End-of-Century projections of Calanus species biomass in the Gulf of St. Lawrence, southern Newfoundland, Scotian Shelf and northeast Gulf of Maine
Notice bibliographique
Résumé
The goal of this study was to describe the potential trajectory of Calanus species total biomass in response to future environmental conditions in eastern Canadian waters toward to the end of the 21st century. This was accomplished by using an approach combining Species Distribution Models (SDMs) and regional climate ocean simulations based on the Representative Concentration Pathway 8.5 scenario to project interdecadal abundance and individual body weight. We first built SDMs of C. finmarchicus, C. glacialis and C. hyperboreus with data from the Gulf of Maine to the Gulf of St. Lawrence using covariates extracted from three simulations of a regional climate ocean model driven with downscaled forcing from different Earth System Models. These SDMs were then used to perform past and future decadal projections of abundance and their associated uncertainty among the three regional climate ocean simulations. These abundance projections were then combined with those of individual body weight to describe the interdecadal changes in total Calanus biomass. Our SDMs performed similarly well among the three regional climate scenarios. While greater uncertainty was associated with the end of the projection period, total Calanus biomass was predicted to decrease toward the end of the century across Canadian waters. However, marked regional differences were noted in amplitude due to varying interplay between local environmental conditions, Calanus species composition and individual body weight. In the Fundy-northeast Gulf of Maine and western Scotian Shelf regions in the south, a 60% decrease in total Calanus biomass was predicted in 2080-2089 relative to 2000-2009 and was solely driven by a decrease in C. finmarchicus abundance and individual body weight. This sharp decrease thus indicated that environmental conditions in these regions would become unfavorable for this species in the future. In the Gulf of St. Lawrence, a 40% decrease in C. hyperboreus biomass was partly compensated by a small increase in C. finmarchicus biomass, resulting in a 25% decrease in total Calanus biomass over the same period, indicating that environmental conditions in this colder region would gradually become less and more favourable to C. hyperboreus and C. finmarchicus respectively. The decrease in total Calanus biomass in the southern Newfoundland region was similar (25%) to the Gulf of St. Lawrence, whereas the decrease forecasted in eastern Scotian Shelf was intermediate (35%) between the southern and northern regions. Assuming that no drastic changes in the ocean circulation occur during the 21st century, our long-term projections suggested that North Atlantic Right Whales (NARW) foraging conditions in the Fundy - northeast Gulf of Maine and western Scotian Shelf will continue to deteriorate at a rate greater than in more northern regions. These predicted patterns of change in future foraging conditions could therefore reinforce the pattern in NARW habitat use and distribution observed since 2010.
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Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,001 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,000 | 0,000 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,001 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,001 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».