JOMS
@JOMSinformatics
Official account of the Journal of Medical Systems, a Q1 informatics journal focused on the latest methods in health information systems & informatics
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We are proud to announce the Journal of Medical Systems has achieved a 2024 Impact Factor of 5.7 (up from 3.5)! Now ranked Q1: 93rd percentile in Health Care Sciences & Services, 80th percentile in Medical Informatics. Thanks to our contributors! link.springer.com/journal/10916/…
New and #OpenAccess : GPT-4o Fine-Tuned Vision estimated decreased LVEF (≤35%) from ECG images. In 202 patients and fine-tuned on just 20 ECGs, it beat clinicians (~79.9% vs 74.9%) and trailed a CNN (89.1%): link.springer.com/article/10.100… #MedAI #Cardiology #ECG #LVEF
New & #OpenAccess : GenAI + GIS for physical-activity interventions. AI4Motion’s reference + solution architecture shows LLM orchestration, open APIs, and context-aware nudges (EMA/ESM/JITAI). #digitalhealth #AI link.springer.com/article/10.100…
New in JOMS: A physics-inspired K-operator models how neurodegeneration alters brain networks. Simulations + rs-fMRI with eigenvalue analysis & recurrence plots; AD/PD case studies pave the way for ML-driven prognosis. #fMRI #Connectomics #OpenAccess link.springer.com/article/10.100…
New #OpenAccess: Digital twins to monitor neuromotor development in preterm infants — a conceptual framework + proof-of-concept integrating video pose/IMU data, FHIR/knowledge graphs, and AI for earlier NDD risk detection. #DigitalTwin #AI link.springer.com/article/10.100…
New & #OpenAccess: 8 LLMs tested on 48 short clinical vignettes for diagnosis + triage. Structured prompting boosted mean triage accuracy from 76.8% → 86.2% and diagnosis to 91.7%; top models hit 93.8% dx accuracy. Safer advice, but more over-triage. link.springer.com/article/10.100…
Counterfactual analysis in AYA breast cancer survivors finds ovarian suppression (GnRH) is necessary but rarely sufficient for ischemic heart disease (PN>97.8%, Probability of Sufficiency (PS)<2%). Hypertension shows ~30% PS. #OpenAccess link.springer.com/article/10.100…
New in JOMS: ML models predict personalized hypertension risk in Indonesia using 9.58M SATUSEHAT records. LightGBM leads; AUC 0.78 w/o history (0.85 w/). Top features: age, family history, weight, waist. OA: link.springer.com/article/10.100… #DigitalHealth #ML #Hypertension #OpenAccess
New and #openaccess in J Med Syst: a trust-aware architecture for personalized #DigitalHealth—combining Blueprint Personas + ontology-based reasoning to deliver explainable, adaptable support (COPD use case): link.springer.com/article/10.100… #AI #MedInformatics #ExplainableAI
#OpenAccess - Hybrid patient matching for Lao Child Health Records. Probabilistic + deterministic approach ~90% recall, removes ~2,872 duplicates in 20,433 records, advancing health information exchange. #HealthInformatics link.springer.com/article/10.100…
Secure messaging + patient safety: social network analysis of >1.0M chats (3,272 staff; 4,328 encounters) shows frontline clinicians drive information flow before RRT/code events. #OpenAccess link: link.springer.com/article/10.100…
💓🔊 New bimodal AI model merges ECG (electrical) + PCG (acoustic) signals for early CVD detection. 📈 AUROC 96.4%—outperforming single-modality models. ✅ Explainability shows complementary roles of ECG & PCG. 👉 link.springer.com/article/10.100…
🎮🩺 Gamification in oncology: A scoping review of 30 studies (1,118 participants) shows mobile apps with avatars, rewards, quizzes & feedback can boost health literacy, symptom tracking & self-care. More longitudinal research is needed. #openaccess 👉 link.springer.com/article/10.100…
An Italian case study applies MAS-AI to BLOC-OP, an AI that optimizes OR schedules. Findings show MAS-AI transfers beyond imaging and supports organizational tech assessment. Flexible, comprehensive, generalizable. link.springer.com/article/10.100…
New @openaccess - A no-code, offline RPA tool pulls radiotherapy schedules from EMR/RIS and auto-creates a color-coded 4-week Excel calendar—cutting workload and errors in <4 min. #Radiotherapy #HealthTech link.springer.com/article/10.100…
New #openaccess: Clinicians favor medium automation for GenAI in EHRs—balancing efficiency with oversight in extraction, summarization, and speech-to-text. Next steps: real-world trials and safety guardrails. #HealthTech #GenAI link.springer.com/article/10.100…
New #openaccess: “Dissecting HealthBench” analyzes 5,000 multi-turn clinical conversations against 48k+ clinician-crafted criteria—covering diseases, diagnostics, therapies, and demographics—to guide real-world AI model evaluation. #HealthAI #MedicalNLP link.springer.com/article/10.100…
New AI framework uses image-based deep learning and single-site PPG to estimate blood pressure without a cuff—outperforming traditional methods and meeting clinical standards. A leap forward for non-invasive, wearable BP monitoring! link.springer.com/article/10.100…
In high-cost ORs, dashboards & performance frontiers drive efficiency, but NORA sites lag due to unique challenges. A study applied performance frontiers to NORA & found wide efficiency variability. Targeted strategies could optimize NORA operations: link.springer.com/article/10.100…
Systematic review finds Virtual, Augmented, and Mixed Reality head-mounted displays enhance patient understanding, satisfaction, and reduce anxiety during preoperative informed consent. VR shows strongest, consistent evidence; AR/MR need more research. link.springer.com/article/10.100…
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