Deep learning is a black box, but health care won't mind.

Newspaper/Magazine Article

Deep learning is a black box, but health care won't mind.

May 10, 2017

Brouillette M. MIT Technol Rev. April 27, 2017.

View more articles from the same authors.

Artificial intelligence can support diagnostic decision-making. This magazine article reports on the use of algorithms to identify dermatologic cancers and highlights progress toward achieving success with these tools.

Free full text

Related study

Related Resources From the Same Author(s)

AI can't replace doctors. But it can make them better.

October 31, 2018

Johns Hopkins receives $10 million to open patient safety institute.

January 30, 2005

The Failure Issue.

April 6, 2011

Insulin pumps have most reported problems in FDA database.

December 5, 2018

Bias in the ER. Doctors suffer from the same cognitive distortions as the rest of us.

February 22, 2017

A lost voice.

March 1, 2017

Curing our diagnostic disorder.

October 25, 2017

Improving patient care through improved caregiver support.

September 13, 2017

SOPS Ambulatory Surgery Center Survey: What You Need to Know.

April 27, 2023 - April 27, 2023

Laura Levis' death outside ER has changed hospital signage, lighting in Mass.

May 10, 2023

How to master the new art of training: teamwork on the fly.

April 11, 2012

How to reduce maternal mortality rates in the United States.

May 8, 2019

Pandemic imperiled non-English speakers more than others.

May 5, 2021

COVID-19 leads to increased need for dialysis machines.

May 6, 2020

How redesigning the abrasive alarms of hospital soundscapes can save lives.

April 12, 2017

Safety and Ethics in Healthcare: A Guide to Getting it Right.

October 10, 2007

A boy's life is lost to sepsis. Thousands are saved in his wake.

April 26, 2017

To combat physician burnout and improve care, fix the electronic health record.

April 11, 2018

Secret data on hospital inspections may soon become public.

May 3, 2017

Many COVID-19 survivors will be left traumatized by their ICU experience.

May 6, 2020

Risk mitigation in large scale systems: lessons from high reliability organizations.

March 6, 2005

Interventions to improve hand hygiene compliance in patient care.

September 1, 2017

34 ways to survive your next trip to the hospital.

May 9, 2018

The next generation of doctors may be learning bad habits at teaching hospitals with many safety violations.

May 2, 2018

Is your hospital really as safe as you think? Our updated hospital safety score can help you find out.

April 16, 2014

2013 John M. Eisenberg Patient Safety and Quality Award Recipients Announced.

January 29, 2014

First do no harm.

March 23, 2011

High-Performance Work Systems in Health Care Management: Parts 1-5.

October 4, 2020

Preventing newborn falls and drops.

April 11, 2018

NHS staff cried in safety interviews, says watchdog.

March 8, 2023

Fire safety in the operating room.

October 1, 2023

Impact of Medical Errors and Malpractice on Health Economics, Quality, and Patient Safety.

April 26, 2017

Start the year off right by addressing these top 10 medication safety concerns from 2021.

February 9, 2022

Leadership committed to safety.

September 2, 2009

Report faults Children's Hospital for medication errors.

June 6, 2018

Walgreens will stop judging its pharmacy staffers by how fast they work.

November 9, 2022

Doctors turned my sister away; less than two years later she died of cervical cancer.

September 9, 2020

'An ongoing nightmare': people with obesity face major obstacles when seeking medical care.

July 14, 2021

Keeping track of aging patients’ medications.

February 13, 2008

Achieving zero inequity: lessons learned from patient safety.

May 27, 2021

‘Medical errors are the third leading cause of death’ and other statistics you should question.

August 9, 2023

A dose of reality for medical malpractice reform.

November 6, 2013

Unintended side effects: arbitration and the deterrence of medical error.

January 21, 2015

Negligence and AI's human users.

November 4, 2020

Too exhausted to act safely?

May 24, 2006

Structural and organizational issues in patient safety: a comparison of health care to other high-hazard industries.

March 6, 2005

When a nurse is prosecuted for a fatal medical mistake, does it make medicine safer?

April 17, 2019

How health care changes when algorithms start making diagnoses.

May 23, 2018

Regulating patient safety: The Patient Protection and Affordable Care Act.

September 21, 2011

How one health system overcame resistance to a surgical checklist.

May 29, 2019

A proposal to use common ground that exists between the medical and legal professions to promote a culture of safety.

July 4, 2007

Constitutional arguments in favor of modifying the HCQIA to allow the dissemination of physician information to healthcare consumers.

July 5, 2006

Our broken health care system and how to fix it: an essay on health law and policy.

June 28, 2006

Many well-known hospitals fail to score high in Medicare rankings.

August 10, 2016

Mounting drug shortages delay treatments for patients with bladder cancer

December 18, 2019

Doctors fear criminalization of medical mistakes.

December 6, 2006

Racial disparities in maternal mortality.

January 20, 2021

Error reporting in organizations.

October 18, 2006

Is surgery safer at a teaching hospital?

November 12, 2014

How one hospital improved patient safety in 10 minutes a day.

November 14, 2018

Draft Guidelines for the Safe Communication of Electronic Medication Information.

September 16, 2015

Disrespectful behavior in healthcare...have we made any progress in the last decade?

July 17, 2013

"Does your knee make more of a click or a clack?"; teaching "Car Talk" to new docs.

March 13, 2019

Silencing many hospital alarms leads to better health care.

February 5, 2014

July 12, 2017

Medication errors attributed to health information technology.

March 29, 2017

Still outside the bull's eye: 2014–2015 Targeted Medication Safety Best Practices.

April 16, 2014

ISMP Canada identifies themes associated with fatal medication events in the home.

March 12, 2014

Using telehealth to revolutionize the speed of making rare disease diagnoses.

September 9, 2020

Start the year off right by preventing these top 10 medication errors and hazards from 2020.

February 10, 2021

Medication error death rate up 500 percent.

September 10, 2008

There's more to the 60 Minutes story on heparin errors.

April 9, 2008

Addressing the Opioid Epidemic: Is There a Role for Physician Education?

August 23, 2017

Fostering ethical conduct through psychological safety.

June 22, 2022

Made whole: the efficacy of legal redress for black women who have suffered injuries from medical bias.

November 30, 2022

America's Hospitals: Improving Quality and Safety: The Joint Commission's Annual Report 2017.

January 24, 2018

Medication Without Harm: WHO's Third Global Patient Safety Challenge.

April 26, 2017

Kind World #42: The Patient.

August 23, 2017

Patient Safety in the Office-Based Practice Setting.

November 15, 2017

Stem the Tide: Addressing the Opioid Epidemic.

November 8, 2017

Agency information collection activities: Assessing the Impact of the National Implementation of TeamSTEPPS Master Training Program; comment request.

September 25, 2013

Standardise, Educate, Harmonise: Commissioning the Conditions for Safer Surgery.

April 23, 2014

During the pandemic, aspire to identify and prevent medication errors and to avoid blaming attitudes.

September 30, 2020

The Retrievals.

August 9, 2023

Rude providers jeopardize patient safety. So stop it.

June 28, 2017

Fall Prevention in Hospitals Training Program.

October 4, 2017

ISMP Medication Safety Self Assessment for High-Alert Medications.

October 4, 2017

Health Care Facility Design Safety Risk Assessment Toolkit.

September 27, 2017

VA hospitals flooded with complaints about care.

September 27, 2017

Why are so many women being misdiagnosed?

August 30, 2017

Maternal deaths at MetroWest hospital prompt state probes.

August 9, 2017

Sophisticated digital aids could help determine what ails you.

August 2, 2017

Care transitions know-how not just for clinicians.

October 11, 2017

CVS taps a design legend to reinvent the prescription label. Next stop: the pharmacy.

October 18, 2017

Improving Patient Care Through Safe Health IT.

January 17, 2018

The other big drug problem: older people taking too many pills.

December 20, 2017

High-alert medications: the safeguards that you should put in place to reduce risks.

November 1, 2017

Day passes for vulnerable patients of psychiatric hospitals can have dangerous, even fatal consequences.

June 21, 2017

Study: clinicians copy and paste about half of text in EHR progress notes.

June 14, 2017

A National Web Conference on Improving Health IT Safety Through the Use of Natural Language Processing to Improve Accuracy of EHR Documentation.

January 18, 2017

Related Resources

Interview

In Conversation with... Susan McGrath, PhD and George Blike, MD about Surveillance Monitoring

April 26, 2023

Perspective

Surveillance Monitoring to Improve Patient Safety in Acute Hospital Care Units

April 26, 2023

Perspectives on Safety

Annual Perspective

Technology as a Tool for Improving Patient Safety

March 29, 2023

Algorithm that detects sepsis cut deaths by nearly 20 percent.

August 24, 2022

Usability of a human factors-based clinical decision support in the emergency department: lessons learned for design and implementation.

May 11, 2022

Should electronic differential diagnosis support be used early or late in the diagnostic process? A multicentre experimental study of Isabel.

October 27, 2021

Can decision support combat incompleteness and bias in routine primary care data?

April 7, 2021

4 skin conditions doctors often misdiagnose.

November 18, 2020

Streamlining care in crisis: rapid creation and implementation of a digital support tool for COVID-19.

October 21, 2020

Dermatology faces a reckoning: lack of darker skin in textbooks and journals harms care for patients of color.

August 5, 2020

Patient safety and quality improvement: ethical principles for a regulatory approach to bias in healthcare machine learning.

July 22, 2020

How real-time data can change the patient safety game.

July 22, 2020

Human-computer collaboration for skin cancer recognition.

July 22, 2020

Systemic defenses to prevent intravenous medication errors in hospitals: a systematic review.

July 1, 2020

Conspicuous by its absence: diagnostic expert testing under uncertainty.

March 25, 2020

Making Healthcare Safer III.

March 18, 2020

How common mental shortcuts can cause major physician errors.

March 4, 2020

Algorithm based smartphone apps to assess risk of skin cancer in adults: systematic review of diagnostic accuracy studies.

March 3, 2020

Application of human factors to improve usability of clinical decision support for diagnostic decision-making: a scenario-based simulation study.

January 8, 2020

The computer will see you now.

August 28, 2019

Six ways to lower errors—and unnecessary surgeries—in radiology exams.

August 21, 2019

Accuracy of computer-aided diagnosis of melanoma: a meta-analysis.

July 10, 2019

Intravenous infusion administration: a comparative study of practices and errors between the United States and England and their implications for patient safety.

July 10, 2019

Perspective

Emerging Safety Issues in Artificial Intelligence

July 1, 2019

Interview

In Conversation With… Suchi Saria, PhD

July 1, 2019

Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study.

June 26, 2019

Hospitals look to computers to predict patient emergencies before they happen.

May 22, 2019

Governing the safety of artificial intelligence in healthcare.

May 8, 2019

Testing and improving the acceptability of a web-based platform for collective intelligence to improve diagnostic accuracy in primary care clinics.

February 27, 2019

Diagnostic heuristics in dermatology—part 1 and part 2.

February 6, 2019

See More About The Topic

Hospitals

Health Care Providers

Information Professionals

Engineers

Dermatology

Deep learning is a black box, but health care won't mind.

Connect With Us

Sign up for Email Updates

Agency for Healthcare Research and Quality

Deep learning is a black box, but health care won't mind.

Connect With Us

Sign up for Email Updates

Agency for Healthcare Research and Quality

Submit Your Innovations

Continue as a Guest

Continue Logged In

Submit Your Innovations

Continue as a Guest

Continue logged in

New Users to the PSNet site