The journal / Research & perspectives
Research findings, independent perspectives and lessons from the work of turning science into impact.
Explore 434 articles ↓
Animal science
Camel racing is a demanding sport that requires strength, speed, and endurance. To perform at their best, racing camels need proper nutrition that supports their physical health and energy levels.Protein is an important …
Animal science
Trainers often rely on subjective assessments when comparing camels. One session may look fast, another slow, but external factors — track surface, wind, temperature — distort perception. Personal bias, fatigue, and limi…
Animal science
Potential champions often hide behind average performance when young. They show no dramatic difference in speed, but they show exceptional consistency. Their recovery is faster, their biomechanics more stable, and their …
Animal science
Traditional training has a built-in delay. Trainers observe the camel, reflect after training, and adjust the next session. But many errors happen during the session — when a camel starts showing signs of fatigue, shifts…
Animal science
I’ve rejected more AI systems for lack of explainability than for lack of accuracy.In welfare applications, trust is not optional. Some XAI methods looked impressive but explained nothing useful. Others actually helped e…
Animal science
Camels play an important role in many regions of the world, supporting transportation, food production, and cultural traditions. Improving breeding practices is essential to maintain healthy populations and protect valua…
Animal science
One of the biggest structural problems in traditional camel training is workload imbalance. Training groups often run together, but not all camels have the same fitness level, recovery capacity, or biomechanical profile.…
Animal science
AI loves shortcuts. If you let it, it will learn backgrounds instead of bodies.Segmentation forced the model to focus on camel morphology, not farm scenery. This wasn’t just technical—it was ethical.If we cannot explain …
Animal science
Gait analysis is one of the most complex aspects of camel racing. Even expert trainers with decades of experience often struggle to identify micro-lameness or biomechanical imbalances early. A camel may appear fast and h…
Animal science
Behavior without identity is noise.Once we introduced re-identification, everything changed. We could follow a single camel across days and weeks, not just moments.From my experience in complex systems, identity tracking…
Animal science
FRC’s award-nominated study uses Camel Stress Detection AI (YOLOv8-based computer vision) to automatically analyze video and classify behavioral stress indicators in dromedary camels, advancing animal welfare technology.…
Animal science
In traditional camel training, fatigue is one of the most underestimated dangers. Trainers often detect fatigue only when the camel visibly slows down, starts drifting away from its line, or shows obvious signs like labo…
Animal science
One of the most persistent mistakes I see in animal systems is reliance on averages.During this project, one camel consistently showed higher stress duration than the others under identical conditions. An average-based s…
Animal science
Limited Ability to Measure Real Performance During TrainingIn traditional camel training, most performance assessment is based on what the eye can catch. Trainers estimate speed, guess acceleration, and rely on their mem…
Animal science
كف الكلب، عين بعارينCOMMON NAME:dogs paw, camels eye.ARABIC:كف الكلب، عين بعارينBOTANICAL NAME:Gymnarrhena micrantha Desf.FAMILY:ASTERACEAEKIND:NativeEMIRATE:Abu-DhabiGROWTH FORMS:HerbsHABITATS:Slope (Rocky)TYPES:AnnualR…
Animal science
There is a myth in AI that “more data solves everything.” From experience, that is simply wrong.We annotated tens of thousands of camel images. What became obvious very quickly is that bad data scales failure faster than…
Animal science
A single image can lie.I’ve seen camels sit calmly in one frame and show severe stress when behavior is analyzed over days. Welfare is not a snapshot—it’s a trajectory.Time-series analysis changed how we interpreted beha…
Animal science
Camel racing has always relied on deep experience, intuition, and close observation. Trainers spend hours watching their camels, trying to understand subtle differences in gait, stamina, and behaviour. But as herds grow …
