Analysis of the Evolution of Participatory Health Technology in Type 1 Diabetes from the ".com" to LLM Era...36th Medical Informatics Europe (MIE) Conference, May 25-28, 2026, Genoa, Italy.
Introduction: The process of translating technological innovations from research to clinical practice in diabetes care remains slow. Analysing when technologies first appear in scientific literature versus clinical trials can reveal barriers to implementation. Methods: We conducted a longitudinal te...
| Publicado en: | Studies in Health Technology & Informatics Vol. 336; pp. 2309 - 2314 |
|---|---|
| Autores principales: | , , , , |
| Formato: | proceedings research tables/charts Journal Article |
| Publicado: |
Sage Publications Inc.
2026
|
| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=194019313&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 194019313 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 09269630 U1V jtl: Studies in Health Technology & Informatics issn: 09269630 maglogo: N pubinfo: dt: 2026 vid: 336 pid: 344 pub: Sage Publications Inc. place: Thousand Oaks, California artinfo: ui: 194019313 194019313 194019313 10.3233/SHTI260682 194019313 ppf: 2309 ppct: 5 formats: tig: atl: Analysis of the Evolution of Participatory Health Technology in Type 1 Diabetes from the ".com" to LLM Era...36th Medical Informatics Europe (MIE) Conference, May 25-28, 2026, Genoa, Italy. aug: au: LOPEZ-CAMPOS, Guillermo GABARRON, Elia DORRONZORO, Enrique RIVERA-ROMERO, Octavio DENECKE, Kerstin affil: Wellcome-Wolfson Institute for Experimental Medicine, Queens University Belfast, United Kingdom. sug: subj: Biotechnology Trends Diabetes Mellitus, Type 1 Therapy Research, Medical Clinical Trials Natural Language Processing Congresses and Conferences Italy Italy Human Prospective Studies Implementation Science Data Mining Social Media Insulins Therapeutic Use Health Care Delivery Thematic Analysis Quality of Life Self-Management Peer Group Comparative Studies Fisher's Exact Test Data Analysis Software Health Personnel ab: Introduction: The process of translating technological innovations from research to clinical practice in diabetes care remains slow. Analysing when technologies first appear in scientific literature versus clinical trials can reveal barriers to implementation. Methods: We conducted a longitudinal text-mining analysis of type 1 diabetes-related technologies from peer-reviewed publications and the ClinicalTrials database (1990–2029). Technology-related keywords were extracted using a large language model and classified into thematic categories. Temporal enrichment in five-year intervals was assessed using Fisher's exact test and a hypergeometric test. Results: The literature revealed a greater number of significant enrichments than the clinical trials (33/98 vs. 23/98), with only 10 results overlapping between the two. Insulin administration systems were the most frequently enriched category in both datasets, while social media and communications, and hardware for healthcare professionals were rarely represented. Literature-based enrichments consistently preceded those in clinical trials, revealing a temporal lag between discovery and clinical testing. Conclusion: These findings highlight the ongoing translational gap in digital diabetes research. Integrating implementation science into technology development and evaluation could speed up the adoption of innovations in clinical practice. pubtype: Academic Journal doctype: proceedings research tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
|---|