Hysteresis and temporary resilience of the AMOC in an eddy-permitting GCM
Bibliographic record
Abstract
Data for reproducing figures in the publication "Hysteresis and temporary resilience of the AMOC in an eddy-permitting GCM". moc_26Nmax.nc - timeseries of AMOC strength (Sv) measured as the maximum at 26N. MLD_LSmax.nc - timeseries of maximum March mixed layer depth (m) in the Labrador Sea (53-65N,48-62W) MLD_area500.nc - area (m2) where March mixed layer depth in the N Atlantic > 500m dens_NATL.nc - density (kg/m3) averaged over full depth and 30N to the Bering Strait. Also contains density due to salinity (DS) and temperature (DT) changes only from the time hosing stops in each experiment sbudg_experiment.nc contains the salinity budget (1e6 PSU m3/s) for the volume covering full depth and from 30N to the Bering Strait. Components are dS/dt, surface fluxes, diffusion and advection. Also advection is geometrically broken into that from the throughflow, that from the gyre and that from the overturning For all time is in years. Experiments are defined the following way: control - preindustrial control with no added hosing hosH - run where hosing of strength H Sverdrups is applied (ie hos01 has 0.1 Sv) offH_T - run which starts after hosing H Sverdups has been applied for T years.
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 distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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 teacher head, 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".