Exploring transactions between thriving toddler girls and their fathers and grandfathers
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
Fathers’ interactions with their young children are understudied. Variations between families in the masculine nurturance of toddlers can be expected, depending on personal characteristics, gender, family structures, and cultural contexts in which they are situated. This is a qualitative study, focusing on probing the nature of the exchanges between female toddlers and their male caregivers, to gain an understanding of the dynamic nature of these interchanges. We observed four thriving 30-month-old girls in Italy, the UK, Peru, and Thailand, wherein filmed transactions between them and their fathers and grandfathers during one Day in their Lives were observed, documented, and analysed. The case studies of these young girls demonstrated considerable agency in their interactions with their caregivers, which were, in part, responsible for a wide range of promotive nurturance styles in the adults.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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