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.

peer-reviewed scientific journal

magazine

nonprofit investigative journalism organization based in New York City

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

scientific article published in 2006

Not mentioned in the transcript.

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

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.

scientific article published in June 2017

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

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

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

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

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

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

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

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.

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.

Research referenced about hidden text embedded in model weights.

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

scientific journal

database of handwritten digits

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

landmark United States Supreme Court 1964 ruling

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

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

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.

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

1998 paper regarding withdrawal from retirement accounts

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

scientific article published on 01 January 1994

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

chemical compound

series of social psychology experiments, studying obedience to authority figures

mathematics book from Donald Knuth

rare neurodegenerative disease with amyotrophy and progressive paralysis

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

language understanding across multiple domains

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

survey research program conducted by the National Center for Health Statistics

APOE3 allele referenced alongside APOE4 in discussions of genetic risk.

environmental protocol designed to protect the ozone layer

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

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

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

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

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

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

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.

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

A data curation project that showed human experts could not predict the filtering criteria of their automated system, highlighting the limitations of human judgment in data curation.

A population-based cohort study on artificial sweeteners and cancer risk, which found an increased cancer incidence within its cohort attributed to artificial sweeteners like aspartame and Ace-K.

Author of a 2016 study that investigated if individuals with more fat-free mass require more protein to maximize muscle protein synthesis.

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.

controversial 1971 psychological experiment

multiple exposure image of deep space in the constellation Ursa Major

A highly successful omega-3 trial using 4 grams of EPA (Vascepa), which showed a 25% reduction in cardiovascular events and identified the achieved omega-3 level as the strongest predictor of benefit.

SNP in APOE increasing the risk of dementia

clinical trial

sub-project of Project MKULTRA

Clinical research study

powerful explosion that occurred near the Podkamennaya Tunguska River

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

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

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

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

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

2025 U.S. legislation on stablecoin regulation

group of related bird species in the Galápagos Islands

One of four identified genes associated with 'genetic short sleepers' who can thrive on less sleep (e.g., 6.25 hours) without cognitive or physical impairment.

An influential paper on AI reasoning that OpenAI deviated from for 01's training by using model-generated chains of thought.

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

journal

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.

former research initiative

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

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

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

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

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

modern town in Attica, Greece

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

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

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

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

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

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

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.

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

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