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
目的系统评价老年糖尿病患者衰弱的发生率,为制订适宜的护理干预措施提供依据。方法计算机检索PubMed、Embase、Web of Science、中国生物医学文献数据库、中国知网、维普和万方数据库,检索时限为建库至2020年8月,收集老年糖尿病患者衰弱发生率的观察性研究。由2名研究员根据纳入和排除标准独立筛选文献、提取资料,依据乔安娜布里格斯研究所(Joanna Briggs Institute,JBI)文献质量评价工具和纽尔卡斯-渥太华量表(Newcastle-Ottawa Quality Scale,NOS)对纳入文献进行质量评价,应用Stata 15.0软件进行系统评价,采用固定效应或随机效应模型进行数据合并,Egger秩相关检验和漏斗图判断发表偏倚。结果最终纳入27篇文献,共8 127例患者。系统评价结果显示,老年糖尿病患者衰弱的总体发生率为30%[95%CI(0.24～0.37)],衰弱前期的总体发生率为44%[95%CI(0.38～0.51)]。亚组分析结果显示,女性老年糖尿病患者衰弱的发生率(31%)高于男性(24%);医院发生率(31%)高于社区(30%);采用综合性衰弱筛查工具评估衰弱时,其发生率(43%)高于躯体性衰弱筛查工具(27%);北美洲地区发生率(41%)高于亚洲地区(28%)和欧洲地区(27%)。结论老年糖尿病患者衰弱的发生率较高,衰弱前期的发生率更高。护理人员不仅要重视对该人群进行衰弱的早期筛查,更要加强对衰弱前期的识别,制订合理的干预措施以改善老年糖尿病患者预后并提高其生活质量。
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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| 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