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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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EMERGENCE: A Human-Centered Artificial Intelligence Platform for Pre-Hospital Emergency Care

Authors: Shibah, Sami Rashid Mohammed;

EMERGENCE: A Human-Centered Artificial Intelligence Platform for Pre-Hospital Emergency Care

Abstract

Globally, over 4.4 million deaths attributable to injuries occur annually, with a substantial proportion transpiring during the critical pre-hospital "golden hour," encompassing out-of-hospital cardiac arrest (OHCA), major trauma, acute stroke, and severe anaphylaxis [1]. Contemporary emergency medical services (EMS) are encumbered by fragmented instrumentation, engendering mean treatment delays of 15 min [2] and protracted cognitive workloads (NASA-TLX scores ≈65) [3]. Herein, we delineate EMERGENCE, an integrated, ruggedized platform that amalgamates continuous multi-parameter physiological monitoring, microfluidic point-of-care (POC) diagnostics, automated therapeutic administration, edge-based artificial intelligence (AI), and secure telemedicine into a singular apparatus. Engineered for autonomous functionality exceeding 72 h, EMERGENCE attains IP67 ingress protection and adheres to ISO 13485, IEC 60601-1, and FDA Software as a Medical Device (SaMD) paradigms [4]. The AI subsystem furnishes evidence-based, confidence-calibrated decision support, mandating dual authorization (biometric authentication coupled with remote clinician oversight or AI confidence exceeding 95%) for high-acuity interventions [5]. Targeted unit cost is $1200, facilitating scalability in low- and middle-income countries (LMICs). This exposition articulates the rigorous theoretical underpinnings, architectural schema, mathematical formulations, safety engineering protocols, bias attenuation strategies, ethical imperatives, and a 36-month validation trajectory. Closed-form simulations leveraging physiologically calibrated synthetic datasets prognosticate a 40%–60% diminution in time-to-treatment, commensurate with an absolute OHCA survival augmentation of up to 22 percentage points [6].

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average