Bibliographic record
Abstract
. Eхamined 83 patients with gonarthrosis of the I-II stage in age from 35 to 67 years. Patients were divided into 2 groups on con-ducted therapy. In the main group consisted of 45 patients with gonarthrosis of the I-II stage, received at the background of the standard treatment course ultrasound and low-frequency impulse therapy, the comparison group made up of 38 patients, who had received only standard treatment. Assessment of the degree of infl ammation of the joints was carried out with the help of the scale VAS (Visual Analogue Scale), index WOM-AC (Western Ontario and McMaster University Osteoarthritis), ultrasonography, roentgenogra-phy and measurement of the circumference of the knee joints.Of main group patients in the complex with standard treatment was included ultrasound therapy from the apparatus «Sonomed-5» (BOSCH) on the area of the knee joint, with frequency of 1 MHz, with capacity of 0,1-0,2 W/cm2, in the pulse mode, for 5-6 minutes and low-frequency impulse therapy with frequency of 100 Hz, current strength of 1-2 mA, for 5-6 minutes. The course of treatment is 10-12 daily procedures.
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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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.665 | 0.292 |
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".