Assessing Perceptions of ML Explanations by Medical Oncologists
Survey of Medical Oncologists to Assess Trustworthiness of Various Approaches to AI Explainability for Prognostic Models
2 other identifiers
interventional
50
1 country
1
Brief Summary
The objective of this proposal is to conduct a vignette-based survey among practicing oncology clinicians who treat non-small cell lung cancer to assess the trustworthiness of explainable predictions from a neurosymbolic AI vs. State-of-the-art post-hoc explanatory algorithms, using simulated patient data.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable
Started Dec 2024
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
November 19, 2024
CompletedFirst Posted
Study publicly available on registry
November 21, 2024
CompletedStudy Start
First participant enrolled
December 2, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
April 15, 2026
CompletedStudy Completion
Last participant's last visit for all outcomes
April 15, 2026
CompletedJuly 18, 2025
January 1, 2025
1.4 years
November 19, 2024
July 16, 2025
Conditions
Outcome Measures
Primary Outcomes (1)
Determine whether neurosymbolic AI explainability methods improve the trustworthiness of explanations from a prognostic model, relative to post-hoc explainers.
Oncologist will be invited to complete a vignette-based survey
3 months
Study Arms (1)
One time de-identified Qualtrics Survey
OTHERInterventions
Once time de-identified Qualtrics survey
Eligibility Criteria
You may not qualify if:
- Non-medical oncologists No email address or physical address listed Does not treat lung cancer
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
University of Pennsylvania
Philadelphia, Pennsylvania, 19083, United States
MeSH Terms
Conditions
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- OTHER
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
November 19, 2024
First Posted
November 21, 2024
Study Start
December 2, 2024
Primary Completion
April 15, 2026
Study Completion
April 15, 2026
Last Updated
July 18, 2025
Record last verified: 2025-01