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Designing Translational Research Computer Vision That Conforms to Gold-Standard Science and Open Access Mandates ✍️ By A...
01/20/2026

Designing Translational Research Computer Vision That Conforms to Gold-Standard Science and Open Access Mandates
✍️ By Amy Avakian, MD

Computer vision is becoming a cornerstone of both preclinical and clinical research, but its translational value depends on how rigorously these systems are designed.

In this blog, we explore a translational framework for computer vision pipelines that can operate across species while meeting gold-standard scientific requirements for reliability, reproducibility, and validity.

The article also addresses how CV systems can align with open access mandates, including FAIR data principles and funder expectations for open code and data sharing.

By prioritizing standardization, transparency, and interoperability, this piece outlines how computer vision can move beyond isolated applications and become a true bench-to-bedside research tool, benefiting both preclinical and clinical communities.

👉 Check out the full post at https://conductscience.com/designing-ethical-and-safe-computer-vision-software-for-human-research/

🧬 New on the ConductScience Blog: Learning in Drosophila: The Heat Maze ParadigmHow do fruit flies learn, remember, and ...
01/18/2026

🧬 New on the ConductScience Blog: Learning in Drosophila: The Heat Maze Paradigm

How do fruit flies learn, remember, and navigate their environment? Despite their small size, Drosophila melanogaster offers powerful insights into the neural and genetic foundations of learning and memory.

In this blog, we explore the Heat Maze paradigm, a behavioral assay that uses controlled thermal aversion and visual cues to study spatial learning in flies. The article breaks down how the task works, what it measures, and why it’s a valuable tool for investigating cognition, neural circuitry, and experimental reproducibility in insect neuroscience.

A clear and accessible overview for researchers interested in behavioral paradigms, learning mechanisms, and model organism research.

👉 Read the full blog at https://conductscience.com/learning-in-drosophila-the-heat-maze-paradigm/?srsltid=AfmBOoqK5z_rn-R--VYG3DvF8ra2M5u3a5zb1BJ_oIxk9Ynm9OQiD-Uc

New on the ConductScience Blog!Designing Ethical and Safe Computer Vision Software for Human Research✍️ by Amy Avakian, ...
01/12/2026

New on the ConductScience Blog!

Designing Ethical and Safe Computer Vision Software for Human Research
✍️ by Amy Avakian, MD

Computer vision is rapidly reshaping how researchers study human behavior, health, and performance, but with that progress comes responsibility.

In this new blog, Amy explores how ethical and safety principles can be embedded directly into computer vision software used in human research. The piece goes beyond compliance to examine privacy-by-design, fairness and bias considerations, data security, and participant protection as core elements of responsible system design.

The article also highlights practical strategies for building computer vision tools that respect human dignity while still enabling rigorous, scalable research, especially when working with sensitive visual and biometric data.

👉 Read the full post at https://lnkd.in/dx_rSbd2

Quantitative gait analysis is critical for studying neurological disorders such as Parkinson’s disease, Huntington’s dis...
01/08/2026

Quantitative gait analysis is critical for studying neurological disorders such as Parkinson’s disease, Huntington’s disease, and spinal cord injury. Yet despite rich rodent gait datasets, many findings fail to translate to humans.

In our new blog, we discuss:
▪️Why raw gait metrics (stride length, cadence, speed) don’t scale across species
▪️ How body size, not neural control, drives misleading rodent–human comparisons
▪️The role of dynamic similarity in conserved locomotion principles
▪️Why dimensionless gait metrics (Froude number, CV, symmetry indices, cost of transport) enable meaningful cross-species analysis
▪️Where current gait analysis systems fall short, and what translational platforms need to provide

Raw gait data won’t match across species. Normalized gait data can.

Read the full blog: https://lnkd.in/dBzW-qJY

Ever wondered what rodents’ grooming habits can reveal about their brains? Self-grooming, a fundamental behavior in rode...
12/26/2024

Ever wondered what rodents’ grooming habits can reveal about their brains? Self-grooming, a fundamental behavior in rodents, goes far beyond hygiene. It serves as a sensitive marker for stress, neuropsychiatric disorders, and motor coordination, offering researchers a window into the neural circuits that regulate repetitive behaviors.

Rodents follow a highly structured grooming sequence—from face to body, limbs, and tail—known as an “action chain.” This pattern, controlled by corticostriatal circuits, reflects intricate motor planning and coordination. But when grooming becomes fragmented or excessively repetitive, it may signal disruptions in these neural pathways. Such changes are often linked to stress, altered dopamine and serotonin levels, or even genetic mutations like those seen in OCD models.

In fact, excessive grooming in rodents is a well-established model for studying OCD. Disruptions in corticostriatal balance can lead to compulsive behaviors, mimicking human conditions. Rodents with mutations like Sapap3 show heightened grooming that can escalate into self-inflicted injuries, providing critical insights into potential treatments like deep brain stimulation or targeted therapies.

Stress also plays a pivotal role in grooming behaviors. Acute stress increases grooming frequency and duration, while chronic stress often results in fragmented or excessive grooming. By analyzing these patterns, researchers can explore stress physiology and assess therapeutic interventions.

Delve deeper into the science of self-grooming and its implications for stress and compulsive disorders at our newest article: https://conductscience.com/self-grooming-in-rodents-behavioral-patterns-and-stress-indicators/

Discover ConductVision’s advanced self-grooming analysis capabilities: https://conductscience.com/conductvision/

Total Time Active in a fear conditioning experiment refers to the cumulative period an animal remains active, excluding ...
12/11/2024

Total Time Active in a fear conditioning experiment refers to the cumulative period an animal remains active, excluding minimal movements like grooming or twitching. In these experiments, freezing behavior is a key sign of fear, while active time suggests lower levels of anxiety and more exploratory behavior.

ConductVision accurately tracks activity using high-precision video and algorithms. It detects movements based on predefined thresholds, such as speed and distance traveled. Freezing detection algorithms also allow precise measurement of fear responses. By capturing and summing periods of activity, researchers can better understand how animals respond to fear stimuli, offering insights into behavioral patterns and the effects of treatments.

This capability, along with customization options like sensitivity calibration, ensures that data is tailored for each experiment, providing meaningful insights into animal behavior and emotional states in response to fear conditioning.

Learn more at https://conductscience.com/total-time-active/

Latency to Freeze measures how quickly an animal freezes in response to a conditioned stimulus (CS), such as a tone or l...
12/10/2024

Latency to Freeze measures how quickly an animal freezes in response to a conditioned stimulus (CS), such as a tone or light. This key metric reveals how effectively the animal has learned to associate the CS with an aversive event. A shorter latency indicates a stronger fear response, while a longer latency suggests the animal is still processing the stimulus or has lower anxiety. ConductVision's precise tracking helps researchers assess fear learning, anxiety disorders, and the impact of treatments, offering insights into fear responses and therapeutic interventions.

Discover more at https://conductscience.com/latency-to-freeze/

Time Spent in the Conditioned Stimulus (CS) Zone is an important metric in fear conditioning research, revealing how ani...
12/09/2024

Time Spent in the Conditioned Stimulus (CS) Zone is an important metric in fear conditioning research, revealing how animals respond to fear cues like lights or sounds linked to aversive experiences. Longer time in the CS zone may indicate curiosity or lower fear, while shorter durations suggest heightened anxiety. ConductVision’s precise tracking helps researchers measure this behavior, offering insights into fear levels, learning, and anxiety.

Learn more at https://conductscience.com/time-spent-in-the-conditioned-stimulus-cs-zone/

Shock-Induced Movement is a key metric in fear conditioning, tracking an animal's immediate, reflexive response to avers...
12/08/2024

Shock-Induced Movement is a key metric in fear conditioning, tracking an animal's immediate, reflexive response to aversive stimuli like loud noises. Unlike freezing, which signals fear-induced immobility, it measures intense, rapid movements right after a shock. ConductVision software monitors, detects, and analyzes these movements, helping researchers assess reflexive vs. learned fear responses and anxiety levels. Combined with metrics like Freezing Duration, it provides a comprehensive understanding of animal reactions to stress.

Learn more at https://conductscience.com/shock-induced-movement/

Freezing Duration is a critical behavioral metric in fear conditioning research, offering deep insights into how animals...
12/07/2024

Freezing Duration is a critical behavioral metric in fear conditioning research, offering deep insights into how animals react to perceived threats. This behavior, which signifies fear-induced immobility, plays a key role in understanding emotional processing, neural pathways, and potential treatments for anxiety disorders.

Explore more on how Freezing Duration impacts fear studies:
https://conductscience.com/freezing-duration/

We are excited to announce the publication of the abstracts submitted to the Consortium for Health Innovation Partnershi...
10/08/2024

We are excited to announce the publication of the abstracts submitted to the Consortium for Health Innovation Partnerships Conference!

These abstracts represent the latest cutting-edge research and innovative solutions across the health innovation landscape.

Each abstract highlights unique approaches and insights into critical areas of health care, technology integration, and interdisciplinary partnerships aimed at improving global health outcomes.

Don’t forget to check them out in full online at https://research.conductscience.com/articles

ConductScience Academic Publishing invites submissions to ConductScience in Health Management, a peer-reviewed journal d...
09/17/2024

ConductScience Academic Publishing invites submissions to ConductScience in Health Management, a peer-reviewed journal dedicated to advancing health management through innovative research. In partnership with the School of Healthcare Leadership - MGH Institute of Health Professions (MGH IHP), this journal serves as a platform for evidence-based strategies that address global healthcare challenges.

Our mission is to bridge the gap between research and practice, enhancing healthcare quality, efficiency, and accessibility. We welcome manuscripts that explore the role of telehealth, digital health innovations, health informatics, and more.

Topics of Interest:

Health systems and policy
Telehealth and digital health
Public health and epidemiology
Health informatics and data analytics
Health economics and outcomes research
Patient-centered care and engagement

Submit your research to ConductScience in Health Management and contribute to shaping the future of healthcare!

Interested in launching your own journal? Reach out to us at https://research.conductscience.com/

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