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
目的比较Metis-200（深圳爱康）自动血型分析仪与Xantus双机械臂加样器联合Poseidon数字血型仪检测ABO及Rh D血型的效果。方法同时采用两种自动血型仪对本站无偿献血样本24 866份进行平行血型检测、脂血干扰试验、溶血干扰试验和对比分析。结果两种血型分析仪对ABO血型判读准确率均为100%。通过确认,Metis-200和Xantus双机械臂加样器联合Poseidon数字血型仪检出ABO亚型分别为7例、5例（P〉0.05）;检出不规则抗体分别为16例、9例（P〉0.05）。76份不同脂血程度血样在两种仪器上抗干扰试验一次判读正确率均为100%。溶血干扰试验在Hb≤27 g/L时,对UV型微板法结果判读无明显影响,当Hb〉27 g/L时对凝集端有影响,对非凝集端无影响;而当Hb≤20 g/L时,对梯形微板法试验结果无明显影响;在Hb〉20 g/L时对梯形微板法凝集端无影响,对非凝集端有影响。结论 Metis-200自动血型分析仪较Xantus双机械臂加样器联合Poseidon数字血型仪检测ABO及Rh D血型判读更加准确,速度更快,效率更高,极大地提高了血型批量检测的能力。
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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