Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021)
Bibliographic record
Abstract
AMA Respondek-Liberska M, Murlewska J, Wielgoś M, et al. Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021). Prenatal Cardiology. 2023;(1). doi:10.5114/pcard.2023.138621. APA Respondek-Liberska, M., Murlewska, J., Wielgoś, M., Wiecheć, M., Czajkowski, K., & Preis, K. et al. (2023). Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021). Prenatal Cardiology, (1). https://doi.org/10.5114/pcard.2023.138621 Chicago Respondek-Liberska, Maria, Julia Murlewska, Mirosław Wielgoś, Marcin Wiecheć, Krzysztof Czajkowski, Krzysztof Preis, and Małgorzata Świątkowska-Freund et al. 2023. "Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021)". Prenatal Cardiology (1). doi:10.5114/pcard.2023.138621. Harvard Respondek-Liberska, M., Murlewska, J., Wielgoś, M., Wiecheć, M., Czajkowski, K., Preis, K., Świątkowska-Freund, M., Mazela, J., Oszukowski, P., Krekora, M., Grzesiak, M., Maroszyńska, I., Moszura, T., Januszewska, K., Malec, E., Strzelecka, I., and Słodki, M. (2023). Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021). Prenatal Cardiology, (1). https://doi.org/10.5114/pcard.2023.138621 MLA Respondek-Liberska, Maria et al. "Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021)." Prenatal Cardiology, no. 1, 2023. doi:10.5114/pcard.2023.138621. Vancouver Respondek-Liberska M, Murlewska J, Wielgoś M, Wiecheć M, Czajkowski K, Preis K et al. Recommendation of the Polish Prenatal Cardiology Society on the Regulation of the Polish Ministry of Health concerning competencies in fetal echocardiography (code 013) and fetal cardiology (code 021). Prenatal Cardiology. 2023;(1). doi:10.5114/pcard.2023.138621.
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.
How this classification was reachedexpand
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".