Optymalizacja funkcji układu krążenia w okresie okołooperacyjnym u chorych poddawanych operacjom niekardiochirurgicznym — stanowisko Sekcji Kardiotorakoanestezjologii Polskiego Towarzystwa Anestezjologii i Intensywnej Terapii. Część 1
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
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Kucewicz-Czech E, Krzych ŁJ, Ligowski M. Perioperative haemodynamic optimisation in patients undergoing non-cardiac surgery — a position statement from the Cardiac and Thoracic Anaesthesia Section of the Polish Society of Anaesthesiology and Intensive Therapy. Part 1. Anaesthesiology Intensive Therapy. 2017;49(1). APA Kucewicz-Czech, E., Krzych, Ł. J., & Ligowski, M. (2017). Perioperative haemodynamic optimisation in patients undergoing non-cardiac surgery — a position statement from the Cardiac and Thoracic Anaesthesia Section of the Polish Society of Anaesthesiology and Intensive Therapy. Part 1. Anaesthesiology Intensive Therapy, 49(1). Chicago Kucewicz-Czech, Ewa, Łukasz J Krzych, and Marcin Ligowski. 2017. "Perioperative haemodynamic optimisation in patients undergoing non-cardiac surgery — a position statement from the Cardiac and Thoracic Anaesthesia Section of the Polish Society of Anaesthesiology and Intensive Therapy. Part 1". Anaesthesiology Intensive Therapy 49 (1). Harvard Kucewicz-Czech, E., Krzych, Ł., and Ligowski, M. (2017). Perioperative haemodynamic optimisation in patients undergoing non-cardiac surgery — a position statement from the Cardiac and Thoracic Anaesthesia Section of the Polish Society of Anaesthesiology and Intensive Therapy. Part 1. Anaesthesiology Intensive Therapy, 49(1). MLA Kucewicz-Czech, Ewa et al. "Perioperative haemodynamic optimisation in patients undergoing non-cardiac surgery — a position statement from the Cardiac and Thoracic Anaesthesia Section of the Polish Society of Anaesthesiology and Intensive Therapy. Part 1." Anaesthesiology Intensive Therapy, vol. 49, no. 1, 2017. Vancouver Kucewicz-Czech E, Krzych Ł, Ligowski M. Perioperative haemodynamic optimisation in patients undergoing non-cardiac surgery — a position statement from the Cardiac and Thoracic Anaesthesia Section of the Polish Society of Anaesthesiology and Intensive Therapy. Part 1. Anaesthesiology Intensive Therapy. 2017;49(1).
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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.004 | 0.003 |
| Meta-epidemiology (broad) | 0.010 | 0.005 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.003 |
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