Table 2 Barriers for CPath use in clinical practice mentioned in ≥2 interviews (n = 29).

From: Pathologists’ first opinions on barriers and facilitators of computational pathology adoption in oncological pathology: an international study

Innovation factors

No of interviews (n = 16)

Individual health professional factors

No of interviews (n = 16)

Incentives and resources

No of interviews (n = 16)

Social, political and legal factors

No of interviews (n = 16)

Compatibility

Agreement with recommendation

Availability of necessary resources

Legislation

• Vulnerability of CPath depending on quality of previous steps workflow

3

• Critical attitude towards CPath clinical use

9

• Insufficient staining quality

2

• Liability position/responsibility of pathologists regarding CPath output

7

    

• Unavailability of digital workflow

2

• Unclearness regarding liability in case of error CPath

3

      

• Unawareness regarding applicable regulations CPath use

3

Feasibility

Awareness and familiarity

Financial (dis)incentives

  

• More difficult to develop CPath for rare cancer types

2

• Perception of CPath being a “black-box”

6

• Tremendous financial investment

3

  

• Time associated with CPath implementation process

2

• Limited knowledge regarding CPath

5

• Relative small budget pathology departments

2

  

• Effort to guide CPath before and after tissue analysis

2

• Lack of experience regarding CPath

4

    

• Hard to imagine specific leading role of CPath within workflow

2

      

Quality of evidence

Expected outcome

    

• Questionable reliability of CPath

4

• Potential clinical impact of rather minor deviations CPath (e.g. Gleason grading)

2

    

• Problems regarding determination ground truth

4

• Potential clinical impact of accepted error margins CPath

2

    

• Questionable improvement in clinical practice due to CPath

3

      

• Hard to determine cause-effect relationship between CPath use and clinical outcomes

4

      

• Time associated with prospective clinical trials

5

      

• Uncertainty regarding CPath validation on local level

5

      

Source of the recommendation

Domain knowledge

    

• Potential conflict of interest CPath suppliers

2

• Loss of domain knowledge due to CPath

2

    
  

Emotions

    
  

• Fear of losing job

4

    
  

Skills needed to adhere

    
  

• Loss of diagnostic skills

7

    
  

• Becoming too reliant on CPath

4