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
介绍利用青海湖水面辐射校正场对FY-1C、FY2B气象卫星热红外通道进行在轨辐射定标.先用CE312野外热红外辐射计在水面测量水表辐亮度,再经大气订正传递到卫星入瞳处,大气订正包括大气吸收削弱和大气产生热发射影响,这两部分对卫星信号的贡献通过辐射传输模式MODTRAN37计算出来.同时进行CE312与卫星通道光谱响应匹配,最终得到卫星入瞳处的表现辐亮度.这个辐亮度与卫星通道的计数值得到该通道绝对定标系数.我们对两颗卫星进行了多次定标,结果表明利用青海湖进行的在轨定标与星上定标系数相差5%左右,相当于3K的亮温差.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it