Establishing the relationship between infrared images and heart rate as a potential indicator of metabolic activity in the dromedary camel (Camelus Dromedarius)
Bibliographic record
Abstract
The goal of the present research is to provide a simpler method of measuring metabolic activity in the dromedary camel and to determine the major route of heat dissipation within this species. Eight dromedary camels were equipped with heart rate monitors on moderately active and low activity days. Thermal images, heart rate readings, ambient air temperature, humidity, wind speed and the presence of direct solar radiation were recorded. The results of a random regression demonstrated that, of the areas observed via thermal image, the surface temperature of the inner thigh was the most closely associated with heart rate. The inner thigh and lower abdomen were also noted as being the largest continuous areas of heat loss based on infrared images, while the axillary region demonstrated the greatest increase in heat dissipation as activity and ambient air temperature increased. These results exhibit positive evidence for further research into the use of infrared images as predictors of metabolic activity in the dromedary camel.
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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 | 0.009 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".