Bibliographic record
Abstract
The aim of the study is to evaluate the clinical and pathogenetic value of the changes of adsorptive-rheological properties of blood serum (ARPB) in patients with different clinical forms of gouty arthritis. Eighty nine patients and 30 practically healthy people of the controlled group (mainly males) undergone interfacial tensiometry of blood. There were used computer equipment MPT2-Lauda, ADSA-Toronto and PAT2-Sinterface. intermitting type of arthritis has been observed in 63 % of cases and chronic one in 37 %, mild clinical course of articular syndrome was found in 19 % of cases, moderately severe course was observed in 51 % and severe in 30 %. There have been determined surface viscosity (SV), elasticity (SE), tension (ST), viscoelastic module (VE), relaxation time (RT), angulation and tensigram phase angle (PhA), angle of real viscoelasticity (ARVE) and integral angle of viscoelasticity (IAVE). Gouty arthritis is accompanied by the significant increase in parameters of blood serum RT on 26 % and IAVE is twice increased whereas SE decreases on 8 %, VE 26 %, ST 4 % and ARVE 11 % that is observed in 45, 39, 36, 48, 44 and 38 % of patients respectively. Gouty arthritis is associated with sexual dimorphism, depends on the form (SE, PhA, IAVE) and the severity of the course (SV, RT, ST) of the articular syndrome, osseous tophi presence (SV, RT, PhA, IAVE) and sonographic signs of articulations lesion. ARPB changes reflect the character of gouty arthritis course, some indices take part in pathogenetic construction of the disease and might have prognostic significance.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".