Monthly Writings

Evaluations and reviews of the latest in the field.

Will Artificial Intelligence Replace Clinicians?

After reading this article, you will be able to discuss the role of artificial intelligence (AI) in healthcare and the increased digital skills clinicians will need to be involved.

SUMMARY:

  • AI will dramatically change how and when care is provided.

  • Numerous tools will be available within the digital healthcare space, with limited clinical evaluations.

  • Development of autonomous AI systems in healthcare settings has raised major concerns about whether such technologies might replace human clinicians


ROLE of AI In CLINICAL CARE

  • AI tools in healthcare address areas including:

    • Business Operations (Coding, billing, scheduling)

    • Direct to Consumer (Chatbots, wearables, sensors)

    • Clinical (Personalized assessment & treatment recommendations)

    • Hybrid (Tools serving multiple purposes)

NEED A NEW MODEL:

  • To drive success, need to shift from RPM as a technology tool to a mode of true care transformation and delivery.

  • Need to shift focus toward a team-based, protocol-driven program providing total care

  • Patient Risk Stratification becomes critical.

    • Consider readmission and clinical deterioration likelihood

  • Not everyone needs to be remotely monitored/cared for

  • The New Model: An Inter-collaborative Team

    • Designed to provide comprehensive integrated strategies to provide coordinated patient management, improve outcomes, and decrease costs.

    • Patient Centric

    • Dynamic process

  • AI Benefits

    • Develop & share care plans

    • Answer patients' questions

    • Secure messaging

    • Appointment scheduling

    • Treatment recommendations

    • Medication titration

    • Early warning prompts

     

    AI Implementations

    • Lack of formal evaluation of programs

    • Model accuracy

    • Model Bias

    • Implementation varies substantially

      • Needs a tailored strategy as opposed to a “one size fits all” approach

Guidelines on how to ensure optimal use of AI are lacking

  • Most health systems struggle to develop proper evaluation & monitoring of AI

  • Processes typically focus on safety & process compliance and not effectiveness

Clinician In The Loop Model (Clinician-AI  Collaboration)

  • Imaging is the most studied area.

  • AI integration can impact clinician workload for imaging interpretation and % time saved

How AI Will Change Clinical Practice

  • The digital clinician of tomorrow will require an ever-increasing set of digital skills

  • A shift from data knowledge to data interpretation from digital sources

  • Responsibilities:

    • Who will be responsible for monitoring the data?

    • Who will explain the findings?

Will AI Replace Clinicians

  • The conversation needs to shift from “Should we” use AI to “How do we use AI”

  • The future is not replacement but rather collaboration, with AI being another clinical tool to aid in patient care.

  • AI will not replace clinicians, but clinicians who use AI will replace those who do not.

CONCLUSIONS:

  • AI is profoundly changing healthcare, from data collection to diagnosis and treatment.

  • AI should not be considered a single-use innovation.

  • A coordinated AI strategy is needed to address the known challenges and avoid fragmented, expensive AI mistakes.

  • AI will not replace clinicians, but clinicians who use AI will replace those who do not.

AI is changing how patients and clinicians interact with the healthcare system.

  • With few peer-reviewed evaluations, a large challenge exists in which tools need evaluation, how evaluations should be conducted and who is responsible.

  • Numerous tools are entered into clinical practice with limited or non-existent evaluation and possibly without regulatory review.

  • Human-in-the-loop interactions are necessary for optimal relationships between clinician and AI algorithms.

Developing an AI strategy first is paramount before acquiring AI tools.

Let’s start the conversation.

Erkan Hassan