"SZ spectroscopy" in the coming decade: Galaxy cluster cosmology and\n astrophysics in the submillimeter
Bibliographic record
Abstract
Sunyaev-Zeldovich (SZ) effects were first proposed in the 1970s as tools to\nidentify the X-ray emitting hot gas inside massive clusters of galaxies and\nobtain their velocities relative to the cosmic microwave background (CMB). Yet\nit is only within the last decade that they have begun to significantly impact\nastronomical research. Thanks to the rapid developments in CMB instrumentation,\nmeasurement of the dominant thermal signature of the SZ effects has become a\nroutine tool to find and characterize large samples of galaxy clusters and to\nseek deeper understanding of several important astrophysical processes via\nhigh-resolution imaging studies of many targets. With the notable exception of\nthe Planck satellite and a few combinations of ground-based observatories, much\nof this "SZ revolution" has happened in the photometric mode, where\nobservations are made at one or two frequencies in the millimeter regime to\nmaximize the cluster detection significance and minimize the foregrounds.\nStill, there is much more to learn from detailed and systematic analyses of the\nSZ spectra across multiple wavelengths, specifically in the submillimeter (>300\nGHz) domain. The goal of this Science White Paper is to highlight this\nparticular aspect of SZ research, point out what new and potentially\ngroundbreaking insights can be obtained from these studies, and emphasize why\nthe coming decade can be a golden era for SZ spectral measurements.\n
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 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".