Printed from Production AI Institute public record

https://www.productionai.institute/graph/sources/src-aiid-report-759

Production AI Institute · Public recordRecord
Production AI Institute
Briefing
Briefing

Today's public AI briefing: what changed, what went wrong, and what the evidence says.

Open Briefing →
Today's AI briefingThe daily record of what changed and broke.Public record explorerSearch every incident, entity, and source.
Check
Check

Inspect tools, incidents, and data-use disclosures against the public record.

Open Check →
Check an AI toolWhat a tool actually does with your data.Run exposure checkTest your own stack against the record.Data-use indexDisclosures across the major AI tools.Incident registryDocumented production AI failures.
The Lab
The Lab

Independent research instruments: model and agent scorecards, moral-reasoning evals, and ecosystem assessments.

Open The Lab →
The LabHow frontier models and agents actually perform.AI Morality CompassTest models on hard moral cases.Agent readinessIs the agent ecosystem production-ready?Ecosystem assessmentsIndependent reviews of the AI stack.Model & agent evalsOpen evaluations and their results.Research libraryEvidence-led analysis and briefings.
Learn
Learn

The open standard, the tools built on it, and the research that interprets the record.

Open Learn →
The FrameworkThe open production safety framework, explained.AI Adoption GuideFive stages from gated access to safe autonomy.Production AI Deployment GuideBuild a governed production system on Microsoft or AWS.Five-Year Automation RoadmapSequence enterprise capability, controls, and value.WorkflowOS · open sourceBuild governed AI workflows.Workflow libraryReady-made governed workflows.InsightsResearch articles on the record.
Act
Act

Turn uncertainty into public evidence: ask, disclose, build evidence, or correct.

Open Act →
Ask for disclosureRequest a public data-use answer.Submit a correctionFlag something wrong or missing on the record.Save a watchTell PAI what to keep current for you.
Method
Method

How the public record is made, governed, corrected, cited, and kept independent.

Open Method →
How records are madeSourcing, review, and correction.
Check an AI tool
Record
Record
Check an AI tool
<- Public record explorer
news source
Production AI public record - EditorialMethod →

The National Residency Matching Program as a Labor Market

Source evidence cited by public records. This page shows where the source is used, its trust tier, and when it was last checked in the seed.

Trust tier
secondary
Linked records
1
Edges
0
Checked
checked 2607d ago

Records using this source

  • Inefficiencies in the United States Resident Matching Program

    event | 1 Nov 2022 | 82%

    Alvin Roth, a Ph.D at the University of Pittsburgh, describes the National Resident Matching Program (NRMP) and suggests future changes that are needed in the algorithm used to match recently graduated medical students to their residency programs.

Source details

  • Type: news

  • Tier: secondary

  • Publisher: stanford.edu

  • Last checked: 1 June 2019

Public URL

http://stanford.edu/~alroth/papers/1996_JAMA_NMRPasLaborMarket.html
Cite this record

"The National Residency Matching Program as a Labor Market." https://www.productionai.institute/graph/sources/src-aiid-report-759 (observed 2019-06-01; retrieved 2026-07-21). PAI.

Share on XShare on LinkedInCitation guide →
Public record

This record is maintained by PAI and free to cite. If something is wrong or missing, tell us. Corrections and source suggestions keep the record honest.

Follow policy changes ->Save a watch ->Submit a correction
Records are free to cite. citation guidance.
PAI
Production AI Institute

The public record and operating memory for production AI: what changed, what broke, and what the evidence says.

WorkflowOS · open source (MIT)
Navigate
Briefing
OverviewToday's AI briefingPublic record explorer
Check
Check an AI toolRun exposure checkData-use indexIncident registry
The Lab
The LabAI Morality CompassAgent readinessEcosystem assessmentsModel & agent evalsResearch library
Learn
The FrameworkAI Adoption GuideProduction AI Deployment GuideFive-Year Automation RoadmapWorkflowOS · open sourceWorkflow libraryInsights
Act
Ask for disclosureSubmit a correctionSave a watch
Method & trust
How records are madeCorrectionsHow to citeContact
© 2026 Production AI Institute · CC BY 4.0
AboutPrivacyTermsSecurityGovernanceIndependence