[Research on screening specific biomarkers for pathological diagnosis and differential diagnosis of amniotic fluid embolism and amniotic fluid aspiration].
Bibliographic record
Abstract
羊水吸入和羊水栓塞的诊断和鉴别诊断主要依赖HE染色形态学的判断,同时结合临床经过及全身其他脏器改变作出诊断.这种方法在一定程度上依赖于病理医师的形态观察,具有一定的主观性.羊水吸入和羊水栓塞发病迅猛,患者常在发病数小时内死亡[1].再者,由于各种原因,病理检查不能及时进行,导致组织自溶/使典型材料缺乏,或血管内皮和(或)肺泡上皮脱落干扰使形态学特征不典型,或由于栓塞于脏器小血管内的羊水成分数量较少,极易出现漏诊或误诊,临床常因缺少可供客观判断的标志物而导致医疗纠纷.我们利用近年发展起来的兔单抗标记技术,结合常规鼠单抗标记方法,旨在研究和筛选出特异性羊水角化细胞标志,为羊水吸入和羊水栓塞的病理诊断提供客观检测依据。
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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 | 0.008 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".