Diagnostic and preventive measures undertakenby midwives regarding mental health among womenand men in the perinatal period – analysis of the resultsof a multicentre cross-sectional study
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
AMA Wszołek K, Zawiejska A, Nowosadko M, Marciniak-Stępak P, Jónsdóttir S, Nowicki M. Diagnostic and preventive measures undertaken by midwives regarding mental health among women and men in the perinatal period – analysis of the results of a multicentre cross-sectional study. Nursing Problems / Problemy Pielęgniarstwa. 2023;31(2):85-89. doi:10.5114/ppiel.2023.130710. APA Wszołek, K., Zawiejska, A., Nowosadko, M., Marciniak-Stępak, P., Jónsdóttir, S., & Nowicki, M. (2023). Diagnostic and preventive measures undertaken by midwives regarding mental health among women and men in the perinatal period – analysis of the results of a multicentre cross-sectional study. Nursing Problems / Problemy Pielęgniarstwa, 31(2), 85-89. https://doi.org/10.5114/ppiel.2023.130710 Chicago Wszołek, Katarzyna, Agnieszka Zawiejska, Maria Nowosadko, Patrycja Marciniak-Stępak, Sigríður Sía Jónsdóttir, and Michał Nowicki. 2023. "Diagnostic and preventive measures undertaken by midwives regarding mental health among women and men in the perinatal period – analysis of the results of a multicentre cross-sectional study". Nursing Problems / Problemy Pielęgniarstwa 31 (2): 85-89. doi:10.5114/ppiel.2023.130710. Harvard Wszołek, K., Zawiejska, A., Nowosadko, M., Marciniak-Stępak, P., Jónsdóttir, S., and Nowicki, M. (2023). Diagnostic and preventive measures undertaken by midwives regarding mental health among women and men in the perinatal period – analysis of the results of a multicentre cross-sectional study. Nursing Problems / Problemy Pielęgniarstwa, 31(2), pp.85-89. https://doi.org/10.5114/ppiel.2023.130710 MLA Wszołek, Katarzyna et al. "Diagnostic and preventive measures undertaken by midwives regarding mental health among women and men in the perinatal period – analysis of the results of a multicentre cross-sectional study." Nursing Problems / Problemy Pielęgniarstwa, vol. 31, no. 2, 2023, pp. 85-89. doi:10.5114/ppiel.2023.130710. Vancouver Wszołek K, Zawiejska A, Nowosadko M, Marciniak-Stępak P, Jónsdóttir S, Nowicki M. Diagnostic and preventive measures undertaken by midwives regarding mental health among women and men in the perinatal period – analysis of the results of a multicentre cross-sectional study. Nursing Problems / Problemy Pielęgniarstwa. 2023;31(2):85-89. doi:10.5114/ppiel.2023.130710.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| 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