CITATION.cff

cff-version: 1.2.0
message: >-
  If you use SceneSim in your research, teaching, or software, please cite it
  using the metadata below.
type: software
title: "SceneSim: A Turn-Based, Deterministic EMS Training Simulator"
abstract: >-
  SceneSim is a turn-based EMT (Emergency Medical Technician) simulation
  platform. A deterministic engine owns all patient truth (vitals, timing,
  deterioration, scoring); an LLM is used only to render that state as
  natural-language roleplay, never to decide clinical outcomes.
authors:
  - family-names: Passalacqua
    given-names: Evan
repository-code: "https://github.com/evanqua/scenesim"
url: "https://emt-sim.vercel.app"
license: AGPL-3.0-or-later
keywords:
  - emergency-medical-services
  - medical-education
  - simulation
  - large-language-models
  - clinical-education
  - prehospital-care
references:
  - type: article
    title: "Socratic AI: An Adaptive Tutor for Clinical Case Based Learning"
    authors:
      - family-names: Golchini
        given-names: Niloufar
      - family-names: Passalacqua
        given-names: Evan
      - family-names: Vaughn
        given-names: Lucy
      - family-names: Abdulnour
        given-names: Raja-Elie E.
    year: 2025
    journal: medRxiv
    doi: "10.1101/2025.06.22.25329661"
    url: "https://doi.org/10.1101/2025.06.22.25329661"
    notes: >-
      Related prior work on LLM-based Socratic tutoring for case-based
      clinical education, cited here as related work rather than as the
      direct basis for SceneSim's design.