{"id":360589,"date":"2025-01-05T16:44:27","date_gmt":"2025-01-05T15:44:27","guid":{"rendered":"https:\/\/climatescience.press\/?p=360589"},"modified":"2025-01-05T16:44:29","modified_gmt":"2025-01-05T15:44:29","slug":"use-of-artificial-intelligence-in-research","status":"publish","type":"post","link":"https:\/\/climatescience.press\/?p=360589","title":{"rendered":"Use of Artificial Intelligence in Research"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"442\" data-attachment-id=\"360599\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=360599\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?fit=2048%2C1251&amp;ssl=1\" data-orig-size=\"2048,1251\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;Bigstock&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"0bigstock-Future-Artificial-Intelligence-347423443-2048&amp;#215;1251\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?fit=723%2C442&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?resize=723%2C442&#038;ssl=1\" alt=\"\" class=\"wp-image-360599\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?resize=1024%2C626&amp;ssl=1 1024w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?resize=300%2C183&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?resize=768%2C469&amp;ssl=1 768w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?resize=1536%2C938&amp;ssl=1 1536w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?resize=1200%2C733&amp;ssl=1 1200w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?w=1446&amp;ssl=1 1446w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">From <a href=\"https:\/\/wattsupwiththat.com\/2025\/01\/04\/use-of-artificial-intelligence-in-research\/\">Watts Up With That?<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>Guest Post by<\/em><\/strong> <a href=\"https:\/\/wattsupwiththat.com\/author\/weschenbach\/\">Willis Eschenbach<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As an amateur scientist, I am all in favor of one aspect of the emergence of artificial intelligence (AI). I employ it as the world\u2019s fastest librarian, able to gather and summarize an amazing amount of data in a few moments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Recently I thought I might use AI to educate me on the science of autism and vaccines. Note that I came into this question knowing almost nothing about any underlying scientific studies of the possible connection between autism and vaccines, other than numerous passionate claims from both sides of the question on the web.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s how I went about gathering and checking the information. Thanks to a heads-up from Charles the Moderator, I use an AI called perplexity.ai. I\u2019ve stuck with it for a curious reason\u2014perplexity once told me it was reluctant to answer a question I asked about rainfall in a remote part of the Sahara desert because there was so little data available that it might be hallucinating an answer \u2026 I took that as a good sign that it recognizes that it has limitations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a>My questions are in&nbsp;<strong>bold<\/strong>&nbsp;below, my comments are in plain text, and&nbsp;<em>perplexity\u2019s answers are in italics<\/em><\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Me: List major studies showing that autism either is or is not associated with vaccination.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Note the construction. I\u2019ve found that in doing scientific research it is important to specifically ask for evidence for both sides of the question. You want to avoid general questions like&nbsp;<em>\u201cWhat is known about autism and vaccines\u201d<\/em>. With that kind of phrasing, often an AI will not fully explore the question space, leaving out important evidence for one side or the other.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s perplexity\u2019s answer to my question above:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Several major studies have investigated the potential link between vaccines and autism. Here\u2019s a list of key studies showing no association between vaccines and autism:<\/em><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><em>Taylor et al. (1999):<\/em>\n<ul class=\"wp-block-list\">\n<li><em>Examined 498 children with autism in North Thames, England<\/em><\/li>\n\n\n\n<li><em>Found no difference in autism rates between vaccinated and unvaccinated children<\/em><\/li>\n\n\n\n<li><em>No clustering of autism diagnoses after MMR introduction<\/em><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><em>Madsen et al. (2002):<\/em>\n<ul class=\"wp-block-list\">\n<li><em>Studied 537,303 children in Denmark<\/em><\/li>\n\n\n\n<li><em>No increased risk of autism in MMR-vaccinated children<\/em><\/li>\n\n\n\n<li><em>No association between age at vaccination, time since vaccination, or date of vaccination and autism development<\/em><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><em>Jain et al. (2015):<\/em>\n<ul class=\"wp-block-list\">\n<li><em>Evaluated about 100,000 children with older siblings with or without autism<\/em><\/li>\n\n\n\n<li><em>No increased risk of autism spectrum disorder (ASD) associated with MMR vaccination<\/em><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><em>Danish study (1991-1998):<\/em>\n<ul class=\"wp-block-list\">\n<li><em>Included over 500,000 children<\/em><\/li>\n\n\n\n<li><em>No link found between MMR vaccine and autism or autism spectrum disorders<\/em><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><em>Meta-analysis by Taylor et al. (2014):<\/em>\n<ul class=\"wp-block-list\">\n<li><em>Analyzed 10 studies involving over 1.2 million children<\/em><\/li>\n\n\n\n<li><em>Reaffirmed no association between vaccines and autism<\/em><\/li>\n\n\n\n<li><em>Suggested MMR vaccine may actually decrease autism risk<\/em><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Hmmm, sez I \u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Now, as I mentioned above, AIs do hallucinate. So my next directive to perplexity is:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Verify that each of those is a real study, not a hallucination.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I<em>\u2018ll verify the studies mentioned in the search results:<\/em><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><em>Brent Taylor et al. (1999): This is a real study examining 498 children with autism in North Thames, England.<\/em><\/li>\n\n\n\n<li><em>Madsen et al. (2002): This is a genuine study published in the New England Journal of Medicine, involving 537,303 children in Denmark.<\/em><\/li>\n\n\n\n<li><em>Taylor et al. (1999) reanalysis: This appears to be a real reanalysis of the original Taylor study, though I don\u2019t have enough information to confirm its exact publication details.<\/em><\/li>\n\n\n\n<li><em>Hviid et al. (2019): This is a real nationwide cohort study in Denmark, published in the Annals of Internal Medicine, involving 657,461 children.<\/em><\/li>\n\n\n\n<li><em>Time-trend analysis using the UK General Practice Research Database: This is a real study, though specific authors aren\u2019t mentioned in the provided information.<\/em><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Noticing that one study was left out, I asked:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Verify that 3. Jain et al. (2015) is a real study, not a hallucination.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Yes, Jain et al. (2015) is a real study, not a hallucination. This study is mentioned multiple times in the search results:<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>It\u2019s listed in the Children\u2019s Hospital of Philadelphia vaccine education center information<\/em><\/li>\n\n\n\n<li><em>The full citation is provided: \u201cJain A, Marshall J, Buikema A, et al. Autism occurrence by MMR vaccine status among US children with older siblings with and without autism. JAMA 2015;313(15):1534-1540.\u201d<\/em><\/li>\n\n\n\n<li><em>The JAMA (Journal of the American Medical Association) article details are given, including the publication date of April 21, 2015<\/em><\/li>\n\n\n\n<li><em>The study\u2019s methodology and findings are summarized, noting it evaluated about 100,000 younger siblings and found no association between MMR vaccination and increased risk of autism spectrum disorder<\/em><\/li>\n\n\n\n<li><em>It\u2019s referenced in a Science Daily article about MMR vaccine and autism<\/em><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>The study is also cited in an Immunize.org document listing evidence that MMR vaccine does not cause autism<a href=\"https:\/\/www.immunize.org\/wp-content\/uploads\/catg.d\/p4026.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>These multiple, consistent references across different sources confirm that Jain et al. (2015) is indeed a real study examining the relationship between MMR vaccination and autism risk.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>All of these studies appear to be real based on the information provided. However, for some studies, I don\u2019t have enough details to fully verify their publication information or authorship.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Upon request, Perplexity also provided details for all of the other studies it found in its research, viz:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a><em>California study comparing MMR vaccination rates with autism diagnoses (1980-1994): This appears to be a real study, though I don\u2019t have enough information to confirm specific authors or publication details.<\/em><\/a><\/li>\n\n\n\n<li><em>Quebec study of 27,749 children from 55 schools: This is likely a real study, but I don\u2019t have enough information to confirm specific authors or publication details.<\/em><\/li>\n\n\n\n<li><em>Danish national registry study of 537,303 children (1991-1998): This is likely referring to the Madsen et al. (2002) study mentioned earlier.<\/em><\/li>\n\n\n\n<li><em>Atlanta study comparing 624 autistic children with 1824 matched controls: This appears to be a real study, though I don\u2019t have enough information to confirm specific authors or publication details.<\/em><\/li>\n\n\n\n<li><em>English study of 12,810 children born 1991-1992: This is likely a real study, but I don\u2019t have enough information to confirm specific authors or publication details.<\/em><\/li>\n\n\n\n<li><em>UK study of 100,572 children born 1988-1997 using the General Practice Research Database: This appears to be a real study, though I don\u2019t have enough information to confirm specific authors or publication details<\/em><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">I found it fascinating to see its judgment of the validity of the information it is examining.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Moving on, I asked:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Provide a list of key studies claiming some association between vaccines and autism<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Based on the search results provided, there are no credible studies claiming an association between vaccines and autism. The search results consistently report that extensive research has found no link between vaccines and autism. However, one flawed study is mentioned that initially sparked the controversy:<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Wakefield et al. (1998):<\/em><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>Published in The Lancet (later retracted)<\/em><\/li>\n\n\n\n<li><em>Suggested a potential link between MMR vaccine and autism<\/em><\/li>\n\n\n\n<li><em>The research was later found to be fraudulent<\/em><\/li>\n\n\n\n<li><em>The lead author lost his medical license<\/em><\/li>\n\n\n\n<li><em>The medical journal retracted the paper<\/em><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>It\u2019s important to note that this study has been thoroughly discredited and numerous subsequent studies have found no link between vaccines and autism.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014\u2014\u2014\u2014-<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Look, friends, I know that there are real reasons to be cautious about vaccines. These include the steep increase in the number of recommended childhood vaccines as well as the increase in the number of adjuvants, preservatives, and other components in modern vaccines.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, from this examination of solid scientific evidence about the question, it is clear that&nbsp;<strong>autism is not among the reasons to be cautious<\/strong>. Well-designed studies have repeatedly failed to find any link between vaccines and autism, and no studies have demonstrated such a link. Pick another objection, that one\u2019s done and dusted.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, some folks say that vaccinations don\u2019t really protect us against diseases. While this may well be true about the COVID-19 vaccine, here are the observed rates of cases and deaths before and after the introduction of vaccines for a variety of illnesses.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"542\" height=\"720\" data-attachment-id=\"360592\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=360592\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?fit=542%2C720&amp;ssl=1\" data-orig-size=\"542,720\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?fit=542%2C720&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?resize=542%2C720&#038;ssl=1\" alt=\"\" class=\"wp-image-360592\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?w=542&amp;ssl=1 542w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?resize=226%2C300&amp;ssl=1 226w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?resize=300%2C400&amp;ssl=1 300w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-130.png?resize=150%2C200&amp;ssl=1 150w\" sizes=\"auto, (max-width: 542px) 100vw, 542px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Zooming in close reveals interesting pre- and post-vaccine morbidity and mortality statistics. Cause of the most deaths before vaccines? Whooping cough aka pertussis aka croup, 30 deaths per million. Followed by flu\/pneumococcal disease (24\/million), polio (22\/m), diphtheria (14\/m), and tetanus (3\/m).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And here is what Jonas Salk did with his polio vaccine.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"720\" data-attachment-id=\"360594\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=360594\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0polio-cases-deaths.webp?fit=519%2C720&amp;ssl=1\" data-orig-size=\"519,720\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"0polio-cases-deaths\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0polio-cases-deaths.webp?fit=519%2C720&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0polio-cases-deaths.webp?resize=519%2C720&#038;ssl=1\" alt=\"\" class=\"wp-image-360594\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0polio-cases-deaths.webp?w=519&amp;ssl=1 519w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0polio-cases-deaths.webp?resize=216%2C300&amp;ssl=1 216w\" sizes=\"auto, (max-width: 519px) 100vw, 519px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">So that\u2019s the end of the evidence and the beginning of the discussion. First, I know that folks are passionate about this question. So please, don\u2019t shoot the messenger.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What I\u2019ve presented above is&nbsp;<strong>how to use perplexity or any AI to unearth scientific evidence<\/strong>&nbsp;about very specific questions of a) autism and vaccines and b) the overall efficiency of each vaccine. I take no further position other than advising caution on everything.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Next, the myriad of questions about vaccines will not be solved on this web page. So let me ask folks to not take sides in the comments. It won\u2019t help. As I said above, other than those two questions of autism and efficiencies, other reasons for caution remain. Exactly what is in each vaccine? What concentration? When, where, and how was it tested?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">So in lieu of taking sides, let me invite people instead to use AI to dig out answers to those particular questions that remain in your mind about some particular vaccine, to search for solid scientific evidence, and to set aside the impassioned web-based claims and position-taking in favor of an actual search for current scientific knowledge.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s how to do it. Easy money.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the webpage\u00a0<a href=\"http:\/\/perplexity.ai\/\">perplexity.ai<\/a><\/li>\n\n\n\n<li>Ask your questions.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, one thing to emphasize. As the first graphic above shows,&nbsp;<strong><em>there is no one vaccine question just as there is no one vaccine<\/em><\/strong>. There\u2019s no overall good\/bad, black\/white issue.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead, every vaccine and every component of every vaccine has its own story, its own effects, and its own unanswered questions. For example, in the US, in what may be an excess of caution, childhood vaccines contain no mercury, while the adult versions of the vaccines contain millionths of a gram. Different issues, different relevant questions. Another example. I lived through the time of polio and Jonas Salk\u2019s miraculous vaccine. And I even worked for several months as the night attendant of an adult polio victim spending the rest of his entire life in an iron lung, paralyzed from the neck down \u2026 he was married with one child and had just finished his medical residency when he was struck down. I would read to him, and play chess with him \u2026 dear friends, you don\u2019t ever want to see that happen to anyone, much less your child.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"565\" data-attachment-id=\"360597\" data-permalink=\"https:\/\/climatescience.press\/?attachment_id=360597\" data-orig-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-132.png?fit=720%2C565&amp;ssl=1\" data-orig-size=\"720,565\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-132.png?fit=720%2C565&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-132.png?resize=720%2C565&#038;ssl=1\" alt=\"\" class=\"wp-image-360597\" srcset=\"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-132.png?w=720&amp;ssl=1 720w, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/image-132.png?resize=300%2C235&amp;ssl=1 300w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">The Salk vaccine brought a huge benefit. I can guarantee we don\u2019t want to go back to those days. Different vaccines, different benefits, different questions, different issues, there\u2019s no one overarching \u201cAre vaccines good or bad?\u201d question.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">My best regards to each of you, stay well out there in this lovely but deadly world,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">w.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PS<\/strong>\u2014I\u2019m still persona non-grata on X, with my account improperly suspended as I explain in my blog post below:<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-skating-under-the-ice wp-block-embed-skating-under-the-ice\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"XM2AEyQqew\"><a href=\"https:\/\/rosebyanyothernameblog.wordpress.com\/2025\/01\/01\/%f0%9d%95%8f-censorship-rides-again\/\">\ud835\udd4f Censorship Rides&nbsp;Again<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\ud835\udd4f Censorship Rides&nbsp;Again&#8221; &#8212; Skating Under The Ice\" src=\"https:\/\/rosebyanyothernameblog.wordpress.com\/2025\/01\/01\/%f0%9d%95%8f-censorship-rides-again\/embed\/#?secret=ttfcjaB8sA#?secret=XM2AEyQqew\" data-secret=\"XM2AEyQqew\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">I ask anyone on X to use any leverage you have to get the X censorship gods to unsuspend my account, @WEschenbach. If you could do me the honor of linking to my blog post above, it will allow my voice to be heard.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>As Usual:<\/strong>&nbsp;I ask when you comment that you quote the exact words you are discussing, so we can all be clear about your subject.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As an amateur scientist, I am all in favor of one aspect of the emergence of artificial intelligence (AI). I employ it as the world\u2019s fastest librarian, able to gather and summarize an amazing amount of data in a few moments.<\/p>\n","protected":false},"author":121246920,"featured_media":360599,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_crdt_document":"","advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[1],"tags":[691822666,691819383,691821472,691820497],"class_list":{"0":"post-360589","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-uncategorized","8":"tag-artificial-intelligence-ai","9":"tag-rainfall","10":"tag-research","11":"tag-vaccination","13":"fallback-thumbnail"},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/01\/0bigstock-Future-Artificial-Intelligence-347423443-2048x1251-1.jpg?fit=2048%2C1251&ssl=1","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paxLW1-1vNX","jetpack-related-posts":[{"id":280966,"url":"https:\/\/climatescience.press\/?p=280966","url_meta":{"origin":360589,"position":0},"title":"The AI Revolution Is Bad News for Net Zero","author":"uwe.roland.gross","date":"28\/09\/2023","format":false,"excerpt":"Artificial intelligence (AI) is taking the world by storm. New AI applications are announced daily. Amazon, Apple, Google, Meta, Microsoft, and many companies tout plans for artificial intelligence capabilities. But the AI revolution is bad news for global efforts to achieve net-zero emissions.","rel":"","context":"In \"Artificial Intelligence (AI)\"","block_context":{"text":"Artificial Intelligence (AI)","link":"https:\/\/climatescience.press\/?tag=artificial-intelligence-ai"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/09\/00Apocalypse-AI-Pixabay-1024x682-1.jpg?fit=1024%2C682&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/09\/00Apocalypse-AI-Pixabay-1024x682-1.jpg?fit=1024%2C682&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/09\/00Apocalypse-AI-Pixabay-1024x682-1.jpg?fit=1024%2C682&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/09\/00Apocalypse-AI-Pixabay-1024x682-1.jpg?fit=1024%2C682&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":287139,"url":"https:\/\/climatescience.press\/?p=287139","url_meta":{"origin":360589,"position":1},"title":"\u00a315 Million AI Climate Change Grant for the University of Southampton","author":"uwe.roland.gross","date":"08\/11\/2023","format":false,"excerpt":"Southampton will be at the forefront of government plans to make the UK a leading force for artificial intelligence after it was awarded millions of pounds.The University of Southampton has been given \u00a315m for a training centre aimed at developing artificial intelligence to tackle climate change. From Watts Up With\u2026","rel":"","context":"In \"AI (artificial intelligence)\"","block_context":{"text":"AI (artificial intelligence)","link":"https:\/\/climatescience.press\/?tag=ai-artificial-intelligence-2"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/11\/0image-20151103-16547-1kawsyc.webp?fit=1200%2C591&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/11\/0image-20151103-16547-1kawsyc.webp?fit=1200%2C591&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/11\/0image-20151103-16547-1kawsyc.webp?fit=1200%2C591&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/11\/0image-20151103-16547-1kawsyc.webp?fit=1200%2C591&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2023\/11\/0image-20151103-16547-1kawsyc.webp?fit=1200%2C591&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":419211,"url":"https:\/\/climatescience.press\/?p=419211","url_meta":{"origin":360589,"position":2},"title":"CFACT comments on using AI to understand big bodies of research","author":"uwe.roland.gross","date":"30\/12\/2025","format":false,"excerpt":"I recently had the honor to write CFACT comments in response to an Energy Department (DOE) request for information (RFI). The topic is \u201cTransformational Artificial Intelligence Models\u201d where the transformation in question is that of improving scientific and engineering research. DOE is one of the world\u2019s biggest funders of physical\u2026","rel":"","context":"In \"artificial intelligence (AI) models\"","block_context":{"text":"artificial intelligence (AI) models","link":"https:\/\/climatescience.press\/?tag=artificial-intelligence-ai-models"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/12\/AQOpfb63yU8UwlgeXVRy7QT6K9gTlF_VGqc9iGse3Xro8ixNdxpMgZrPm_v83mGUEsg0qt4f8qrHWmE_rnqAgqHp-9-r8heKLY8SDlCBPDAhejvPqCBRtvDrxMbc4WQ.jpeg?fit=1200%2C793&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/12\/AQOpfb63yU8UwlgeXVRy7QT6K9gTlF_VGqc9iGse3Xro8ixNdxpMgZrPm_v83mGUEsg0qt4f8qrHWmE_rnqAgqHp-9-r8heKLY8SDlCBPDAhejvPqCBRtvDrxMbc4WQ.jpeg?fit=1200%2C793&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/12\/AQOpfb63yU8UwlgeXVRy7QT6K9gTlF_VGqc9iGse3Xro8ixNdxpMgZrPm_v83mGUEsg0qt4f8qrHWmE_rnqAgqHp-9-r8heKLY8SDlCBPDAhejvPqCBRtvDrxMbc4WQ.jpeg?fit=1200%2C793&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/12\/AQOpfb63yU8UwlgeXVRy7QT6K9gTlF_VGqc9iGse3Xro8ixNdxpMgZrPm_v83mGUEsg0qt4f8qrHWmE_rnqAgqHp-9-r8heKLY8SDlCBPDAhejvPqCBRtvDrxMbc4WQ.jpeg?fit=1200%2C793&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/12\/AQOpfb63yU8UwlgeXVRy7QT6K9gTlF_VGqc9iGse3Xro8ixNdxpMgZrPm_v83mGUEsg0qt4f8qrHWmE_rnqAgqHp-9-r8heKLY8SDlCBPDAhejvPqCBRtvDrxMbc4WQ.jpeg?fit=1200%2C793&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":428171,"url":"https:\/\/climatescience.press\/?p=428171","url_meta":{"origin":360589,"position":3},"title":"United Nations Launches New IPCC for Artificial Intelligence, Bernie Sanders Issues Dire Warnings","author":"uwe.roland.gross","date":"26\/02\/2026","format":false,"excerpt":"Out with the old scare, in with the new. The United Nations aren\u2019t the only group dumping climate change and jumping on the AI bandwagon.","rel":"","context":"In \"AI (artificial intelligence)\"","block_context":{"text":"AI (artificial intelligence)","link":"https:\/\/climatescience.press\/?tag=ai-artificial-intelligence-2"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/02\/0Screenshot-2026-02-26-200928.png?fit=1120%2C940&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/02\/0Screenshot-2026-02-26-200928.png?fit=1120%2C940&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/02\/0Screenshot-2026-02-26-200928.png?fit=1120%2C940&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/02\/0Screenshot-2026-02-26-200928.png?fit=1120%2C940&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2026\/02\/0Screenshot-2026-02-26-200928.png?fit=1120%2C940&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":405068,"url":"https:\/\/climatescience.press\/?p=405068","url_meta":{"origin":360589,"position":4},"title":"CCA: Artificial Intelligence is a Challenge to Climate Goals","author":"uwe.roland.gross","date":"26\/09\/2025","format":false,"excerpt":"How can a data center with co-located batteries be expected to compete against China\u2019s coal powered data centers, or the USA\u2019s gas- and nuclear-powered data centers?","rel":"","context":"In \"2035 Targets Advice\"","block_context":{"text":"2035 Targets Advice","link":"https:\/\/climatescience.press\/?tag=2035-targets-advice"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/09\/AQOAqzCCpYCpI6XNtng7SFR6DdxH4LIyML878RtRZQjWZqK_oZdfGU0DakI8ExMzFqUYKPuT9tx0F3kSpFZP5b4tJtuTsuvGto_DUSKKdpddci5ArZbvAMyApEdrMCQPs6UfhTH3tDMMoCeBCMojTYvUr94P.jpeg?fit=1200%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/09\/AQOAqzCCpYCpI6XNtng7SFR6DdxH4LIyML878RtRZQjWZqK_oZdfGU0DakI8ExMzFqUYKPuT9tx0F3kSpFZP5b4tJtuTsuvGto_DUSKKdpddci5ArZbvAMyApEdrMCQPs6UfhTH3tDMMoCeBCMojTYvUr94P.jpeg?fit=1200%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/09\/AQOAqzCCpYCpI6XNtng7SFR6DdxH4LIyML878RtRZQjWZqK_oZdfGU0DakI8ExMzFqUYKPuT9tx0F3kSpFZP5b4tJtuTsuvGto_DUSKKdpddci5ArZbvAMyApEdrMCQPs6UfhTH3tDMMoCeBCMojTYvUr94P.jpeg?fit=1200%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/09\/AQOAqzCCpYCpI6XNtng7SFR6DdxH4LIyML878RtRZQjWZqK_oZdfGU0DakI8ExMzFqUYKPuT9tx0F3kSpFZP5b4tJtuTsuvGto_DUSKKdpddci5ArZbvAMyApEdrMCQPs6UfhTH3tDMMoCeBCMojTYvUr94P.jpeg?fit=1200%2C1200&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2025\/09\/AQOAqzCCpYCpI6XNtng7SFR6DdxH4LIyML878RtRZQjWZqK_oZdfGU0DakI8ExMzFqUYKPuT9tx0F3kSpFZP5b4tJtuTsuvGto_DUSKKdpddci5ArZbvAMyApEdrMCQPs6UfhTH3tDMMoCeBCMojTYvUr94P.jpeg?fit=1200%2C1200&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":293598,"url":"https:\/\/climatescience.press\/?p=293598","url_meta":{"origin":360589,"position":5},"title":"AI Researchers Pushing Their Value to Climate Activists","author":"uwe.roland.gross","date":"03\/01\/2024","format":false,"excerpt":"According to advocates, AI can generate better flood predictions than physics and geography. But is this just more magic box thinking?","rel":"","context":"In \"AI (artificial intelligence)\"","block_context":{"text":"AI (artificial intelligence)","link":"https:\/\/climatescience.press\/?tag=ai-artificial-intelligence-2"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/01\/0aiclimateban.jpg?fit=1200%2C643&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/01\/0aiclimateban.jpg?fit=1200%2C643&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/01\/0aiclimateban.jpg?fit=1200%2C643&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/01\/0aiclimateban.jpg?fit=1200%2C643&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/climatescience.press\/wp-content\/uploads\/2024\/01\/0aiclimateban.jpg?fit=1200%2C643&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts\/360589","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/users\/121246920"}],"replies":[{"embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=360589"}],"version-history":[{"count":5,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts\/360589\/revisions"}],"predecessor-version":[{"id":360600,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/posts\/360589\/revisions\/360600"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=\/wp\/v2\/media\/360599"}],"wp:attachment":[{"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=360589"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=360589"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/climatescience.press\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=360589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}