Fleet Management of the Travel Boat “Sopek Type” in Semarang
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
The prevalence of maternal postnatal depression (PND) varies from 0% to 60% globally. This wide variety brings up the issue of whether PND is a universal medical condition or whether it is an idea impacted by cultural and social translations, and the labelling of signs and symptoms. The objective of this review was to understand women’s experience of PND in different countries. Studies reporting women’s experiences of PND were searched through databases of CINAHL, PubMed, MEDLINE, Psy INFO and ASSIA databases using specific key words. Articles published between 2006 and 2016 were filtered for inclusion criteria. A total of 27 studies on maternal experience of PND conducted in ten different countries including America, Canada, South Africa, United Kingdom, Norway, Australia, New Zealand, Bangladesh, China, and Taiwan were reviewed. Findings indicated that while women recognized the emotional changes in themselves after their childbirth, they were unable to perceive these as burdensome symptoms, resulting in delayed diagnosis of PND. The issues of cultures and traditions were perceived by Asian women as one of the contributing factors to PND.HCPs were regarded by the women as having a lack of knowledge in supporting mental wellbeing among postnatal women. Therefore, it is crucial to educate both HCPs and communities to notice and react to women’s depressed feelings. The management of maternal PND should acknowledge the social and cultural element as many women associated this with the development of PND.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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