Planck 2015 results XII. Full focal plane simulations
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We present the 8th full focal plane simulation set (FFP8), deployed in \nsupport of the Planck 2015 results. FFP8 consists of 10 fiducial mission \nrealizations reduced to 18 144 maps, together with the most massive \nsuite of Monte Carlo realizations of instrument noise and CMB ever \ngenerated, comprising 104 mission realizations reduced to about 106 \nmaps. The resulting maps incorporate the dominant instrumental, \nscanning, and data analysis effects, and the remaining subdominant \neffects will be included in future updates. Generated at a cost of some \n25 million CPU-hours spread across multiple high-performance-computing \n(HPC) platforms, FFP8 is used to validate and verify analysis algorithms \nand their implementations, and to remove biases from and quantify \nuncertainties in the results of analyses of the real data.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it