Reproduction in a recently established population of green crab, Carcinus maenas, in Placentia Bay and juvenile targeted mitigation to prevent mussel aquaculture as a vector for introduction and spread
Bibliographic record
Abstract
Invasive species are organisms that are introduced to a new environment via natural or anthropogenic means and cause damage to the native biota through interactions with the native species and habitat. Aquatic invasive species (AIS) in marine coastal ecosystems can thrive in coastal areas in their native and non-native ranges as they have fewer natural barriers to contain spread versus terrestrial environments. AIS spread via vessel traffic, movement of industrial and recreational equipment and currents, weather events, and other organisms in their fluid environment. Generally, invasive species have the ability to tolerate extreme and restrictive conditions with means to make adjustments to their survival strategies to survive and establish populations in areas outside of their native ranges. In this study, we look at the reproductive strategies of the European green crab (Carcinus maenas) in recently invaded cold-tolerant populations in Newfoundland. We estimate size minimums for physiological maturity in males and females, timing for mating behaviors, duration of each stage of egg development and timing of larval release in females. This information has been used to establish minimum size thresholds for pilot mitigation efforts in the area and will continue to help pinpoint the best times of year to target a particular life stage for this region. Comparisons to other non-native green crab populations in Atlantic Canada are made to elucidate some of the strategic changes they have made in these environments. This information can be used in targeting different life stages in efforts to control already established populations in Newfoundland and prevent spread and establishment to new areas. This information is then used to pinpoint a vulnerable (likely to settle in and around mussel seed lines of the aquaculture industry) life stage of juvenile green crab to target via mitigation. This was investigated by exposing juveniles to a series of heated salt water immersion treatments. Experiments confirmed that exposing juvenile green crab to heated salt water for no longer than 1 minute at 45°C is sufficient to cull the crab while not causing any significant physiological stress to mussel seed. This information and subsequent control measures are valuable to the mussel aquaculture industry, stakeholders and managers for designing plans for future control of this invasive species.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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".