Oberes Labradorsee Süßwasser: saisonale bis dekadische Schwankungen
Bibliographic record
Abstract
The main focus of the thesis is the analysis of freshwater variability in the upper Labrador Sea on seasonal to decadal time scales. The seasonal freshening of the Labrador Sea and its variations play a key role in Labrador Sea deep water formation, since the freshwater has large impact on the stratification of the water column. This stratification as well as atmospheric forcing define in first order the intensity and density - thus depth - of the convection. Therefore it was the aim of this study to understand the origin, variability and path of the freshwater better. A large amount of data sources got combined to get the best possible results, including two online databases of CTD data, float data from the "Labrador Sea Deep Convection Experiment" (1996-1999), ARGO-floats and thermosalinograph data from the North Atlantic. The analyzes concentrate on 9 region within the Labrador Sea that have low horizontal salinity gradients and represent all important surface water masses. The best possible climatological seasonal salinity cycle was constructed for every region. This is for instance important for judging on anomalies in decades with only isolated measurements in a few months. The climatological salinity cycles confirm qualitatively my preliminary work in Schmidt and Send (2007). The further use of satellite SSH-anomaly measurements derived geostrophic surface currents and eddy kinetic energy (EKE) allowed a selection of high and low EKE years from the last 13 years of satellite data. These years show significant hydrographic differences in the central Labrador Sea. Years with low EKE in the Labrador Sea show an early freshening between April and May. The existence, variability and origin of this freshening was so far unsure. The freshwater pulse is not existing in years with high EKE. On the basis of changes in geostrophic surface current and variabilities within the seasonal cycle of some regions I develop a hypothesis. This hypothesis describes the origin, pathway and occurrence of the early freshening pulse in the central Labrador Sea. High EKE in the Labrador Sea seems to reduce the mean velocities of the southern West Greenland Current branch or even stops it. Since this branch is a pathway of freshwater into the northern Labrador Sea and the convection area, high EKE suppresses the freshwater flux into the Labrador Sea. Finally I analyze the pathway of decadal variations in salinity like the Great Salinity Anomaly (GSA) of the 70's. Measurements in the West Greenland Current region during times of large anomalies in the central Labrador Sea ('57, '70, '85), show the origin of these anomalies in the salty Irminger Sea waters with salinities above 34.7. With an average lag of two years these anomalies are found in the fresh shelf water of polar origin, thus significantly past the occurrence in the central Labrador Sea. This order suggests that an origin in the source of the Irminger Current, the North Atlantic Current is more likely than in the Nordic Seas. This would contradict the general believe of Great Salinity Anomalies originating from the Arctic.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.060 | 0.028 |
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".