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
Abstract The term “empty nest” is commonly used to refer to the situation where children have grown up and left the parental home. This situation may involve a reorganization of parental roles and is commonly assumed to create a related condition known as the empty nest syndrome, which is purported to affect mothers more than fathers. Historically, the empty nest phase of the family life cycle was relatively rare or of short duration. With increased longevity and lower fertility rates, parents began to expect an extended postparental and postretirement period. In contemporary times, the transition to the empty nest is less linear or permanent since many young adult children return home. This countertrend of refilled nests is largely attributed to economic and other sociodemographic shifts which have delayed the independence of young adults in addition to other family transitions over the life course. Cross‐cultural and other studies also highlight diversity in empty nest experiences by psychological and relational factors, ethnic background, social class, gender, and regional locale.
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) | 0.000 | 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