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	<title>science - Tessa AI</title>
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	<description>Trust the science. Then check it.</description>
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		<title>An Antidote for Misinformation: How AI Exposes the Lies Behind Viral &#8220;Science&#8221;</title>
		<link>https://tessaai.co/2026/07/27/an-antidote-for-misinformation-how-ai-exposes-the-lies-behind-viral-science/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=an-antidote-for-misinformation-how-ai-exposes-the-lies-behind-viral-science</link>
					<comments>https://tessaai.co/2026/07/27/an-antidote-for-misinformation-how-ai-exposes-the-lies-behind-viral-science/#respond</comments>
		
		<dc:creator><![CDATA[Marc Toth]]></dc:creator>
		<pubDate>Mon, 27 Jul 2026 16:49:25 +0000</pubDate>
				<category><![CDATA[Commentary & Opinion]]></category>
		<category><![CDATA[debunking]]></category>
		<category><![CDATA[misinformation]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[trustworthy science]]></category>
		<guid isPermaLink="false">https://tessaai.co/?p=1606</guid>

					<description><![CDATA[See how Tessa AI exposes viral social media misinformation. Learn how objective research analysis debunks cherry-picked claims that sunscreen causes cancer.]]></description>
										<content:encoded><![CDATA[<div class="fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling" style="--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;" ><div class="fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap" style="max-width:1248px;margin-left: calc(-4% / 2 );margin-right: calc(-4% / 2 );"><div class="fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column" style="--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;"><div class="fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column"><div class="fusion-text fusion-text-1"><div class="subhead" style="margin-bottom: 30px;">Here&#8217;s how Siensmetrica&#8217;s Tessa is helping to expose specious scientific claims</div>
<p><div id="attachment_1607" style="width: 1034px" class="wp-caption alignnone"><a href="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?ssl=1"><img data-recalc-dims="1" fetchpriority="high" decoding="async" aria-describedby="caption-attachment-1607" class="size-full wp-image-1607" src="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=1024%2C768&#038;ssl=1" alt="A woman with fair skin in a bathing suit wearing a large hat and sunscreen on her nose smiling at the camera" width="1024" height="768" srcset="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=200%2C150&amp;ssl=1 200w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=300%2C225&amp;ssl=1 300w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=400%2C300&amp;ssl=1 400w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=600%2C450&amp;ssl=1 600w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=768%2C576&amp;ssl=1 768w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?resize=800%2C600&amp;ssl=1 800w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/tessa-sunscreen-1024x768-1.webp?fit=1024%2C768&amp;ssl=1 1024w" sizes="(max-width: 1024px) 100vw, 1024px" /></a><p id="caption-attachment-1607" class="wp-caption-text">No, sunscreen doesn&#8217;t cause cancer. You should use it.</p></div>
<span class="fusion-dropcap dropcap dropcap-boxed">S</span>ocial media runs on outrage, and few things get people clicking faster than a scary health headline backed by &#8220;scientific proof.&#8221;</p>
<p>You&#8217;ve probably seen these posts on X, LinkedIn, or Facebook. Someone claiming to be an &#8220;expert&#8221; or whistleblower insists that a common everyday product is secretly making you sick. They drop a few alarming numbers, point to a real scientific study, and rely on a simple trick: hoping you&#8217;ll take their word for it because the original paper looks too complicated to read.</p>
<p>Most of us don&#8217;t have the time or training to dig through 20 pages of dense scientific jargon. As a result, people accept these wild claims as facts. That&#8217;s how single posts end up with millions of views, thousands of shares, and dangerous health trends built on cherry-picked data.</p>
<p>AI often gets a bad rap for making things up or spreading fake news. But when it&#8217;s built with strict scientific rules, AI can actually be our best defense against fake science. Here’s how our AI tool, Tessa, exposed two viral posts claiming sunscreen causes skin cancer.</p>
<h2>The Viral Claims: &#8220;Sunscreen is Poison!&#8221;</h2>
<p>Recently, a wave of social media posts started targeting sunscreen, claiming it&#8217;s a dangerous scam that causes skin cancer and blocks essential Vitamin D. Two specific posts blew up:</p>
<ol class="bullet">
<li><strong>The &#8220;Chemicals in the Bloodstream&#8221; Alarm:</strong> <a href="https://x.com/MrPool_QQ/status/2064238361322098846" target="_blank" rel="noopener">A post with over a million views</a> cited a 2020 clinical study, claiming sunscreen active ingredients soak into your blood in under 24 hours at levels up to 500 times above FDA safety limits. The post argued that these chemicals act as hormone disruptors that cause skin cancer.</li>
<li><strong>The &#8220;300% Cancer Surge&#8221; Claim:</strong> <a href="https://x.com/NicHulscher/status/2064442631036260590" target="_blank" rel="noopener">Another viral post</a> cited a massive study of over 470,000 people, claiming it proved sunscreen users had a <strong>292% higher risk of melanoma and a 140% higher risk of basal cell carcinoma</strong>.</li>
</ol>
<p>To an average reader, these posts sound totally legit. They cite famous medical journals and huge studies. But what did the actual scientific papers say?</p>
<h2>What Tessa Found: Solid Science, Terrible Interpretation</h2>
<p>We ran both papers through Tessa, our AI system built on <strong><a href="https://tessaai.co/tessa-ai/">T.E.S.</a></strong> <strong><a href="https://tessaai.co/tessa-ai/">(Transparency, Explainability, and Significance)</a></strong>.</p>
<p>Tessa doesn&#8217;t just skim a paper. It looks at hundreds of data points to create a trustworthiness score (TScore) from 0 to 100. Here&#8217;s how these papers scored:</p>
<ul class="bullet">
<li><strong><a title="Effect of Sunscreen Application on Plasma Concentration of Sunscreen Active Ingredients" href="https://pmc.ncbi.nlm.nih.gov/articles/PMC6990686/" target="_blank" rel="noopener">The Blood Absorption Study:</a></strong> Received a <span class="tgreen">TScore of 82 (Green)</span>, showing it was a solid, well-run clinical trial.</li>
<li><strong><a title="Gene-environment analyses in a UK Biobank skin cancer cohort identifies important SNPs in DNA repair genes that may help prognosticate disease risk" href="https://pmc.ncbi.nlm.nih.gov/articles/PMC10840669/" target="_blank" rel="noopener">The UK Skin Cancer Study:</a></strong> Received a <span class="tgreen">TScore of 72 (Green)</span>, showing it was a strong, well-designed observational study.</li>
</ul>
<p>Both papers were <strong>actually good, reliable science</strong>. So why were those viral social media posts so dangerously wrong? Because the influencers cherry-picked isolated statistics and made up wild conclusions that the researchers never actually said.</p>
<h2>Unpacking the Lies</h2>
<p>Using Tessa’s deep-dive analysis, we stripped both studies down to their core facts to uncover the truth.</p>
<h3>Case 1: &#8220;Absorbed in Blood&#8221; Doesn&#8217;t Mean &#8220;Toxic&#8221;</h3>
<ul class="bullet">
<li><strong>The Claim:</strong> Active ingredients absorb into your blood and act as toxins that give you cancer.</li>
<li><strong>What the Science Found:</strong> The study tested 6 ingredients and found that blood levels did go above the FDA&#8217;s 0.5 ng/mL threshold after application.</li>
<li><strong>The Plain Truth:</strong> Just because a chemical enters the bloodstream doesn&#8217;t mean it&#8217;s harmful. The FDA set that 0.5 threshold as a trigger to do more safety testing, not as a toxic limit. In fact, the study authors and the FDA specifically noted that <strong>people should NOT stop using sunscreen</strong>, because protecting your skin from UV rays is crucial.</li>
</ul>
<div style="border: 1px solid #e8e8e8; margin: 20px 0px; padding: 10px;">
<div id="attachment_1618" style="width: 1034px" class="wp-caption alignnone"><a href="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?ssl=1"><img data-recalc-dims="1" decoding="async" aria-describedby="caption-attachment-1618" class="size-full wp-image-1618" src="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=1024%2C1024&#038;ssl=1" alt="A graphical abstract of the Tessa analysis of the paper: Effect of Sunscreen Application on Plasma Concentration of Sunscreen Active Ingredients: A Randomized Clinical Trial." width="1024" height="1024" srcset="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=66%2C66&amp;ssl=1 66w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=150%2C150&amp;ssl=1 150w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=200%2C200&amp;ssl=1 200w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=300%2C300&amp;ssl=1 300w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=400%2C400&amp;ssl=1 400w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=600%2C600&amp;ssl=1 600w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=768%2C768&amp;ssl=1 768w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?resize=800%2C800&amp;ssl=1 800w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/effect-of-sunscreen-1024.webp?fit=1024%2C1024&amp;ssl=1 1024w" sizes="(max-width: 1024px) 100vw, 1024px" /></a><p id="caption-attachment-1618" class="wp-caption-text">Effect of Sunscreen Application on Plasma Concentration of Sunscreen Active Ingredients: A Randomized Clinical Trial.</p></div>
</div>
<h3>Case 2: The &#8220;Sunscreen Paradox&#8221;</h3>
<ul class="bullet">
<li><strong>The Claim:</strong> Using sunscreen dramatically raises your chances of getting skin cancer.</li>
<li><strong>What the Science Found:</strong> Researchers studied how DNA repair genes work together with lifestyle habits like using sunlamps or getting sunburns as a kid.</li>
<li><strong>The Plain Truth:</strong> While the raw numbers showed that frequent sunscreen users had higher cancer rates, the researchers never said sunscreen causes cancer. Instead, they explained what scientists call the &#8220;Sunscreen Paradox&#8221;:
<ul>
<li><strong>Who wears sunscreen?</strong> People with pale skin who burn easily, or people who already had skin cancer in the past, report using sunscreen far more often.</li>
<li><strong>A False Sense of Security:</strong> Many people put on sunscreen and then stay out in the blazing sun for hours longer than they should, or they don&#8217;t put on enough.</li>
<li><strong>What the authors recommended:</strong> The researchers urged people to <strong>reapply sunscreen frequently</strong> and seek shade, not dump their sunscreen in the trash.</li>
</ul>
</li>
</ul>
<div style="margin: 20px 0px; padding: 10px;">
<div id="attachment_1616" style="width: 1034px" class="wp-caption alignnone"><a href="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?ssl=1"><img data-recalc-dims="1" decoding="async" aria-describedby="caption-attachment-1616" class="size-full wp-image-1616" src="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=1024%2C1024&#038;ssl=1" alt="A graphical abstract of the Tessa analysis of: Gene-Environment Analyses in a UK Biobank Skin Cancer Cohort Identifies Important SNPs in DNA Repair Genes That May Help Prognosticate Disease Risk." width="1024" height="1024" srcset="https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=66%2C66&amp;ssl=1 66w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=150%2C150&amp;ssl=1 150w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=200%2C200&amp;ssl=1 200w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=300%2C300&amp;ssl=1 300w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=400%2C400&amp;ssl=1 400w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=600%2C600&amp;ssl=1 600w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=768%2C768&amp;ssl=1 768w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?resize=800%2C800&amp;ssl=1 800w, https://i0.wp.com/tessaai.co/wp-content/uploads/2026/07/gene-analysis-1024.webp?fit=1024%2C1024&amp;ssl=1 1024w" sizes="(max-width: 1024px) 100vw, 1024px" /></a><p id="caption-attachment-1616" class="wp-caption-text">Gene-Environment Analyses in a UK Biobank Skin Cancer Cohort Identifies Important SNPs in DNA Repair Genes That May Help Prognosticate Disease Risk.</p></div>
</div>
<h2>How Objective AI Gives Power Back to You</h2>
<p>When we built Tessa at Siensmetrica, we wanted to give everyday people the power to spot trustworthy science without needing an advanced degree.</p>
<p>Tessa instantly cuts through the confusion by giving every paper a color-coded Score, so you can tell how solid the research is with just a glance.</p>
<p>But we don&#8217;t just hand you a number and expect you to take our word for it. If you&#8217;re curious (or skeptical) Tessa reveals the exact evidence behind that score. Nothing is hidden, and there are no black-box secrets. If Tessa gives a study a perfect sub-score for its experimental design, it shows you why: pointing directly to the study&#8217;s real-world data, clinical trial setup, and measurement methods.</p>
<p>Scientific researchers love these detailed breakdowns because they reveal the true quality of a study and put doubts to rest. We think regular people deserve that exact same clarity, transparency, and peace of mind. We want to give regular people the power to spot trustworthy science, without needing a medical degree.</p>
<h2>The Bottom Line</h2>
<p>Sensational headlines will always get clicks, but when bad information pretends to be &#8220;science,&#8221; it can make people sick. Objective AI gives us the power to cut through the noise, spot cherry-picked data, and get the facts in seconds.</p>
<p>As for the online panic? No, sunscreen doesn&#8217;t give you cancer. Please wear it, reapply it, and enjoy the sun safely. Your dermatologist will thank you.</p>
</div><div class="fusion-separator fusion-full-width-sep" style="align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;width:100%;"><div class="fusion-separator-border sep-single sep-solid" style="--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color8);border-color:var(--awb-color8);border-top-width:1px;"></div></div><div class="fusion-text fusion-text-2"><h3>See The Tessa Analysis for Yourself</h3>
<p>Interested in how Tessa scored these papers and why? Here are the links to the Summary analysis for both (includes links to the published articles):</p>
<ul class="bullet">
<li><a href="https://www.tessapp.ai/report/72607e8d-b652-4816-99e9-432b5ba60985" target="_blank" rel="noopener">Gene-Environment Analyses in a UK Biobank Skin Cancer Cohort Identifies Important SNPs in DNA Repair Genes That May Help Prognosticate Disease Risk.</a></li>
<li><a href="https://www.tessapp.ai/report/5641a04d-8379-45f5-b7af-757737cab699" target="_blank" rel="noopener">Effect of Sunscreen Application on Plasma Concentration of Sunscreen Active Ingredients: A Randomized Clinical Trial.</a></li>
</ul>
</div></div></div></div></div><p>The post <a href="https://tessaai.co/2026/07/27/an-antidote-for-misinformation-how-ai-exposes-the-lies-behind-viral-science/">An Antidote for Misinformation: How AI Exposes the Lies Behind Viral “Science”</a> first appeared on <a href="https://tessaai.co">Tessa AI</a>.</p>]]></content:encoded>
					
					<wfw:commentRss>https://tessaai.co/2026/07/27/an-antidote-for-misinformation-how-ai-exposes-the-lies-behind-viral-science/feed/</wfw:commentRss>
			<slash:comments>0</slash:comments>
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">1606</post-id>	</item>
		<item>
		<title>How to Restore Trust in Medical Research</title>
		<link>https://tessaai.co/2025/04/17/how-to-restore-trust-in-medical-research/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=how-to-restore-trust-in-medical-research</link>
					<comments>https://tessaai.co/2025/04/17/how-to-restore-trust-in-medical-research/#comments</comments>
		
		<dc:creator><![CDATA[Marc Toth]]></dc:creator>
		<pubDate>Thu, 17 Apr 2025 16:00:00 +0000</pubDate>
				<category><![CDATA[Commentary & Opinion]]></category>
		<category><![CDATA[explainability]]></category>
		<category><![CDATA[research]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[significance]]></category>
		<category><![CDATA[TES]]></category>
		<category><![CDATA[transparency]]></category>
		<category><![CDATA[trust]]></category>
		<category><![CDATA[truth]]></category>
		<guid isPermaLink="false">https://tessaai.co/?p=344</guid>

					<description><![CDATA[In part two of a series on restoring public trust to the world of scientific and medical research, I delve into the components of trustworthy information - TES]]></description>
										<content:encoded><![CDATA[<h2 class="subhead" style="font-size: 28px; font-family: 'Inter',Arial,Helvetica,sans-serif; line-height: 2.5rem;">The second of a two-part series on what needs to be done to restore public trust in the world of scientific research</h2>
<p><img data-recalc-dims="1" decoding="async" src="https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=1024%2C768&#038;ssl=1" alt="a castle being restored to its former glory" width="1024" height="768" class="alignnone size-full wp-image-348" srcset="https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=200%2C150&amp;ssl=1 200w, https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=300%2C225&amp;ssl=1 300w, https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=400%2C300&amp;ssl=1 400w, https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=600%2C450&amp;ssl=1 600w, https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=768%2C576&amp;ssl=1 768w, https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?resize=800%2C600&amp;ssl=1 800w, https://i0.wp.com/tessaai.co/wp-content/uploads/2025/04/blog-5-restoring-trust.jpg?fit=1024%2C768&amp;ssl=1 1024w" sizes="(max-width: 1024px) 100vw, 1024px" /></p>
<span class="fusion-dropcap dropcap" style="--awb-color:var(--awb-color7);">I</span>n <a href="https://tessaai.co/2025/03/20/the-erosion-of-trust-in-medical-research-a-crisis-decades-in-the-making/" title="The Erosion of Trust in Medical Research: A Crisis Decades in the Making">my previous post</a> I wrote about how the loss of trust in research and medicine is damaging the scientific world and hindering progress. In this post, I want to follow up with some thoughts on how we can help restore it.</p>
<h3>Defining trust</h3>
<p>Before I launch into how to restore trust, I should clarify what I am talking about when I use the word. Trust, simply put, is confidence in or reliance on the ability, faithfulness, or accuracy of someone or something.</p>
<p>While trust is often found in the company of “truth”, the two are not the same. “Truth” is <em>a result</em>, whereas “trust” is focused on the means and methods used to <em>arrive at a result</em>. It is an important distinction because in the world of scientific research we don’t always discover a truth, but we should always be able to determine the level of faithfulness and accuracy in the means and methods used to perform that research.</p>
<p>In other words, it needs to be trustworthy.</p>
<h3>Components of Trust</h3>
<p>Trust is a sort of cognitive shortcut that allows us to rely on something without a deep analysis of that thing. If it meets certain criteria, it can be trusted. Psychologists have studied the concept extensively and identified a number of cognitive and social factors that influence how people perceive someone or something as trustworthy (and vice versa). </p>
<p>Even if you have not studied the concept, you are still probably familiar with many of these factors (aka “heuristics”): source credibility or authority, bandwagon effect, perceived motive and intent, consistency and coherence, willingness to engage and revise, confirmation bias, etc. In all, there are around a dozen of these elements; too many for the purposes of this article.</p>
<p>Instead, I have borrowed a simplified framework for trust from computer science and neural networking where they have taken the various components of trust and put them into three interrelated conceptual buckets: Transparency, Explainability, and Significance (TES). </p>
<ul>
<li style="margin-bottom:20px;"><strong>Transparency</strong> can be summed up as “show your work.” In scientific research it is the clarity and fidelity of the methodologies and data sources, affiliations of the researchers, funding sources, a level of detail that allows others to repeat the research described, and so on.</li>
<li style="margin-bottom:20px;"><strong>Explainability</strong> is the consistency and coherence of the information and the ability to support it if it contradicts other information. It also factors in elements like the level of uncertainty, the ability to address questions and criticisms, and details that help shed light on how the conclusions were reached.</li>
<li><strong>Significance</strong> is a measure of the relative importance of both the components and results of a piece of research. Components include the type and nature of study, the reputation of the authors, institutions and publications, etc. It also factors in peer review commentary, recency, citations, and other elements that help determine the overall impact of the information.</li>
</ul>
<p>Each component of TES has many interrelated sub-components so the weighting of each element varies based on the information being analyzed. However, placed on a scale of 0 to 100, the closer each component is to 100, the more “trustworthy” it is (though scientific skepticism makes it extremely unlikely that anything or anyone could ever have a perfect 100 across all three categories).</p>
<h3>Restoring Trust in Science</h3>
<p>In my previous post I identified a number of areas where the scientific research and medical communities had significant failures in each area of TES, leading to an erosion of public trust in science. Whether it was a failure to disclose financial incentives (transparency), the repeated use of fraudulent data (explainability), or the resistance of highly regarded scientists in acknowledging their inaccuracies or errors (significance), or all of them collectively, the damage done has been significant and as such, will take some time to repair.</p>
<p>The good news is the scientific community is more aware of these problems than ever, and many groups are now working on a variety of solutions, both traditional and technological. The quickest fixes lie in a return to the scientific principles of transparency (especially funding sources), open analysis, and a willingness to address conflicting or contrary information in a timely manner.</p>
<p>Longer term the solutions will most likely be technological. Open access and pre-publishing platforms have turned the research spigot wide open, doubling the amount of available research in medicine alone every two months. Parsing and processing that volume of information will require methods faster and more robust than the traditional, more measured and time-consuming methods of peer review and journal publication.</p>
<p>Not surprisingly, AI is playing a large role in attempting to get more control over the research deluge with numerous tech firms devising innovative and useful ways to search, process and digest information. Other organizations like <a href="https://retractionwatch.com/">RetractionWatch</a> are doing important work in surfacing corrections and retractions in the pursuit of scientific progress.</p>
<p>For our part, here at Siensmetrica, we are focused on applying deep data science and multi-vector analysis to identify and score research based on TES principles. Our aim is not to supplant the rigors of the scientific method, but to provide scientists and medical professionals with an objective way to assess the trustworthiness of a piece of research—a tool for guiding further exploration. The goal is not to always be right, but to be transparent and consistent so that we can restore belief in a system which, though not always perfect, can be relied upon to be heading in the right direction.</p>
<p>If we are successful, “trust the science” will be the gold standard once again.</p><p>The post <a href="https://tessaai.co/2025/04/17/how-to-restore-trust-in-medical-research/">How to Restore Trust in Medical Research</a> first appeared on <a href="https://tessaai.co">Tessa AI</a>.</p>]]></content:encoded>
					
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