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Record W2597246400 · doi:10.1163/15685403-00003636

Is long-distance dispersal of talitrids (Amphipoda) in the North Atlantic feasible?

2017· article· en· W2597246400 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCrustaceana · 2017
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicMarine Biology and Ecology Research
Canadian institutionsFisheries and Oceans Canada
FundersNorthwestern University
KeywordsBiological dispersalAmphipodaDrifterCarcinologyEcologyBiologyGeographyFisheryCrustaceanLagrangianPopulationDecapoda

Abstract

fetched live from OpenAlex

Three talitrid species were found on both northwestern and northeastern Atlantic coastal regions: Orchestia gammarellus , Platorchestia platensis and P. monodi . We used the predictive surface drifter model Adrift.org.au to determine the feasibility of long-distance dispersal in either direction across the North Atlantic. Driftwood was the only rafting platform which could support talitrids, such as Platorchestia but not Orchestia , for long enough to survive a North Atlantic crossing. It is feasible that both Platorchestia platensis and P. monodi , physiologically adapted to a driftwood dispersal platform, could undertake rafting from west to east, but not from east to west. We cannot exclude the possibility of synanthropic dispersal for Platorchestia sp., which remains a viable alternative hypothesis.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.140
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.040
GPT teacher head0.287
Teacher spread0.247 · 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