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
This study aims to determine the hospital practices implemented before, during, and after birth in Turkey, and to identify the support to families during this process. Purposive sampling was used in the study to identify the hospitals to be surveyed. Ankara, İstanbul, and İzmir, the provinces with the highest number of hospitals in Turkey, were selected for the collection of data. There were 178 eligible private hospitals in these provinces. The questionnaire form of the Canadian Hospitals Maternity Policies and Practices Survey was used to collect data and the necessary permissions were obtained. There are many restrictions and variations in maternity-related hospital practices in Turkey. 71.4% of the responding private hospitals identified themselves as baby-friendly. 57.1% had a policy facilitating families being together immediately after birth, 39.5% encouraged the presence of the father in the delivery room. 44.9% did not have any policy for assessing women who were going home to potentially violent situations. Eighty-five percent reported that they did not have a written policy or guidelines about procedures regarding labor, birth, or postpartum periods. This study recommended that private hospitals should review their maternal practices and routines in an evidence-based way that helps parents, culturally sensitive standards for mothers should be developed and supervised by related health authorities, and structures should be created to effectively deal with patients’ complaints.
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 | 0.002 | 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) | 0.001 | 0.001 |
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