The Future Doctor Profile: Assessing AI Literacy, Mental Resilience, and Ethical Competence Among Medical Students in Southwest Nigeria
Article DOI: https://doi.org/10.64573/torgj2605002
Authors: Ebine Favour Oluwadamilola1*, Owolabi Emmanuel Abiodun2, Oludoju Olamide Osaoduwa1, Oluwafemi Tolulope Emmanuella1, Iyela Osisiye1, Olawoye Oluwatobi Oluwadara1, Ibirongbe Demilade O.1
¹ University of Medical Sciences, (UNIMED), Ondo Town, Ondo State, Nigeria.
² Benjamin S. Carson (SNR) College of Health and Medical Sciences, Babcock University, Ilishan-Remo, Ogun State, Nigeria.

Cite:
- APA (7th edition): Ebine, F. O., Owolabi, E. A., Oludoju, O. O., Oluwafemi, T. E., Iyela, O., Olawoye, O. O., & Ibirongbe, D. O. (2026, June 11). The future doctor profile: Assessing AI literacy, mental resilience, and ethical competence among medical students in Southwest Nigeria. The Operating Room Global Journal (TORGJ), 2(2). https://doi.org/10.64573/torgj2605002
- Harvard: Ebine, F.O., Owolabi, E.A., Oludoju, O.O., Oluwafemi, T.E., Iyela, O., Olawoye, O.O. and Ibirongbe, D.O., 2026. The future doctor profile: Assessing AI literacy, mental resilience, and ethical competence among medical students in Southwest Nigeria. The Operating Room Global Journal (TORGJ), 2(2). Published 11 June. Available at: https://doi.org/10.64573/torgj2605002
- Vancouver: Ebine FO, Owolabi EA, Oludoju OO, Oluwafemi TE, Iyela O, Olawoye OO, Ibirongbe DO. The future doctor profile: Assessing AI literacy, mental resilience, and ethical competence among medical students in Southwest Nigeria. The Operating Room Global Journal (TORGJ). 2026 Jun 11;2(2). https://doi.org/10.64573/torgj2605002
- MLA (9th edition): Ebine, Favour O., et al. “The Future Doctor Profile: Assessing AI Literacy, Mental Resilience, and Ethical Competence Among Medical Students in Southwest Nigeria.” The Operating Room Global Journal (TORGJ), vol. 2, no. 2, 11 June 2026, https://doi.org/10.64573/torgj2605002
- Chicago (Author-Date): Ebine, Favour O., Owolabi Emmanuel A., Oludoju Olamide O., Oluwafemi Tolulope E., Iyela O., Olawoye Oluwatobi O., and Ibirongbe Demilade O. 2026. “The Future Doctor Profile: Assessing AI Literacy, Mental Resilience, and Ethical Competence Among Medical Students in Southwest Nigeria.” The Operating Room Global Journal (TORGJ) 2 (2), June 11. https://doi.org/10.64573/torgj2605002
*Corresponding Author:
Ebine Favour Oluwadamilola
[email protected]
Declaration:
Authors’ Contribution:
EFO conceived the study. OOO developed the methodology and drafted the introduction. OTO and IO conducted the literature review. OEA performed the statistical analysis. EFO synthesized the findings and drafted the discussion and conclusion. IDO supervised the study.
Conflict of Interest:
No conflict of interests.
Funding:
No funding received by the authors.
| Article History: |
| Received: 01-05-2026 Accepted: 09-06-2026 |
| Available Online: 11-06-2026 |
| QR Code Access to this Article |

| ABSTRACT |
| Background: The rapid integration of artificial intelligence (AI) into healthcare is reshaping the competencies required of modern physicians. Beyond technological literacy, doctors must demonstrate mental resilience and ethical competence to ensure safe, patient-centred care. However, limited empirical evidence examines these competencies together among Nigerian medical students. Objective: To assess AI literacy, mental resilience, and ethical competence among clinical medical students in Southwestern Nigeria and examine their interrelationships within the ‘Future Doctor Profile’ framework. Methods: A multi-institutional cross-sectional study was conducted among 256 clinical medical students across accredited medical schools in Southwestern Nigeria. Data was collected using a structured questionnaire assessing AI literacy, mental resilience (CD-RISC-10), and AI-related ethical competence. Descriptive statistics, Spearman correlations, and multivariable regression analyses were performed (p<0.05). Results: Mean age was 22.5±2.2 years; 63.3% were female. Only 16% reported formal AI teaching, yet AI tool usage was high (mean 4.4±0.7). Mean AI literacy score was 22.3±3.9 (66.4% high), resilience score 27.3±6.9 (50.4% high), and ethical competence score 32.0±4.2 (73.0% high). Moderate positive correlations were observed between AI literacy and resilience (ρ=0.409), AI literacy and ethical competence (ρ=0.385), and resilience and ethical competence (ρ=0.325) (all p<0.001). Conclusion: AI literacy, resilience, and ethical competence are significantly interrelated among Nigerian medical students, supporting an integrated multidimensional “Future Doctor Profile.” Structured AI education, resilience support, and strengthened digital ethics training are necessary. Keywords: Artificial intelligence; medical education; mental resilience; digital ethics; medical students; Nigeria. |
Download Full Text Below
Start a Submission
Latest Publications
- - Association Between Medico-Legal Training and Competency in Ethical Reasoning and Risk Assessment Among Final Year Medical Students in Southwest Nigeria
- - Perioperative Intravenous Lidocaine Infusion Versus Placebo for Opioid Consumption Reduction in Abdominal Surgery: A Systematic Review and Meta-Analysis
- - The Future Doctor Profile: Assessing AI Literacy, Mental Resilience, and Ethical Competence Among Medical Students in Southwest Nigeria
- - Primary Pleomorphic Liposarcoma of the Kidney: A Rare Case Report
- - Morphology And Morphometry of Right Ventricular False Tendons
- - A Multinational Audit of WHO Surgical Safety Checklist Adherence in Low-Resource Settings
- - Perception and Involvement of Operating Room Professionals in the Use of the Surgical Safety Checklist: A Cross-Sectional Study in Cameroon
- - Impact of Perioperative Nursing Assessment Round on Anxiety and Complications of Elective Surgeries: A Quasi-Experimental Study at a Teaching Hospital in Nigeria
- - Predictors of Keloid Recurrence Following Surgical Excision: Clinical, Surgical, and Molecular Determinants
- - Pain Management Strategies in Cancer Surgery: Anaesthetic and Technological Innovations
- - The Impact of Operating Room Distractions, Interruptions, and Disruptions (DIDs) on the Length of Operative Time in Adults in Acute Hospitals: A Systematic Review
- - Comparative Study on Sutures vs Staples for Skin Closure in a Patient Undergoing Thyroidectomy
- - Imaging-Guided Regenerative Aesthetics: A Review of PRP, Stem-Cell, and Fat-Derived Therapies in Interventional Radiology.
- - Effectiveness of Preoperative Nursing Visits in Reducing Preoperative Anxiety Among Surgical Patients in Kaduna State, Nigeria.
- - Therapeutic Role and Toxicity Profile of High-Dose Interleukin-2 in Metastatic Melanoma and Renal Cell Carcinoma: A Narrative Review.
- - Ovarian Ectopic Pregnancy: A Rare Case Report in a Resource-Limited Setting
- - An Unsuspected Case of Hirschsprung Disease in an Adolescent: A Case Report.
- - Clinical Incidents Reporting Practice and Associated Factors Among Health Professionals in Debre Birhan Comprehensive Specialized Hospital, North Shoa, Amhara, Ethiopia.
- - Patterns of Intravitreal Injection Utilisation, Treatment Burden, and Cost Implications in a Public Ophthalmology Service: A Retrospective Audit.
- - Emergency Room Foley Catheter Retrieval of an Oesophageal Foreign Body In A Low-Resource Setting: A Case Series.
- - Health-Related Quality of Life in Patients with Non-Cystic Fibrosis Bronchiectasis: A Cross-Sectional Observational Study.
- - Ethical Perceptions of Euthanasia Among Medical and Non-Medical Undergraduate Students in Pakistan: A Qualitative Exploratory Study.
- - Managing Recurrent Osteomyelitis in the Context of Antimicrobial Resistance in Sub-Saharan Africa: A Narrative Review.
- - Prevalence And Sex-Related Structural Differences Of The Thebesian Valve In A Select Kenyan Population: Autopsy Study.
- - Waiting Times for Cataract Surgery in a Dedicated Cataract Clinic: A Retrospective Audit.
- - Osteochondroma of the Pubic Ramus Presenting with Sexual Dysfunction: A Case Report.
- - Ethylene Oxide Gas Sterilization: A Systematic Review of Carcinogenicity, Toxicity And Occupational Exposure
- - Scaling Laparoscopic Surgery in LMICs: Barriers, innovations and Policy Recommendations.
- - Assessment of Knowledge and Practices of Operation Theatre Professionals Regarding Infection Control Protocols at PINS Hospital n Lahore.
- - Anxiety and Depression Among Rural Population Due to Lockdowns During COVID-19 Pandemic.
- - Assessment of Mental Health of Pregnant and Postpartum Women Attending Antenatal and Postnatal Service in Tertiary Health Institutions in Anambra State.
- - Effect of Organizational and Environmental Stressors on Surgical Team Performance and Patient Safety in a Northwest Nigerian Tertiary Hospital: A Cross-sectional Study.
- - Outcomes of Smart or Automated Sterilization Tracking in Central Sterile Services Departments (CSSDs): A Systematic Review.
- - A Delphi Survey of Healthcare Providers’ Perspectives on Patient Involvement and Satisfaction in Surgical Decision-Making in Low- and Middle-Income Countries (LMICs)
- - The Impact of Nurse Workforce Levels on Patient Outcomes in the UK Hospitals: A Systematic Review.
- - Glycaemic Control and its Impact on Early Post-Operative Outcomes in Patients undergoing Minimally Invasive Cardiac Surgery
- - Complications Of Uterine Leiomyomas: A Comparative Review of Uterine Fibroid Embolization and Myomectomy in Management and Outcomes