimizing standard nursery practices in the Pacific geoduck clam industry.

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)0.000
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 score0.012
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.006
GPT teacher head0.220
Teacher spread0.214 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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