Generative Artificial Intelligence Terminology: A Primer for Clinicians and Medical Researchers

Generative artificial intelligence (AI) is rapidly transforming the medical field, as advanced tools powered by large language models (LLMs) make their way into clinical practice, research, and education. Chatbots, which can generate human-like responses, have gained attention for their potential applications. Therefore, familiarity with LLMs and other promising generative AI tools is crucial to harness their potential safely and effectively. As these AI-based technologies continue to evolve, medical professionals must develop a strong understanding of AI terminologies and concepts, particularly generative AI, to effectively tackle real-world challenges and create solutions. This knowledge will enable healthcare professionals to utilize AI-driven innovations for improved patient care and increased productivity in the future. In this brief technical report, we explore 20 of the most relevant terminology associated with the underlying technology behind LLMs and generative AI as they relate to the medical field and provide some examples of how these topics relate to healthcare applications to help in their understanding.

Remote Patient Monitoring for Hypertension: Feasibility and Outcomes of a Clinic-Based Pilot in a Minority Population

BACKGROUND

In the US 48% of adults have hypertension, with direct costs in excess of $130 billion per year. Remote patient monitoring (RPM) has been discussed as a useful tool in the treatment of hypertension, but few studies evaluate its cost effectiveness or efficacy in minority, lower socio-economic (SES) populations. Our study aims to evaluate the clinical and financial outcomes of RPM in hypertension management in a primarily minority, low-SES population.

METHODS

In this prospective cohort pilot study, patients with uncontrolled primary hypertension (defined via Joint National Committee 8 guidelines) were randomly selected from a single academically affiliated primary care clinic. Patients were enrolled on a rolling basis for 90 days. Patients were given blood pressure cuffs and transmission hubs and asked to transmit daily blood pressure readings. Patients were called weekly by research assistants and concerns were escalated to the primary care physician. The control group was the remaining 299 uncontrolled hypertensive patients from the same clinic population analyzed via retrospective chart records at the conclusion of the interventional study period. The primary outcome was blood pressure control. Secondary outcomes were relative improvement in systolic pressure and direct costs.

RESULTS

A total of 13 patients were enrolled into the RPM intervention; these patients were 54% female, 100% African American, and 77% Medicaid. When assessed via intention-to-treat analysis, patients in the intervention group had non-inferior blood pressure control at 90 days (46% experimental vs 31% control, P = .33) and average change in systolic blood pressure at 90 days (13.5 vs 3.7 mmHg, P = .174) while experiencing a significant reduction in office-based visits at 90 days (1.5 vs 5.9, P < .001) as compared to control. Results on per-protocol analysis also showed non-inferior BP control (63% vs 31%, P = .135). Financially, the program generated margins of $29 per patient at 90 days.

CONCLUSIONS

Patients in our minority- and Medicaid-predominant cohort achieved noninferior blood pressure control as compared to retrospective control at 90 days and a significant reduction in all-cause clinic visits at 90 days. The program generated little revenue per patient, with main barriers to implementation including patient compliance and payor denial.

An investigation of outcome expectancies as a predictor of treatment response for combat veterans with PTSD: comparison of clinician, self-report, and biological measures

BACKGROUND

Outcome expectancy, or the degree to which a client believes that therapy will result in improvement, is related to improved treatment outcomes for multiple disorders. There is a paucity of research investigating this relation in regards to posttraumatic stress disorder (PTSD). Additionally, the bulk of the research on outcome expectancy and treatment outcomes has relied mostly on self-report outcome measures.

METHODS

The relation between outcome expectancy on self-report measures, clinician-rated measures, and two biological indices (fear-potentiated startle and cortisol reactivity) of PTSD symptoms was explored. The sample included combat veterans (N = 116) treated with virtual reality exposure therapy for PTSD.

RESULTS

Results supported a negative association between outcome expectancy and both self-report and clinician-rated symptoms at the conclusion of treatment, but outcome expectancy was related to the magnitude of change during treatment for self-report measures only. Outcome expectancy was unrelated to biological measures of treatment response.

CONCLUSIONS

These findings suggest that outcome expectancy may be related to patient and clinician perceptions of outcomes, but not biological indices of outcome for PTSD.

Pilot trial of dialectical behavior therapy-enhanced habit reversal for trichotillomania

BACKGROUND

Not all hair pullers improve acutely with cognitive-behavioral treatment (CBT) and few maintain their gains over time.

METHODS

We conducted an open clinical trial of a new treatment that addresses affectively triggered pulling and emphasizes relapse prevention in addition to standard CBT approaches. Ten female participants satisfying DSM-IV criteria for trichotillomania (TTM) at two study sites received Dialectical Behavior Therapy (DBT)-enhanced CBT consisting of 11 weekly sessions and 4 maintenance sessions over the following 3 months. Independent assessors rated hair pulling impairment and global improvement at several study time points. Participants completed self-report measures of hair pulling severity and emotion regulation.

RESULTS

Significant improvement in hair pulling severity and emotion regulation, as well as hair pulling impairment and anxiety and depressive symptoms, occurred during acute treatment and were maintained during the subsequent 3 months. Significant correlations were reported between changes in emotion regulation and hair pulling severity during both the acute treatment and maintenance phases.

CONCLUSIONS

This study offers preliminary evidence for the efficacy of DBT-enhanced CBT for TTM and suggests the importance of addressing emotion regulation during TTM treatment.

A pilot study of an exposure-based intervention in the ED designed to prevent posttraumatic stress disorder

Early interventions to prevent PTSD have been limited in scope and effectiveness. This pilot study examines the feasibility and preliminary effectiveness of a model for brief preventive intervention: 1-session individualized exposure-based therapy delivered in the emergency department (ED). Eligible patients who experienced exposure to a traumatic event in the previous 24 hours were screened and assigned to assessment-only (n = 5) or intervention (imaginal exposure, n = 5) conditions. Both groups returned for 1-week follow-up. Results indicate that patients receiving this intervention reported slightly decreased levels of depression at 1-week follow-up and were rated lower on clinician-rated global severity of symptoms than patients in the assessment-only condition. The level of subject participation and ED staff support in this pilot study argues for feasibility of data collection, intervention, and follow-up with this population. Results also offer evidence that the intervention did not appear to harm participants and in fact may be helpful.

Virtual reality exposure therapy using a virtual Iraq: case report

Posttraumatic stress disorder (PTSD) has been estimated to affect up to 18% of returning Operation Iraqi Freedom (OIF) veterans. Soldiers need to maintain constant vigilance to deal with unpredictable threats, and an unprecedented number of soldiers are surviving serious wounds. These risk factors are significant for development of PTSD; therefore, early and efficient intervention options must be identified and presented in a form acceptable to military personnel. This case report presents the results of treatment utilizing virtual reality exposure (VRE) therapy (virtual Iraq) to treat an OIF veteran with PTSD. Following brief VRE treatment, the veteran demonstrated improvement in PTSD symptoms as indicated by clinically and statistically significant changes in scores on the Clinician Administered PTSD Scale (CAPS; Blake et al., 1990) and the PTSD Symptom Scale Self-Report (PSS-SR; Foa, Riggs, Dancu, & Rothbaum, 1993). These results indicate preliminary promise for this treatment.