Citation Vault

Background

The following document is an early draft of a 'citation vault' — a website that would allow users to embed primary-sourced facts about the current state of American infrastructure directly into blog comments, posts, articles, etc., using a simple javascript snippet.

The initial focus would be U.S. infrastructure: literacy, the school system, roads and bridges, health, the healthcare system, the environment, demographics, etc.

People reading content with embedded facts would be able to easily navigate to the primary source, and also back to each fact's page on the citation vault. There they would be able to debate the best source for any given fact, see how other people are using the same fact in different ways across the web, propose new facts, etc.

Why is this necessary?

Americans get an increasing amount their political news from Facebook comments, blog posts, newspaper articles, etc. However, even though many commenters on these sites know what they're talking about and are willing to spend tons of time writing content to try to educate others, ultimately few minds actually get changed since most of these comments aren't primary sourced. This is due to the extreme difficulty of finding the best source (and the actual truth) about any given issue.

This creates an arbitrage opportunity, where you can find people who are already doing the work to educate others online and then supply them with facts that are A) true B) important C) convincing. By providing this key tool at exactly the right place and time, it's possible to create a disproportionately large amount of political and social change.

MVP Focus:

Current state of this document:

FAQ:

Aren't there a never ending number of important facts about the state of American infrastructure?
Facts likely approximately follow Zipf's Law in terms of their relative importance. That is, the most important fact about the current state of US infrastructure is likely 10x more important than the 10th most important fact, 100x as important as the 100th most important fact, etc. The vast majority of news articles about the current state of the US basically cite the same set of 1000 or so facts — or at least they would be in principle, since in practice the media gets it wrong as often as not about any given subject.

Could you use some sort of computer algorithm to aggregate these facts?
No, because even if a fact is ubiquitously cited in the media, that doesn't make it actually true. And there are countless cases where multiple major media outlet make up the same fact out of thin air. E.g. 132 million Americans don't have dental insurance, 160,000 thousand kids stay home every day from school because they are bullied, etc. Both are ubiquitously cited and heartbreaking, but also completely made up.

Have any of these ideas been tested in the real world?
Yes! I've written several comments on Hacker News and Reddit with relevant facts from this vaults embedded within them. These typically get significant upvotes and visibility. Cf. comments on Peter Thiel's graph of the year, estimated drug deaths, college tuition increases, deaths from medical errors, literacy levels, etc.

Index

Literacy

Parenting

Infrastructure

Mental Health

Drug War

Food & Nutrition

Science
Required Reading:

Statistics

Health

Neurodevelopmental disorders

Chronic Diseases

Chronic Pain

Insomnia

Good News

Conclusion

Demographics

Criminal Justice System

Required Reading

Family & Community Life

Medical System

Health Care Usage

Unmet need for medical care due to cost

Iatrogenic deaths, injury, & disability

Quality of Care

Insurance

Cost of Care

Health Literacy

Antibiotic Resistance

Medical Adherence

Required Reading

Pharmaceuticals

Drug Approval Statistics

Selective Enrollment

Manipulation of Statistical Tests

Efficacy Requirements

Relapse Prevention Studies

Statistical vs Clinical Significance

Hiding Bad Data

Control Over Research

Drug Company Funding & Research Outcomes

FDA Conflicts of Interest

Lobbying

Off-label Prescriptions

Clinical Guidelines

Marketing To Doctors

Medical Journals

Phase IV Trials

Continuing Education

Patent Extension

Direct-to-consumer Advertising

Required Reading

Jobs

Environment

K-12 Education

Standardized Testing

Value-Added Assessment of Teachers - Empirical Evidence of Efficacy

Value-Added Assessment of Teachers - Statistical Problems

Value-Added Assessment of Teachers - Practical Problems with Implementation

School Choice / Vouchers

Tenure / Unions

Charter Schools

Merit Pay

Enrollment & Graduation Statistics

English Language Learners

Funding

Safety

LGBTQ

Special Education

Distance Education

Student Employment

K12 Funding

Student Poverty

Recommended Reading

College education

College Tuition

Student Loan Debt

College Enrollment

Degree Attainment

Graduate Salaries

Employment

College Majors

Institutional Revenue and Expenses

Mal-employment of College Graduates