{"id":"W4414544789","doi":"10.2196/72202","title":"Gamified Simulation for Onboarding Health Care Teams in Emergency Care: Development and Preliminary Feasibility Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre Hospitalier Universitaire Vaudois; Université de Lausanne; Strong","keywords":"Onboarding; Software deployment; Formative assessment; Modular design; Key (lock); Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009415737,0.001141571,0.0007042395,0.001204285,0.0004922844,0.001446099,0.001832356,0.001119611,0.002936264],"category_scores_gemma":[0.0130009,0.000551221,0.0009803229,0.0004386361,0.001034727,0.001057124,0.001883974,0.0007876356,0.0004178892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008374936,"about_ca_system_score_gemma":0.002101405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001309097,"about_ca_topic_score_gemma":0.001964137,"domain_scores_codex":[0.9964157,0.002333521,0.0002223901,0.0001880248,0.0004556229,0.0003847392],"domain_scores_gemma":[0.9933767,0.004292324,0.000263169,0.0004486667,0.000784957,0.0008341922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01573458,0.1974503,0.08301624,0.007557584,0.0005091843,0.005391368,0.03865988,0.0215099,0.03137832,0.003250921,0.003152127,0.5923896],"study_design_scores_gemma":[0.02133335,0.5114528,0.2535365,0.004725637,0.001312227,0.003199079,0.0424845,0.07676222,0.03991772,0.004014053,0.04039212,0.0008697354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733574,0.0001161223,0.01020656,0.0001293561,0.00004341589,0.0141482,0.0001441389,0.0001393007,0.001715569],"genre_scores_gemma":[0.8640922,0.0006422033,0.1077461,0.0001731795,0.00003446209,0.02561062,0.0003358955,0.00004130422,0.001323943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009415737,"threshold_uncertainty_score":0.04979575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318706215316406,"score_gpt":0.5484143135250403,"score_spread":0.4165436919933997,"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."}}