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Stepánek, Jan

0000-0001-5748-6150

Mayo Clinic

Mayo Clinic

Citations 25

Demographic-Adjusted Normative Equations for the Oculo-Cognitive Addition Test (OCAT): A Foundation for Individualized Oculo-Cognitive Assessment
Stepánek, Jan

Journal of Eye Movement Research | October 2, 2026 | Volume: 19 | Issue: 5 | Pages: 113

10.3390/jemr19050113 Get It

Background: Many neurological and cognitive disorders have early oculomotor hallmarks. The Oculo-Cognitive Addition Test (OCAT) is a quick, objective screening tool that measures eye movement and time-based biomarkers of cognitive processing during simple mental addition tasks in under two minutes. Normative values for age, sex, education level, and apolipoprotein E Type 4 (APOE ε4) carrier status must be established so cognitively normal populations are not misdiagnosed. Methods: A total of 382 participants completed OCAT, with 350 participants making up the normative cohort from which raw gaze data were processed to derive fixations, saccades, blinks, pupillary dynamics, and time-based features. Separate multiple linear regression models were fitted for each feature with age, sex, education, and APOE ε4 carrier status as predictors to establish demographic-adjusted normative equations. Results: Processing time, fixation time, fixation size and fixation area and their variability increased progressively from the first to the third number within each addition sequence, consistent with increasing cognitive workload. Demographic-adjusted multiple linear regression models generated normative equations for individual OCAT features based on age, sex, education, and APOE ε4 carrier status. These models were used to derive individualized expected values, 95% reference intervals, and z-scores. Conclusions: These demographic-adjusted normative equations enable individualized interpretation of OCAT performance and are necessary steps towards clinical implementation.
Hearing Through the Patient’s Ears: Hearing Simulation for Counseling and Education
Kingsbury, Hailey, Kingsbury, Sarah , Cevette, Michael J. , Stepánek, Jan , Habr, Edwar, Itawi, Hussein, Pradhan, Gaurav N. , Kingsbury, Hailey A , Kingsbury, Sarah E , Pradhan, Gaurav N , Stepánek, Jan

Audiology Research | May 22, 2026 | Volume: 16 | Issue: 3 | Pages: 77

10.3390/audiolres16030077 Get It

Background/Objectives: Hearing loss is frequently misunderstood by communication partners and healthcare providers of patients with hearing loss alike, leading to gaps in counseling, medical adherence, and empathy. Hearing loss simulation is a technique that can clarify patient experience by illustrating how hearing loss affects daily listening and speech discrimination. The current research explores the influences of a web-based hearing loss simulator on how hearing loss is understood by communication partners, audiologists, and medical providers/students. Methods: Using a convergent parallel mixed-methods design, 72 participants (communication partners, audiologists, and medical providers/residents) completed a guided trial with the hearing simulator, either one-on-one or in group settings, and subsequently completed a questionnaire regarding their experiences. The simulation trial included demonstrations of hearing loss and amplification across four listening environments: speech in quiet, in noise, at a distance, as well as listening to instrumental music. Results: Communication partners reported that they gained a better understanding of their partner’s hearing loss, with all expressing increased feelings of empathy towards their partner and individuals with hearing loss. When compared to audiologists, communication partners were significantly more surprised by the impact of hearing loss on speech understanding. Medical providers and students emphasized the value of the simulator as a counseling tool and highly recommended that other providers use the simulator with their patients. Conclusions: Simulating hearing loss can be beneficial for counseling purposes and medical training. These findings suggest that hearing loss simulation can enhance empathy and communication across clinical and educational contexts.
Prevalence of Clinically Symptomatic Chronic Respiratory Alkalosis (CSCRA) in Patients Seen for Vestibular Assessment
Kingsbury, Sarah , Kingsbury, Hailey, Pradhan, Gaurav N. , Cevette, Michael J. , Vanood, Nile, Breznak, Karen K., Stepánek, Jan , Kingsbury, Sarah E , Pradhan, Gaurav N , Stepánek, Jan

Journal of Otorhinolaryngology, Hearing and Balance Medicine | January 14, 2026 | Volume: 7 | Issue: 1 | Pages: 6

10.3390/ohbm7010006 Get It

Background/Objectives: Dizziness is a symptom of many disorders across a wide range of etiologies. If dizzy patients are seen for vestibular evaluation with an audiologist and no vestibular reason for the patient’s dizziness is found, the medical referral pathway can become convoluted. This can leave patients feeling discouraged and unable to manage their symptoms. Clinically symptomatic chronic respiratory alkalosis (CSCRA) is an acid–base disorder that typically presents with dizziness but is unfamiliar to practitioners in vestibular and balance care settings. Methods: In a retrospective chart review deemed exempt by the Mayo Clinic Institutional Review Board, 74 patients at Mayo Clinic Arizona were included. All had consultations with both Audiology and Aerospace Medicine to assess their dizzy symptoms. Results: After completing vestibular testing, arterial blood gas (ABG) testing, and a functional test developed at Mayo Clinic Arizona called the Capnic Challenge test, 40% of patients were found to have CSCRA contributing to their dizzy symptoms. Many of these patients also had common comorbidities of CSCRA, like postural orthostatic tachycardia syndrome (POTS), migraines, and sleep apnea. Fewer than one-fourth of these patients had measurable vestibulopathies causing their dizziness. Half of the patients referred by the vestibular audiologist to Aerospace Medicine had a diagnosis of CSCRA. Conclusions: Assessment for CSCRA should be considered as a next step for patients presenting with dizziness without a vestibular component. Being aware of the prevalence of CSCRA and its comorbidities may help balance providers offer quality interprofessional referrals and improve patient quality of life.
AI-Driven Prediction of Possible Mild Cognitive Impairment Using the Oculo-Cognitive Addition Test (OCAT)
Pradhan, Gaurav N. , Kingsbury, Sarah , Cevette, Michael J. , Stepánek, Jan , Caselli, Richard J., Kingsbury, Sarah E , Pradhan, Gaurav N , Stepánek, Jan , Caselli, Richard J.

Brain Sciences | January 5, 2026 | Volume: 16 | Issue: 1 | Pages: 70

10.3390/brainsci16010070 Get It

Background/Objectives: Mild cognitive impairment (MCI) affects multiple functional and cognitive domains, rendering it challenging to diagnose. Brief mental status exams are insensitive while detailed neuropsychological testing is time-consuming and presents accessibility issues. By contrast, the Oculo-Cognitive Addition Test (OCAT) is a rapid, objective tool that measures oculometric features during mental addition tasks under one minute. This study aims to develop artificial intelligence (AI)-derived predictive models using OCAT eye movement and time-based features for the early detection of those at risk for MCI, requiring more thorough assessment. Methods: The OCAT with integrated eye tracking was completed by 250 patients at the Mayo Clinic Arizona Department of Neurology. Raw gaze data analysis yielded time-related and eye movement features. Random Forest and univariate decision trees were the feature selection methods used to identify predictors of Dementia Rating Scale (DRS) outcomes. Logistic regression (LR) and K-nearest neighbors (KNN) supervised models were trained to classify PMCI using three feature sets: time-only, eye-only, and combined. Results: LR models achieved the highest performance using the combined time and eye movement features, with an accuracy of 0.97, recall of 0.91, and an AUPRC of 0.95. The eye-only and time-only LR models also performed well (accuracy = 0.93), though with slightly lower F1-scores (0.87 and 0.86, respectively). Overall, models leveraging both time and eye movement features consistently outperformed those using individual feature sets. Conclusions: Machine learning models trained on OCAT-derived features can reliably predict DRS outcomes (PASS/FAIL), offering a promising approach for early MCI identification. With further refinement, OCAT has the potential to serve as a practical and scalable cognitive screening tool, suitable for use in clinics, at the bedside, or in remote and resource-limited settings.
Use of Echocardiography Under Hypoxic Stress Without Exercise to Assess Right to Left Shunting
Etchegoyen, Cecilia Villa , Wraith, Rachel, Brown, Lisa , Breznak, Karen K., Mital, Rohit , Lester, Steven J., Ayoub, Chadi , Alsidawi, Said , Shipman, Justin , Farina, Juan M. , Arsanjani, Reza , Stepánek, Jan , Villa Etchegoyen, Cecilia , Wraith, Rachel E, Brown, Lisa S, Shipman, Justin N, Arsanjani, Reza , Farina, Juan M , Alsidawi, Said , Stepánek, Jan , Mital, Rohit

Journal of Cardiovascular Development and Disease | November 3, 2025 | Volume: 12 | Issue: 11 | Pages: 435

10.3390/jcdd12110435 Get It

Acute exposure to hypoxia will induce right ventricular (RV) hemodynamic changes and may increase the degree of right-to-left shunting, which can contribute to dyspnea at altitude. In this retrospective study, 125 patients (median age 66 years; 50.4% women) with unexplained dyspnea at altitude underwent hypoxic simulation testing (HST) with transthoracic echocardiography (TTE). During simulated hypoxia (mode (Min-Max) altitude: 8000 (6000–18,000) ft, were observed a significant decrease in oxygen saturation (97% (95–98) vs. 88% (82–92), p < 0.001) and RV free wall longitudinal strain (−19.6 ± 3.99% vs. −17.3 ± 4.17%, p < 0.01), an increase in RV systolic pressure (RVSP: 26 (23–30.5) vs. 29 (25–36.5) mmHg, p < 0.001). No significant changes were observed in TAPSE (20 (18–23) vs. 20 (19–24) mm) or S wave (0.12 (0.11–0.14) vs. 0.13 (0.12–0.14) m/s). Right-to-left shunting was present in 47.2% of patients and 11.9% exhibited inducible shunting only under hypoxia. However, under hypoxia, there were no significant differences in RV hemodynamic parameters or saturation between those with and without shunting. TTE with HST is useful to characterize both cardiopulmonary response and the dynamic changes in right-to-left shunt behavior under hypoxic stress.
Towards Early Detection of Mild Cognitive Impairment: Predictive Analytics Using the Oculo-Cognitive Addition Test (OCAT)
Cevette, Michael J. , Caselli, Richard J. , Pradhan, Gaurav N. , Kingsbury, Sarah , Stepánek, Jan

Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management | October 29, 2025 | Volume: No volume available | Issue: No issue available | Pages: 457-464

10.5220/0013808300004000 Get It

Occupational heat-related illness risk screening protocols for aviation: a systematic review
Elkhatib, Wiaam , Al-Kordi, Mohammad, Raval, Darshankumar Manubhai, Ganguly, Shilpi, Finnegan, E., Stepánek, Jan , Harrison, Michael, Alkordi, Mohammad, Raval, Darshankumar, Elkhatib, Wiaam Y , Stepánek, Jan , Ganguly, Shilpi, Murad, M. Hassan

BMJ Public Health | October 10, 2025 | Volume: 3 | Issue: 2 | Pages: e003128

10.1136/bmjph-2025-003128 Get It

Objectives Aircrew are subject to thermal stress and heat-related illness (HRI). Published screening methods and safety thresholds remain limited. The objective of this review was to evaluate the available evidence, approaches and guidelines regarding HRI screening tools in aircrew and analogue occupational and athletic cohorts to create a broad compendium of relevant tools for aviation safety decision-makers which establish risk stratification. Design A systematic literature review was conducted through 28 July 2025, of manuscripts and technical documents that reported HRI risk screening approaches. Pairs of independent reviewers selected studies and appraised risk of bias. Data sources Ovid MEDLINE and Epub Ahead of Print, In-Process & Other Non-Indexed Citations and Daily, Ovid EMBASE, Ovid Cochrane Central Register of Controlled Trials, Ovid Cochrane Database of Systematic Reviews and Scopus were searched. Eligibility criteria Extrinsic and intrinsic factors checklists, protocols, diagrams, algorithms and screening approaches for HRI risk stratification and safety thresholds within occupational settings were included. Cohorts under 18 years of age and abstracts were excluded. Data extraction and synthesis 3472 reports were identified and 37 were included in the final analysis. Common approaches relied on wet bulb globe temperature (WBGT), workload assessment and personal protective equipment used. WBGT thresholds ranged 27–32°C for extreme risk and 23–31°C for high risk. Identified tools used 19 common domains to establish risk. Data were insufficient to identify a singular ideal screening approach. Conclusions This systematic review addresses knowledge gaps regarding occupational HRI risk screening protocols for use towards aviation workers. Limitations included lack of generalisability, risk definition variability and conflicting published author assumptions regarding intrinsic factors considered.
Establishing equivalence between acoustic and electrical auditory thresholds: a first step towards hearing via electrostimulation
Kingsbury, Sarah , Cevette, Michael J. , Pradhan, Gaurav N , Kingsbury, Sarah E , Stepánek, Jan , Pradhan, Gaurav N. , Stepánek, Jan

International Journal of Audiology | September 23, 2025 | Volume: 65 | Issue: 6 | Pages: 663-672

10.1080/14992027.2025.2561029 Get It

Investigating Speech Intelligibility Capabilities of Electrical Auditory Stimulation
Kingsbury, Sarah , Cevette, Michael J. , Kingsbury, Sarah E , Stepánek, Jan , Pradhan, Gaurav N , Stepánek, Jan , Pradhan, Gaurav N.

Military Medicine | August 19, 2025 | Volume: 191 | Issue: 3-4 | Pages: e592-e600

10.1093/milmed/usaf430 Get It

Abstract Introduction In military settings, ear-worn communication systems and hearing protection have equal importance, but opposite purposes. It is crucial to provide clear communication signal free of noise that may also be hazardous to hearing. Electrical auditory stimulation is a mode of transmitting high fidelity speech information with an amplitude modulated electromagnetic signal that is sent transcutaneously through electrodes. No traditional ear-worn transducer is needed, offering various locations for receiving auditory information on the head and body. The purpose of the current study is to evaluate the speech intelligibility at different locations on the head and body in quiet and noise. Materials and Methods Fifty participants total took part in this study with Mayo Clinic IRB approval and informed consent. All completed a pure-tone air conduction hearing test verifying normal hearing. In the first experiment, 20 participants completed electrical word recognition testing in quiet at 3 unique locations using 16-item Modified Rhyme Test (MRT) recordings transmitted through a Tonndorf Audimax Model 500 Audiometer in a repeated measures counter-balanced design. In the second experiment, 30 participants completed testing in quiet as well as in background noise at 3 mastoid-anchored locations, using 68-70 dBA of pink noise presented in the sound field through an immersive Spatial Reality sound system. One-way repeated-measures ANOVA was used for comparing the transformed percent MRT scores between 3 locations on the head, followed by the pairwise comparison of the post-hoc analysis using the t-test. For the second experiment, 2-way repeated-measures ANOVA was used to detect the main effects (location and condition) and interaction, followed by multiple comparisons using paired t-tests. Results The percent correct score on the modified MRT tests at the mastoid location during electrical hearing stimulation was statistically significantly greater than at the neck location. Three placements that all had at least one mastoid electrode placement (bilateral mastoid, wrist, and neck) produced very similar MRT scores in a quiet environment. The 2-way repeated measures ANOVA performed on the transformed MRT percent scores showed a significant main effect because of the condition (quiet vs. noise) but did not reveal any significant effect of location. MRT percent correct scores in the noisy condition at all 3 locations were statistically significantly lower than in the quiet condition. All average percent correct scores were greater than 80% in noise. Conclusions Non-acoustic transcutaneous electrical stimulation of the cochlea was shown to perform well in both quiet and noisy environments opening opportunities for future implementations that will help safeguard hearing by decreasing the risk of acoustic damage although maintaining excellent word recognition. Clinical Trial Registration Identifier: NCT05112809.
Overtraining Syndrome (OTS) in Three Endurance Athletes and Roads to Recovery
Kreher, Jeffrey B. , Amrine, Robert, Reddy, Satyajit , Stepánek, Jan , Reddy, Satyajit , Stepánek, Jan , Amrine, Robert

BMJ Case Reports | July 8, 2025 | Volume: 18 | Issue: 7 | Pages: e265066

10.1136/bcr-2025-265066 Get It

Overtraining syndrome (OTS) is a significant medical condition observed predominantly in endurance athletes and characterised by a decline in performance and disruptions in multiple physiological functions. Given the increasing popularity of endurance training and the complex nature of OTS diagnosis, there is a compelling need for comprehensive case studies. The case series summarises one professional runner, one competitive runner and one recreational runner who were diagnosed with OTS. Key parameters observed include symptoms, diagnostic journey, recovery initiatives and return-to-sport outcomes. All three athletes showed typical OTS manifestations, including impaired performance and multisystem dysfunction (ie, endocrine, nervous, immune and gastrointestinal systems). Following a mandated cessation from training, active recovery strategies were instituted. Two of the three athletes successfully returned to competition. Specific recovery patterns and potential relapse indicators were also identified. The comprehensive examination of the cases underscores the complex nature of OTS diagnosis, its multifaceted symptoms and the critical importance of structured recovery. The case series elucidates the importance of heightened awareness and early intervention to diagnose and manage OTS. In addition, we propose an anecdotal Return to Running Protocol individualised to the athlete’s response.