Studies & Research

long-term U.S. national health study that has focused on strategies for preventing the major causes of death, disability, and frailty in older women, specifically heart disease, cancer, and osteoporotic fractures

Longterm biobank study of 500,000 people

US government initiative to accelerate COVID-19 vaccine and therapeutic development, used as an example of advanced market commitments.

nonprofit investigative journalism organization based in New York City

peer-reviewed scientific journal

magazine

scientific article published in 2006

A benchmark where Claude models are noted to be ahead in coding.

SAGE gallium neutrino experiment; another key test in the gallium-series investigations related to sterile neutrino hints.

A clinical trial using metformin to delay the onset of a second age-related disease in people who already have one, representing a strategy for aging intervention trials.

Used as an example in quantum theory where observing interference patterns can lead to conclusions about multiple universes.

Not mentioned in the transcript.

A famous psychological experiment testing delayed gratification in children, illustrating the concept of 'no-go' behavior and self-control.

scientific article published in June 2017

An astronomical survey utilizing large telescopes to collect vast amounts of data, with Fermilab playing a crucial role.

instance of the biological pathway in Homo sapiens with Reactome ID (R-HSA-5334118)

An upcoming study that will attempt to answer the question of Metformin's geroprotective effects in humans by studying disease onset in susceptible but otherwise healthy individuals.

scientific journal

set of partial differential equations that describe how electric and magnetic fields are generated and altered by each other and by charges and currents

Research referenced about hidden text embedded in model weights.

A study on saturated vs. polyunsaturated fats and cardiac events, which has been cited by anti-seed oil advocates but has significant weaknesses.

A research paper that presented a more correct version of scaling laws for language models, influencing people's approach to optimizing models for inference budgets and context windows.

A study that set the gold standard recommendation for blood pressure at 120/80. It found that aggressively managing blood pressure in hypertensive patients preserved brain gray matter and cognitive functions.

database of handwritten digits

Late-1990s neoconservative think tank cited as advocating stronger foreign policy and occupation abroad.

A protein linked to Alzheimer's disease pathology; Vitamin D can enhance its removal from the brain and lower plaque burden.

AI reinforcement learning milestone discussed as an example of learning rules applied to complex tasks.

A cardiovascular outcome trial for Evolocumab (a PCSK9 inhibitor) in patients with stable ASCVD, showing a 15% reduction in major adverse cardiovascular events.

Targeting Aging with Metformin, a proposed human clinical trial to investigate Metformin's longevity benefits in non-diabetic individuals, inspired by epidemiological data.

conjecture about the existence of infinitely many twin primes

cardiovascular cohert study

Another large trial of high-dose omega-3s (predominantly EPA with DHA) that, when compared to a corn oil placebo, showed essentially no cardiovascular benefit, contrasting with REDUCE-IT.

scientific article published on 01 April 2019

series of social psychology experiments, studying obedience to authority figures

An experiment with detectors at Fermilab and Minnesota that provides evidence for neutrino oscillations over distance.

Nutritional surveys in the United States showing typical protein distribution across meals, skewed towards evening.

landmark United States Supreme Court 1964 ruling

survey research program conducted by the National Center for Health Statistics

mathematics book from Donald Knuth

scientific article published on 01 January 1994

A study cited as foundational evidence for the benefits of monounsaturated fatty acids (MUFAs) in heart health.

rare neurodegenerative disease with amyotrophy and progressive paralysis

language understanding across multiple domains

Reported detection of phosphine in Venus' atmosphere as a potential biosignature; subsequent observations cast doubt and rule out clear abiotic explanations.

APOE3 allele referenced alongside APOE4 in discussions of genetic risk.

An observational study mentioned as a precursor to the WHI, which provided initial hypotheses about hormone therapy's effects.

1998 paper regarding withdrawal from retirement accounts

chemical compound

A clinical trial backing Zoe's approach, described as the gold standard of scientific research.

environmental protocol designed to protect the ozone layer

The Vitamin D and Omega-3 Trial, mentioned as another research study Dr. Manson is involved in.

External benchmark task involving trick questions with spatial reasoning; cited against Gemini 3 Flash.

A common NLP benchmark mentioned as one of the public evaluations that IMB has reviewed and cleaned for ambiguity and data contamination.

A difficult mathematics benchmark used to compare model accuracy, showing Gemini 3 Flash's performance against others.

powerful explosion that occurred near the Podkamennaya Tunguska River

Clinical research study

Described as a brain–body stress-regulation system affected by alcohol; baseline cortisol changes discussed.

Study that found no discernible disruption in the labor market 33 months after ChatGPT's release.

A fascinating study from the field of psychology showing that habitual coffee drinkers may experience enhanced performance on a simple reaction time task merely from the sight and smell of coffee, without ingestion.

A study that investigated whether exogenous testosterone increases the risk of cardiovascular events (ASCVD) and prostate cancer in men.

A long-term, ongoing cardiovascular cohort study, cited for percentile data on ApoB levels.

Variant of the GPQA benchmark; discussed in the context of GPT-5.2's ranking.

A comparative meta-analysis titled 'Comparative meta-analysis of the effective concentrated hydrolyzed and isolated whey protein supplementation on body composition of physical activity practitioners' that examined the effects of different whey protein types on body composition, ultimately finding little practical difference between whey concentrate and isolate.

particle physics experiment

A 1982 study comparing muscle fiber characteristics between untrained, 6-month trained, and experienced lifters, providing indirect evidence for hyperplasia.

Conducted a classic study comparing quarter squats versus parallel squats, finding greater quadriceps growth with deeper squats.

Cited as a historical example of racism in healthcare that could explain residual distrust in the medical establishment, but cautioned against conflating past causes with present conditions.

Benchmark questions crafted by industry experts; tests across 44 occupations; termed 'well specified'.

A large cardiovascular outcomes trial that showed no cardiovascular benefits from niacin therapy.

OpenAI model version cited in benchmark comparisons (e.g., Codeex/Max contexts).

A study that showed women with higher androgens had more coronary artery calcium progression, worse endothelial reactivity, and increased concentric remodeling.

A cardiovascular outcome trial for Alirocumab (a PCSK9 inhibitor) in patients with recent acute coronary syndrome, showing a 15% reduction in major adverse cardiovascular events.

The 1953 coup in Iran (often attributed to CIA/UK actions) discussed as a historical US-UK meddling operation.

Research in the UK showing that individuals with more control and autonomy in their jobs experience better health and less stress.

sub-project of Project MKULTRA

experimentation on the effects of starvation

A paper and approach that focuses on verifying individual reasoning steps rather than just the final answer, a key predecessor to 01's training.

A 2013 study that observed faster weight gain resulting in additional fat mass gains with no significant difference in lean mass or strength compared to slower weight gain in elite athletes.

A study titled 'Low skeletal muscle Capillarization limits muscle adaptations to resistance training and older adults' finding a correlation between capillary density and muscle hypertrophy, especially in older adults.

Polymerase chain reaction, a molecular biology technique enabled by Thermus aquaticus.

The maximum rate at which the body can utilize oxygen; a standardized measure of cardiorespiratory fitness (CRF). Expressed in mL/kg/min and linked to mortality risk.

A series of experiments by James B. Calhoun that observed rat colonies in abundance, ultimately leading to self-destruction due to competition for status.

A clinical trial conducted at UCSF, published in Nature (2023), focused on using ECOG sensors to decode speech from a paralyzed patient.

A foundational study in mice that demonstrated the health benefits of restricting feeding to a specific window, even without reducing caloric intake.

Cited as the source of knowledge that there are billions of exoplanets in our galaxy.

Scaling laws research that assumed IID data, which Ari Morcos critiques for overlooking data quality's impact.

modern town in Attica, Greece

Published a 2021 study on the influence of a strength phase followed by a hypertrophy phase on muscular adaptations.

clinical trial

A previous Fermilab experiment from the 1990s that utilized the triangle technique for detector design, which the current project is adapting.

electromagnetic radiation as a remnant from an early stage of the universe in Big Bang cosmology

A paper by Sigmund Freud which initially supported the theory that hysteria was caused by real sexual trauma in childhood.

The famous experiments by Ivan Pavlov where dogs were conditioned to salivate at the sound of a bell, demonstrating classical conditioning.

organization of English workers in the 19th century protesting adoption of textile machinery

SNP in APOE increasing the risk of dementia

former research initiative

A significant study, sponsored by Nova Nordisk, that showed a 20% reduction in severe cardiovascular events in overweight individuals (without Type 2 diabetes) on Semaglutide, independent of weight loss.

A study on untrained males doing eccentric knee extension training for eight weeks, where phototherapy significantly improved muscle thickness and isometric/eccentric peak torque of the quads.

journal

Journal that published a study on 21,207 marijuana users showing decreased activity in the hippocampus, affecting memory centers.