Comparison of cold immersion tests with water at 12c and 10 ° c for 5 minutes in diagnosing vibration-induced white finger
Bibliographic record
Abstract
The diagnostic performances of two different cold provocation tests were compared with water immersion at 12°C and 10°C for 5 mm in distinguishing vibration-induced white finger (VWF). The cold water immersion tests were conducted on 26 male patients diagnosed with VWF, and 27 healthy male controls who did not regularly use hand-held vibrating power tools, using the protocol of ISO 14835-1:2005. The baseline and during immersion values of finger skin temperature (FST) did not differ signficantly between the patient and control groups under any immersion condition. During recovery at 95% specificity, the sensitivity ranged from 15% to 45% and 15% to 35% for the 12°C and 10°C immersion conditions, respectively. The paired AUCs for the two different immersion conditions did not differ significantly at any time before, during, or after immersion.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| 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 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".