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

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

scientific article published in 2006

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

scientific article published in June 2017

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

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

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

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.

Not mentioned in the transcript.

scientific journal

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

database of handwritten digits

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

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

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.

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

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.

Research referenced about hidden text embedded in model weights.

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

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.

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

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

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

cardiovascular cohert study

conjecture about the existence of infinitely many twin primes

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

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

series of social psychology experiments, studying obedience to authority figures

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

environmental protocol designed to protect the ozone layer

survey research program conducted by the National Center for Health Statistics

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

scientific article published on 01 January 1994

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

rare neurodegenerative disease with amyotrophy and progressive paralysis

mathematics book from Donald Knuth

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.

landmark United States Supreme Court 1964 ruling

APOE3 allele referenced alongside APOE4 in discussions of genetic risk.

1998 paper regarding withdrawal from retirement accounts

chemical compound

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

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

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

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

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

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.

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

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

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.

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

2025 U.S. legislation on stablecoin regulation

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.

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

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

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

Authors of a paper that popularized backpropagation, making it widely known in the field.

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

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.

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 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.

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

sub-project of Project MKULTRA

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

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

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 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.

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

A large study involving African-Americans where data on sleep and evening substance intake was collected by Spadola et al.

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

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

clinical trial

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

modern town in Attica, Greece

SNP in APOE increasing the risk of dementia

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

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

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

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

controversial 1971 psychological experiment

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

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.

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.