• Skip to primary navigation
  • Skip to main content
  • Skip to primary sidebar
Breaking Muscle

Breaking Muscle

Breaking Muscle

  • Fitness
  • Workouts
    • Best Shoulder Workouts
    • Best Chest Workouts
    • Best Leg Workouts
    • Best Leg Exercises
    • Best Biceps Exercises
    • Best Kettlebell Exercises
    • Best Back Workouts
    • Best HIIT Workouts
    • Best Triceps Exercises
    • Best Arm Workouts
  • Reviews
    • Supplements
      • Best Pre-Workout
      • Best BCAAs
      • Best Testosterone Boosters
      • Best Bodybuilding Supplements
      • Best Creatine
      • Best Supplements for Weight Loss
      • Best Multivitamins
      • Best Collagen Supplement
      • Best Probiotic
      • Best Non-Stim Pre-Workout
      • Best Greens Powder
      • Best Magnesium Supplements
    • Protein
      • Best Protein Powder
      • Best Whey Protein
      • Best Protein Powders for Muscle Gain
      • Best Tasting Protein Powder
      • Best Vegan Protein
      • Best Mass Gainer
      • Best Protein Shakes
      • Best Organic Protein Powder
      • Best Pea Protein Powder
      • Best Protein Bars
    • Strength Equipment
      • Best Home Gym Equipment
      • Best Squat Racks
      • Best Barbells
      • Best Weightlifting Belts
      • Best Weight Benches
      • Best Functional Trainers
      • Best Dumbbells
      • Best Adjustable Dumbbells
      • Best Kettlebells
      • Best Resistance Bands
      • Best Trap Bars
    • Cardio Equipment
      • Best Cardio Machines
      • Best Rowing Machines
      • Best Treadmills
      • Best Weighted Vests
      • Concept2 RowErg Review
      • Hydrow Wave Review
      • Best Jump Ropes
  • News
  • Exercise Guides
    • Legs
      • Back Squat
      • Bulgarian Split Squat
      • Goblet Squat
      • Zercher Squat
      • Standing Calf Raise
      • Hack Squat
    • Chest
      • Bench Press
      • Dumbbell Bench Press
      • Close-Grip Bench Press
      • Incline Bench Press
    • Shoulders
      • Overhead Dumbbell Press
      • Lateral Raise
    • Arms
      • Chin-Up
      • Weighted Pull-Up
      • Triceps Pushdown
    • Back
      • Deadlift
      • Trap Bar Deadlift
      • Lat Pulldown
      • Inverted Row
      • Bent-Over Barbell Row
      • Single-Arm Dumbbell Row
      • Pendlay Row
Fitness

Meta-Analysis Reveals: Even Science Doesn’t Truly Escape Bias

Many things are based on opinion or belief—from religion to politics to daily habits to relationships. However, science is the one thing that should escape any form of bias.

Written by Andy Peloquin Last updated on Nov 22, 2021

We base many things on opinion or belief—from religion to politics to daily habits to relationships. However, science is the one thing that should escape any form of bias. The fact that science is based on physical laws means that it provides a disciplined, consistent method to explain events of nature. The scientific method (systematic observation, measurement, experiment, and the formulation, testing, and modification of hypotheses) has been established to ensure the most accurate knowledge based on empirical data.

And yet, according to a new meta-analysis, even the strictest scientific methods aren’t enough to avoid bias in all its forms.

The PLOS journal published their review of 35 reports, which they analyzed for spin. The definition of spin is “reporting practices that distort the interpretation of results and mislead readers so that results are viewed in a more favorable light.”

It’s not biased in the research itself, but in the presentation or communication of the outcomes of the research. Spin is dangerous, as it may “negatively impact the development of further studies, clinical practice, and health policies.”

All but one of the 35 reports analyzed have been published in the last ten years, with 22 being published in the last five years. These reports all looked at the prevalence of spin in published literature — from randomized controlled trials to surveys to regulatory and company documents.

The fields of study of the literature examined were varied but mainly focused on biomedical interventions.

The researchers defined spin as any one of four ways:

  1. Reporting practices that distort the interpretation of results and create misleading conclusions, suggesting a more favorable result
  2. Discordance between results and their interpretation, with the interpretation being more favorable than the results
  3. Attribution of causality when study design does not allow for it
  4. Overinterpretation or inappropriate extrapolation of results

Promoting Open Data and No Spin in Research

  • 100% of texts regarding a sample of implantable defibrillator trials featured rhetorical practices that led to spin
  • Even in the lowest prevalence, 9.7% of trials in systemic therapy in lung cancer presented conclusions that were discordant from the results of the study
  • The abstracts of 30% of trials with non-significant results had “high levels of spin” included in the conclusions
  • The main texts of 22% of trials with non-significant results had “high levels of spin” included in the conclusions

Pretty scary to think that science, the impartial discipline, can still be influenced by the human factor, right? But what can be done to prevent this sort of spin and keep the science as unbiased as possible?

The researchers had some suggestions:

  • “First, as routinely occurs, peer reviewers and journal editors check that abstract and manuscript conclusions are consistent with the study results, for inappropriate use of causal language, and for overgeneralization.”
  • “Second, clinical practice and public health guidelines should be developed based on systematic reviews to ensure that recommendations are founded on rigorous data and not misleading conclusions.”
  • “Third, promoting fully open data or inviting published interpretation of published data from multiple researchers could mitigate the occurrence of spin.”
  • “Finally, structural reforms within academia are needed to change research incentives and reward structures that emphasize ‘positive’ conclusions, including the pressure to publish and media attention.”
Andy Peloquin

About Andy Peloquin

Sports and exercise have always been a huge part of my life. I played my first basketball game at age 6, and have tried just about every sport on the planet -- save golf and croquet. Being a large, hefty lad (currently standing at 6' 6" and weighing 275 lbs), I am passionate about weights, cycling, running, sprint training, and practicing martial arts. I'm currently a green belt in Karate, Taekwondo, Hapkido, and kickboxing, and work hard to take my skills to the next level. Fitness and health are my passion, and I love writing and sharing what I know. I am a certified Professional Trainer and always looking for ways help others meet their health and fitness goals.

View All Articles

Related Posts

Fergus Crawley 5K Run Tips Photo
Fergus Crawley Shares 5 Tips For Running a Better 5K
Actor Chris Hemsworth in gym performing dumbbell row
Chris Hemsworth Diagrams a Killer Upper Body Workout Fit For an Action Star
Hugh Jackman Deadpool 3 Workouts Spring:Winter 2023
Hugh Jackman Returns to Wolverine Condition in Workouts for “Deadpool 3”
Method Man Incline Dumbbell Presses December 2022
Check Out Rapper Method Man Cruising Through 120-Pound Incline Dumbbell Presses for 10 Reps

Primary Sidebar

Latest Articles

New Year’s Fitness Sales (2025)

XWERKS Motion BCAA Review (2025): A Registered Dietitian’s Honest Thoughts

Assault Fitness AssaultBike Pro X Review (2025): Assault’s Best Bike Yet?

13 Best Exercise Bikes for Home Gyms (2025)

Transparent Labs BCAA Glutamine Review (2025): The Key to Post-Workout Recovery?

Latest Reviews

Element 26 Hybrid Leather Weightlifting Belt

Element 26 Hybrid Leather Weightlifting Belt Review (2025)

Omre NMN + Resveratrol, Lifeforce Peak NMN, and partiQlar NMN on a red background

Best NMN Supplement: Fountain of Youth in a Bottle? (2025)

The Titan Series Adjustable Bench on a red background

Titan Series Adjustable Bench Review (2025)

A photo of the NordicTrack Select-a-Weight Dumbbells on a red background

NordicTrack Adjustable Dumbbell Review (2025): Are These Value Dumbbells Worth It?

woman lifting barbell

Be the smartest person in your gym

The Breaking Muscle newsletter is everything you need to know about strength in a 3 minute read.

I WANT IN!

Breaking Muscle is the fitness world’s preeminent destination for timely, high-quality information on exercise, fitness, health, and nutrition. Our audience encompasses the entire spectrum of the fitness community: consumers, aficionados, fitness professionals, and business owners. We seek to inform, educate and advocate for this community.

  • Reviews
  • Healthy Eating
  • Workouts
  • Fitness
  • News

Follow Us

  • Facebook
  • Twitter
  • Instagram
  • Pinterest
  • RSS Feed

© 2025 · Breaking Muscle · Terms of Use · Privacy Policy · Affiliate Disclaimer · Accessibility · About