Research and Study on Living Conditions of Empty Nest Elderly in Rural Areas of Gansu
Bibliographic record
Abstract
Through a questionnaire survey, house surveys, case interviews, etc., Gansu Province on the empty nest elderly in rural areas to survive conditions of systematic survey, in-depth analysis of the impact of rural endowment insurance system for internal and external factors and put forward countermeasures and suggestions related. Kew Words: Rural areas; Empty nest elderly; Living conditions; Investigate Résumé: Par le biais des enquêtes en questionnaire, au foyer et en interviews etc, on a effectué une investigation sur les personnes âgées qui vivent dans le nid vide dans la province de Gansu, notamment celles dans les zones rurales qui survivent à des conditions d'enquête systématiques. L’article fait une analyse approfondie sur l'impact du système d'assurances-vie temporaires, sur les facteurs internes et externes et met en avant les contre-mesures et des suggestions appropriés. Mots-clés: zones rurales; les personnes âgées qui vivent dans le nid vide; conditions de vie, investigations 摘 è¦ï¼šç‚ºå…¨é¢ç³»çµ±çžè§£ç”˜è‚…çœè¾²æ‘空巢è€å¹´äººç”Ÿå˜çš„基本狀æ³ï¼ŒæŽ¨é€²ç”˜è‚…çœè€é½¡äº‹æ¥çš„å¥åº·ç™¼å±•ï¼Œé€²ä¸€æ¥å®Œå–„ è¾²æ‘è€å¹´äººçš„養è€ä¿éšœé«”系，課題組通éŽå•å·èª¿æŸ¥ã€å…¥æˆ¶èª¿æŸ¥ã€å€‹æ¡ˆè¨ªè«‡ç‰æ–¹å¼ï¼Œå°ç”˜è‚…çœè¾²æ‘空巢è€å¹´äººç”Ÿå˜ ç‹€æ³é€²è¡Œäº†çš„系統調查,深入分æžå½±éŸ¿è¾²æ‘養è€ä¿éšªåˆ¶åº¦çš„å…§å¤–å› ç´ ï¼Œä¸¦æ出相關å°ç–建è°ã€‚ é—œéµå—：農æ‘；空巢è€å¹´äººï¼›ç”Ÿå˜ç‹€æ³ï¼›èª¿æŸ¥
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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 | 0.000 |
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 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".