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Record W4408774491 · doi:10.62791/19890

Movements and habitat selection of basking sharks, cetorhinus maximus gunnerus, in the western north Atlantic ocean

2018· dissertation· en· W4408774491 on OpenAlexaboutno aff
Thomas P. Curtis

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldEnvironmental Science
TopicIchthyology and Marine Biology
Canadian institutionsnot available
Fundersnot available
KeywordsHabitatGeographySelection (genetic algorithm)FisheryOceanographyEcologyGeologyBiologyComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

The basking shark (Cetorhinus maximus, Gunnerus 1765) is the second largest extant fish species. It is a passive filter-feeder, well-documented to occur in productive temperate coastal seas with seasonally abundant zooplankton prey. Basking sharks have supported sporadic directed fisheries in the North Atlantic and elsewhere, but their populations were quickly depleted when exposed to significant fishing mortality. Given the basking shark's population status, and numerous gaps in our understanding of key biological parameters and ecological relationships, more research is necessary to help improve conservation and fisheries management. The goal of this study was to better quantify basking shark movements, habitat use and selection, and fisheries susceptibility using a combination of fishery-independent data sources. Satellite-linked Smart Position or Temperature Transmitting (SPOT) tags (N=10) and archived sightings data (N=144) were used to examine meso-scale movements and habitat selection with respect to numerous abiotic and biotic environmental factors during summer and fall months off the northeastern U.S. Pop-up Satellite Archival Tags (PSATs; N=57) were used to better quantify large-scale seasonal movements, fisheries susceptibility, and conservation status throughout the western North Atlantic. The results revealed that summer and fall presence and movements off the northeastern U.S. were associated with areas of high primary productivity, shallow bottom depths (<100 m), and high abundance of copepods including Centropages hamatus, Centropages typicus, and Calanus finmarchicus. There did not appear to be consistent selection for any particular zooplankton taxa, supporting the hypothesis that basking sharks are non-selective foragers in regions with high total zooplankton abundance. PSAT tracks revealed large-scale movements of basking sharks to the southeastern U.S., Sargasso Sea, Caribbean Sea, and as far as Brazil during winter and spring. These sharks passed through the territorial seas of at least 18 nations in which basking sharks have variable legal protection status. However, the tracked sharks cumulatively spent approximately 2/3 of their time adjacent to the U.S. and Canadian coasts where they are well-protected and fisheries bycatch is monitored. Collectively, the data presented in this dissertation will inform fisheries management and improve the ability to assess potential anthropogenic impacts on basking sharks in the western Atlantic. Furthermore, the results enhance our understanding of basking shark population structure and spatial ecology, setting the stage for additional investigations to further enhance their conservation.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.070

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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.007
GPT teacher head0.224
Teacher spread0.217 · 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 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
Published2018
Admission routes1
Has abstractyes

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