{"id":"W3200317168","doi":"10.2196/29956","title":"Design of a Virtual Reality Interactive Training System for Public Health Emergency Preparedness for Major Emerging Infectious Diseases: Theory and Framework","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Southwest Medical University","keywords":"Computer science; Virtual reality; Instructional simulation; Knowledge management; Mixed reality; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009096024,0.0001964189,0.000556372,0.0001635502,0.000226166,0.00002755847,0.00006819323,0.0001239637,0.00005566159],"category_scores_gemma":[0.001665067,0.0001982827,0.0001292821,0.000336655,0.00005660166,0.0001498617,0.0000272849,0.0001479084,5.695439e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004186643,"about_ca_system_score_gemma":0.001948936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004755308,"about_ca_topic_score_gemma":0.0000153595,"domain_scores_codex":[0.9977667,0.0004961617,0.0006983732,0.0004592247,0.0001936238,0.0003859248],"domain_scores_gemma":[0.9957744,0.002143014,0.0004547053,0.0003927109,0.0009220993,0.0003130508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006818981,0.001727204,0.1300962,0.02885157,0.001575555,0.0000149386,0.5428658,0.002020618,0.0005773799,0.05755103,0.002986149,0.2249146],"study_design_scores_gemma":[0.01000073,0.005403371,0.1135261,0.006309428,0.0006705294,0.0002372548,0.8084654,0.02403256,0.0006790511,0.02699471,0.002409997,0.001270917],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6539139,0.001711033,0.3345035,0.002571217,0.001780385,0.004963248,0.000269446,0.0002418952,0.00004531416],"genre_scores_gemma":[0.9944469,0.0000379074,0.00226665,0.0002757395,0.0003856893,0.002260633,0.0001811405,0.00005335974,0.00009202207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3405329,"threshold_uncertainty_score":0.8085733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06221218739216274,"score_gpt":0.4023467728457306,"score_spread":0.3401345854535678,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}