Bibliographic record
Abstract
This article aims to introduce the progress, mechanism, advantage, disadvantage and application of cryoablation technique, as well as the most advanced instruments in the world nowadays, which have been clinically used for the treatment of cancer, and their operating principles and functions.The following are some of the state-of-the-art cryoablation instruments:the ArcticFront balloon catheter for the ablation of pulmonary vein(CryoCath Technologies Inc., Canada), the V-probe(Endocare Inc., U.S.A.), which can generate iceball of five different diameters by adjusting the slip-twisting position, the 1.47 mm diameter probe(Galil-medical Inc., Israel), the Cryo-s(Metrum-cryoflex Inc., Denmark), and cryosurgery-hyperthermia equipment andnano frozentechnique(Liu Jing's Study Group).The prospect of cryoablation technique is also discussed in this paper.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.007 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.004 |
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 source (direct Gemma or distilled Codex), 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".