Follow-up study of vascular and sensory functions in vibration-exposed shipyard workers
Bibliographic record
Abstract
Vibration induced vascular and sensory dysfunctions in shipyard workers who operated vibratory tools was investigated. A cohort of 63 vibration-exposed shipyard workers was investigated by means of a medical interview, physical examination, and laboratory methods for assessing peripheral vascular and sensory functions. Vibrotactile perception thresholds (VPT) were measured at the fingertips of digit II and digit V of both hands using the up-and-down method of limits according to the recommendations of international standard ISO 1309 1-1 (2001). At the initial survey, the mean (SD) age of the 50 surveyed workers was 37.5 (10.5) yr, BMI averaged 26.6 (3.8) kg.m -2 . After adjustment for several confounders, data analysis with a random-effects transition model showed that the changes over time in control finger and thermal perception thresholds are significantly related to either A(8) or the follow-up time.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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 teacher head, 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".