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
Contents: K.W. Schaie, Preface. Part I:Informal Systems of Care. S.H. Zarit, Introduction to Part I. E. Yu, W.T. Liu, Z-Y. Wang, P.S. Levy, R. Katzman, M-Y. Zhang, G-Y. Qu, F-F. Chen, Caregivers of the Cognitively Impaired and the Disabled in Shanghai, China. L.C. Yu, Intergenerational Transfer of Resources Within Policy and Cultural Contexts. L.M. Burton, S. Sorensen, Temporal Context and the Caregiver Role: Perspectives from Ethnographic Studies of Multigeneration African-American Families. R. Morycz, Caregiving Families and Cross-Cultural Perspectives. W.R. Avison, R.J. Turner, S. Noh, K.N. Speechley, The Impact of Caregiving: Comparisons of Different Family Contexts and Experiences. A.M. Matthews, Issues in the Examination of the Caregiving Relationship. R. Schulz, G.M. Williamson, R. Morycz, D.E. Beigel, Changes in Depression Among Men and Women Caring for an Alzheimer's Patient. M.A. Smyer, Caregiving Research: Juggling While Walking. L.I. Pearlin, S.H. Zarit, Research into Informal Caregiving: Current Perspectives and Future Directions. Part II:Formal Systems of Care. S.H. Zarit, Introduction to Part II. C. Harrington, Social Health Maintenance Organizations: An Innovative Financing and Service Delivery Model. D. Brannon, Are SHMOs Remedies to Bureaucracy? G. Niederehe, Public Policy Issues Related to the SHMO Demonstrations and Alzheimer's Disease. L. Levesque, Quebec Home-Care Services: A Program at the Local Community Level. C.J. Whitlatch, The Direction of Home-Based Community Care in Quebec: The Effects on Caregiving Families. J.T. Mullan, Barriers to the Use of Formal Services Among Alzheimer's Caregivers. M.A.P. Stephens, Understanding Barriers to Caregivers' Use of Formal Services: The Caregiver's Perspective. R.A. Kane, J.D. Penrod, Family Caregiving Policies: Insights from an Intensive Longitudinal Study. A.L. Townsend, Methodological Issues Confronting Research on Service Use Among Caregiving Families. S.H. Zarit, L.I. Pearlin, Family Caregiving: Integrating Informal and Formal Systems for Care.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.008 |
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