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
First mothering over 35 years is an increasing phenomenon in developed countries, and this "greying" of maternity raises some interesting questions and dilemmas for clinical care. In a qualitative study conducted in Melbourne, Australia, the motherhood experiences of 22 primiparous women were explored. Participant age ranged from 35 to 48 years. Women were interviewed over three junctures: at 35-38 weeks gestation, 10-14 days postpartum, and 8 months postpartum. Becoming a mother was found to occur in a temporally ordered sequence, with clear markers at 1-4 weeks, 1-4 months, 4-6 months, and 6-8 months. Themes that emerged from the analysis included the project "doing it properly," vulnerability, "finding my own way," and "being older." The continuing and increasing trend of primiparity older than 35 years makes this account of interest globally. Findings from this study offer an alternative explanation of early mothering over 35 years and offers direction to health professionals for easing early motherhood experiences for this growing group of childbearing women.
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