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Surveys

Latest AI and machine learning research in surveys for healthcare professionals.

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Bias and Oversight in Clinical AI: A Review of Decision Support Tools and Equity Frameworks.

Artificial intelligence (AI) decision support tools (DSTs) are increasingly used across clinical set...

Feb 2026 41627658
Benchmark evaluation of deepseek AI models in antibacterial clinical decision-making for infectious diseases.

BACKGROUND: Antimicrobial resistance (AMR) poses a global threat to public health, though AI models ...

Feb 2026 41629934
Optimized Risk Assessment in Forensic Practice: A Comparison of Machine Learning and Manual Scoring Approaches.

As correctional jurisdictions and risk instrument developers look to optimize scoring for specific p...

Feb 2026 41629742
Artificial intelligence and computer-aided diagnosis in diagnostic decisions: 5 questions for medical informatics and human-computer interface research.

OBJECTIVES: Artificial intelligence (AI) has the potential to transform medical informatics by suppo...

(2)
Feb 2026 41101774
Observer: creation of a novel multimodal dataset for outpatient care research.

OBJECTIVE: To support ambulatory care innovation, we created Observer, a multimodal dataset comprisi...

(1)
Feb 2026 41144304
Seeing Is Believing? Exploring Gender Bias in Artificial Intelligence Imagery of Specialty Doctors.

BACKGROUND: In medicine and medical education, women are disproportionately affected by gender bias....

Feb 2026 41360694
Revisiting reliability with human and machine learning raters under scoring design and rater configuration in the many-facet Rasch model.

Constructed-response (CR) items are widely used to assess higher order skills but require human scor...

Jan 2026 41618685
A Critical Look at the Challenges of Conducting de-Identified Military Surveys.

Survey research has long been a cornerstone of behavioral health and medical research. With the grow...

Jan 2026 41619223
Investigation of Bias Using ChatGPT-4 in Pain Management and Patient Profiling.

BACKGROUND: Large language models, such as ChatGPT (cGPT), are being integrated increasingly into cl...

(1)
Jan 2026 41875512
Predicting nonresponse to sexual identity question in youth risk behavior surveillance: A machine learning analysis of complex survey data.

PURPOSE: To compare seven machine learning (ML) models developed to predict non-response to the sexu...

Jan 2026 41621502
Artificial intelligence-driven 3D surface-topography app for screening and monitoring adolescent scoliosis: early results from a single institution.

PURPOSE: Radiation-free tools, such as scoliometers, ultrasound, and Moiré topography, have been exp...

Jan 2026 41615635
Representation Learning for Tabular Data: A Comprehensive Survey.

Tabular data, structured as rows and columns, is among the most prevalent data types in machine lear...

Jan 2026 41615982
Improving Clinical Decision-Making in Treating Airway Diseases With an Expert System Built Upon the Free AI Tool Google NotebookLM.

We used the free artificial intelligence (AI) tool Google NotebookLM, powered by the large language ...

Jan 2026 41483468
Medicolegal Implications and Current Landscape of Artificial Intelligence in Plastic Surgery.

Artificial intelligence (AI) is increasingly integrated into plastic and reconstructive surgery. It ...

(2)
Jan 2026 41609198
Machine learning based thermal response study of university students under summer outdoor military training.

Visual perception significantly influences human thermal comfort. However, few studies have examined...

Jan 2026 41609871
Characterization of Models for Identifying Physical and Cognitive Frailty in Older Adults With Diabetes: Systematic Review and Meta-Analysis.

BACKGROUND: Physical frailty and cognitive frailty are increasingly recognized as critical geriatric...

Jan 2026 41610414
Scale abbreviation with supervised machine learning: A comparison of feature selection techniques.

Scale abbreviation is a crucial task for researchers aiming to reduce response burden and optimize d...

Jan 2026 41612001
Understanding drivers of neonatal mortality in Zimbabwe: A machine learning approach using survey data.

In Zimbabwe, the neonatal mortality rate (NMR) is higher than the regional average, and the country ...

Jan 2026 41610121
Multi-model Artificial Intelligence Evaluation in Sudden Sensorineural Hearing Loss.

OBJECTIVE: To compare the diagnostic accuracy, linguistic clarity, and user satisfaction of three la...

Jan 2026 41603577
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