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
目的系统评价新辅助化疗与初始肿瘤细胞减灭术在晚期卵巢癌患者中的疗效。方法计算机检索PubMed、 EMbase、Cochrane library、Web of Science、CBM、Google Scholar等数据库,检索时限均从建库至2015年7月,两名研究者依据纳入和排除标准独立筛选文献和提取数据,参照Cochrane系统评价手册5.1.0和NOS(Newcastle-Ottawa Scale)评分分别进行质量评价,并行Meta分析。结果最终纳入3篇高质量随机对照试验(RCT)和4篇前瞻性研究,共2476例患者。对RCT研究进行Meta分析结果显示:新辅助化疗与初始肿瘤细胞减灭术相比,总生存期延长(P<0.001),肿瘤细胞减灭术满意率增高(P<0.001),术后28 d内病死率降低(P=0.002),而无进展生存期(P=0.32),随访6个月(P=0.51)和12个月(P=0.89)的生存质量差异无统计学意义。对前瞻性研究行Meta分析结果显示:新辅助化疗与初始肿瘤细胞减灭术相比,无进展生存期缩短(P<0.001),肿瘤细胞减灭术满意率升高(P<0.001),而手术时间(P=0.84)和住院时间(P=0.23)差异无统计学意义。结论与初始肿瘤细胞减灭术相比,新辅助化疗可延长晚期卵巢癌患者的总生存期,提高肿瘤细胞减灭术满意率,减少术后病死率。此结论尚需更多多中心、高质量的随机对照试验证实。
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 | 0.006 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.022 | 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