ANALYSIS OF RADIATION LOADS IN AN ISS CREW-QUARTER PROTECTED WITH A COMPOSITE MATERIAL
Bibliographic record
Abstract
The paper reports the results of calculating doses in the location of a cylindrical container of a protective composite (teflon of 1 cm in thickness and 4.05 g/cm3 density) in the left crew quarter of the ISS Service module (space experiment "Protective composite"). Calculations were compared with the data of passive PILLE-MKS detectors installed inside the container and on the nearby wall. Calculation was performed using ray tracing for the detectors' locations with consideration for the input of galactic cosmic rays and particles in Earth's radiation belts in the conditions modeling the space station compartment. The calculation was made for the ISS orbit in the period between February 21 and September 19, 2022 on the background of increasing solar activity. According to the PILLE-ISS measurements, the protective effect of the composite in terms of absorbed dose made up 1.39 ± 0.03, largely due to a reduced input of Earth's radiation belts which agrees with the calculations.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".