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For almost a decade, researchers have been gathering evidence that the social media platform Facebook disproportionately amplifies low-quality content and misinformation.
So it was something of a surprise when in 2023 the journal Science published a study that found Facebook’s algorithms were not major drivers of misinformation during the 2020 United States election.
This study was funded by Facebook’s parent company, Meta. Several Meta employees were also part of the authorship team. It attracted extensive media coverage. It was also celebrated by Meta’s president of global affairs, Nick Clegg, who said it showed the company’s algorithms have “no detectable impact on polarisation, political attitudes or beliefs”.
But the findings have recently been thrown into doubt by a team of researchers led by Chhandak Bagch from the University of Massachusetts Amherst. In an eLetter also published in Science, they argue the results were likely due to Facebook tinkering with the algorithm while the study was being conducted.
In a response eLetter, the authors of the original study acknowledge their results “might have been different” if Facebook had changed its algorithm in a different way. But they insist their results still hold true.
The whole debacle highlights the problems caused by big tech funding and facilitating research into their own products. It also highlights the crucial need for greater independent oversight of social media platforms.
Merchants of doubt
Big tech has started investing heavily in academic research into its products. It has also been investing heavily in universities more generally. For example, Meta and its chief Mark Zuckerberg have collectively donated hundreds of millions of dollars to more than 100 colleges and universities across the United States.
This is similar to what big tobacco once did.
In the mid-1950s, cigarette companies launched a coordinated campaign to manufacture doubt about the growing body of evidence which linked smoking with a number of serious health issues, such as cancer. It was not about falsifying or manipulating research explicitly, but selectively funding studies and bringing to attention inconclusive results.
This helped foster a narrative that there was no definitive proof smoking causes cancer. In turn, this enabled tobacco companies to keep up a public image of responsibility and “goodwill” well into the 1990s.
A positive spin
The Meta-funded study published in Science in 2023 claimed Facebook’s news feed algorithm reduced user exposure to untrustworthy news content. The authors said “Meta did not have the right to prepublication approval”, but acknowledged that The Facebook Open Research and Transparency team “provided substantial support in executing the overall project”.
The study used an experimental design where participants – Facebook users – were randomly allocated into a control group or treatment group.
The control group continued to use Facebook’s algorithmic news feed, while the treatment group was given a news feed with content presented in reverse chronological order. The study sought to compare the effects of these two types of news feeds on users’ exposure to potentially false and misleading information from untrustworthy news sources.
The experiment was robust and well designed. But during the short time it was conducted, Meta changed its news feed algorithm to boost more reliable news content. In doing so, it changed the control condition of the experiment.
The reduction in exposure to misinformation reported in the original study was likely due to the algorithmic changes. But these changes were temporary: a few months later in March 2021, Meta reverted the news feed algorithm back to the original.
In a statement to Science about the controversy, Meta said it made the changes clear to researchers at the time, and that it stands by Clegg’s statements about the findings in the paper.
Unprecedented power
In downplaying the role of algorithmic content curation for issues such as misinformation and political polarisation, the study became a beacon for sowing doubt and uncertainty about the harmful influence of social media algorithms.
To be clear, I am not suggesting the researchers who conducted the original 2023 study misled the public. The real problem is that social media companies not only control researchers’ access to data, but can also manipulate their systems in a way that affects the findings of the studies they fund.
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What’s more, social media companies have the power to promote certain studies on the very platform the studies are about. In turn, this helps shape public opinion. It can create a scenario where scepticism and doubt about the impacts of algorithms can become normalised – or where people simply start to tune out.
This kind of power is unprecedented. Even big tobacco could not control the public’s perception of itself so directly.
All of this underscores why platforms should be mandated to provide both large-scale data access and real-time updates about changes to their algorithmic systems.
When platforms control access to the “product”, they also control the science around its impacts. Ultimately, these self-research funding models allow platforms to put profit before people – and divert attention away from the need for more transparency and independent oversight.
Timothy Graham, Associate Professor in Digital Media, Queensland University of Technology
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Anavar, known chemically as oxandrolone, is a mild anabolic steroid that
has gained popularity for its ability to promote lean muscle growth while minimizing water retention and fat gain. Users interested in Anavar typically seek a clear understanding of how
to structure their dosage, the expected cycle length, potential side effects,
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take into account, and the role Anavar plays in muscle
hypertrophy.
—
General Overview
Anavar is derived from testosterone but modified to reduce androgenic activity while preserving anabolic potency.
This makes it a popular choice for those who want
gains without the harsh side effects often associated with stronger steroids.
Because of its mild nature, many people use Anavar as part of
a cutting cycle or a maintenance phase after a larger
steroid stack.
The typical adult dosage ranges from 20 mg to 40 mg per day for men, though
some experienced users may push up to 60 mg. For women, the recommended daily dose is usually half that of men—10 mg to
20 mg—to avoid virilization and other androgenic side effects.
Cycle lengths vary; most cycles last between four to six
weeks, as Anavar’s relatively short half-life (approximately 9 hours) allows for quick clearance from the body.
—
Anavar Dosage
Men
Low dose: 20 mg/day – suitable for beginners or those who want a mild cutting effect.
Moderate dose: 30–40 mg/day – common for intermediate users aiming for noticeable lean muscle gains and improved
strength.
High dose: 50–60 mg/day – used by advanced users, but the risk of side effects rises sharply.
Women
Low dose: 10 mg/day – ideal for those new to steroids or looking for a
subtle enhancement in tone.
Moderate dose: 15–20 mg/day – typical for experienced female
users seeking more pronounced results without significant androgenic impact.
High dose: 25 mg/day and above is generally discouraged due to increased risk of virilization, acne, and hair loss.
Timing
Because Anavar’s half-life is short, it can be taken twice a day (e.g., 10–20 mg in the morning and 10–20 mg in the evening) or as
a single dose. Splitting the dose helps maintain steadier
blood levels and reduces the chance of liver strain.
—
Cycle Length
Standard cycle: 4 to 6 weeks. This duration is
enough for most users to see gains while minimizing
long‑term health risks.
Extended cycles: Some advanced users extend to 8–12 weeks, but this
increases exposure time and the likelihood of side effects such as liver toxicity or hormonal imbalance.
Post-cycle therapy (PCT): Because Anavar has
a low impact on natural testosterone production, many users skip PCT after short cycles.
However, if a cycle exceeds 6 weeks or higher doses are used, a mild PCT protocol
with agents like clomiphene citrate may be advisable.
Muscle Hypertrophy
Anavar’s anabolic properties stimulate protein synthesis and nitrogen retention in muscle tissue, leading to increased lean body mass.
It is particularly effective for:
Fine-tuning: Enhancing muscle definition without adding bulk.
Recovery: Accelerating repair after intense training sessions.
Strength gains: Increasing power output by improving muscular endurance.
Users often combine Anavar with a clean diet rich in protein, complex carbohydrates,
and healthy fats. Adequate sleep (7–9 hours per night)
is also essential for maximizing muscle hypertrophy.
Anavar for Women: What Users Need to Know
1. Hormonal Sensitivity
Women’s endocrine systems are more sensitive to anabolic steroids.
Even small doses of Anavar can trigger unwanted androgenic effects such as deepening of the
voice, hirsutism, or clitoral enlargement. Monitoring for these
signs is critical.
2. Dosage Precision
Because women metabolize steroids differently, precise dosing is
essential. Start with a lower dose (10 mg/day) and observe how
your body reacts over the first week before increasing.
3. Side‑Effect Profile
Virilization: Acne, increased facial hair, or menstrual irregularities.
Liver stress: Though Anavar is less hepatotoxic than many other oral steroids, liver enzymes
should be checked regularly.
Blood lipid changes: Slight decreases in HDL cholesterol and increases in LDL
may occur; a balanced diet can help mitigate this.
4. Cycle Planning
Women typically use Anavar for shorter cycles (3–5 weeks) to reduce risk.
A 4‑week cycle at 15 mg/day is common, followed by a rest period of 2–4 weeks before any subsequent cycle.
5. Post‑Cycle Recovery
Even with low doses, natural estrogen production can be suppressed.
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—
Anavar for Women: What Users Need to Know
(Same content as above, repeated for emphasis)
Hormonal Sensitivity
Dosage Precision
Side‑Effect Profile
Cycle Planning
Post‑Cycle Recovery
Practical Tips for Maximizing Results
Nutrition: Consume 1.2–1.5 grams of protein per kilogram of body weight daily to
support muscle repair.
Hydration: Drink at least 3 liters of water each day; Anavar
can increase blood pressure in some users.
Training Focus: Emphasize compound lifts (squats, deadlifts, bench press) with moderate intensity and high volume for optimal hypertrophy.
Monitoring: Keep a training log and track body measurements weekly to gauge progress.
Legal Considerations: Ensure that any purchase
of Anavar complies with local regulations; it is prescription‑only in many countries.
Conclusion
Anavar offers a balanced approach for individuals
seeking lean muscle gains, improved strength, or a
cleaner look during cutting phases. Its mild androgenic profile
makes it suitable for both men and women when used responsibly.
For female users, meticulous attention to dosage, cycle length, and post‑cycle recovery is essential to minimize side effects while achieving desired outcomes.
When combined with disciplined training, nutrition, and adequate rest, Anavar can be
an effective tool in the pursuit of muscle hypertrophy and overall physique enhancement.