Information visualization to analyze large scale scientific data
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
本稿では,多変量時系列シミュレーションデータに対する解析のための情報可視化ツールを提案する.時系列データに対して我々は時空間データマップという,8分木を用いた空間軸と時間軸からなる2次元の可視化空間に物理値の分布をマッピングする手法を提案した.この手法と,多変量データの可視化手法であるパラレルコーディネイトを組み合わせることで,時系列・多変量データの可視化ツールを構築する.このツールを用いることで,まずは観察すべき物理データをパラレルコーディネイトから選択し,次に選択した物理値の空間・時間的な分布を時空間データマップによって観察する.本ツールを原子力プラントの振動解析結果に適用した結果を併せて紹介する.
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.
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.013 |
| Open science | 0.012 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.005 |
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